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feat: dashboard v2, blog expansion, market/cable MCP tools, switch asset scrapers, scraper utilities

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Rene Fichtmueller 2026-03-30 08:07:12 +02:00
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5
.gitignore vendored
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@ -5,3 +5,8 @@ dist/
.env*
.dev.vars
*.local
# Downloaded product assets (images, PDFs)
assets/images/
assets/datasheets/
assets/manuals/

146
CONCEPT-transceiver-intelligence-platform.md
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@ -12,9 +12,14 @@
Eine lebendige Intelligence-Plattform die alles vereint:
- **159+ Transceiver** (bestehende npm DB) als Seed-Daten
- **500+ Switches & Router** von 30+ Herstellern (Cisco, Arista, Juniper, Nokia, Huawei, HPE, Dell, Extreme, Fortinet, MikroTik, Hirschmann, Moxa, Siemens, etc.)
- **40+ Whitebox-Switches** von 9 ODM-Herstellern (Edgecore, Celestica, UfiSpace, etc.)
- **~300 Flexoptix-unterstützte Vendors** kategorisiert (Network, Security, Industrial, Broadcast, Storage)
- **SONiC HCL Integration** — automatisierter Abgleich der SONiC Hardware Compatibility List
- **Echtzeit-Preisüberwachung** aller Wettbewerber weltweit
- **Lagerbestände live** von FS.com bis chinesischen OEMs
- **Digitalisierte Handbücher** aller 400+ Switch-Hersteller per MCP durchsuchbar
- **Switch↔Transceiver Kompatibilitäts-Matrix** — welcher Transceiver passt in welchen Switch?
- **Digitalisierte Handbücher** aller 300+ Switch-Hersteller per MCP durchsuchbar
- **Hype Cycle Engine** basierend auf Norton-Bass Multigenerational Diffusion Model
- **FAQ/Troubleshooting Knowledge Base** aus gescannten Vendor-FAQs
- **Automatische Blog-Generierung** aus Marktdaten und Trends
@ -690,7 +695,144 @@ Collection: news_embeddings
| Reddit r/networking | reddit.com/r/networking | Community-Wissen, Erfahrungsberichte |
| NetworkEngineering SE | networkengineering.stackexchange.com | Q&A |
### 4.6 Change Detection Strategie
### 4.6 Switch & Router Database — Alle Flexoptix-unterstützten Hersteller
**Gesamtabdeckung: 500+ Modelle von 30+ Herstellern in 5 Kategorien**
#### 4.6.1 Core Network OEMs (DataCenter, Campus, SP)
| Hersteller | Modelle | Serien | Kategorie |
|-----------|---------|--------|-----------|
| **Cisco Systems** | ~120 | Nexus 9000/3000, Catalyst 9000, NCS 5500, Cisco 8000, ASR, ISR | DC/Campus/SP |
| **Arista Networks** | ~40 | 7800R4, 7060X6/X5, 7050X4, 7280R3, 7020R, 750 | DC/Campus |
| **Juniper Networks** | ~60 | QFX5000, QFX10000, EX2000-9000, MX, PTX, ACX, SRX | DC/Campus/SP |
| **Nokia** | ~58 | SR Linux 7220/7250, 7750 SR, OmniSwitch 6000/9000, 7210 SAS | DC/SP |
| **Huawei** | ~46 | CloudEngine 16800-5800, S-Series, NetEngine 8000/5000 | DC/Campus/SP |
| **HPE / Aruba** | ~48 | CX 10000/9300/8400/6400/4100, FlexFabric, FlexNetwork | DC/Campus |
| **Dell** | ~38 | PowerSwitch S5200/Z-Series/S4100/N-Series/E-Series | DC/Campus |
| **Extreme Networks** | ~48 | X435-X870, SLX 9000, VDX, 5320-5720 | DC/Campus |
| **NVIDIA Networking** | ~10 | Spectrum-4 SN5600, Spectrum-3 SN4000, Spectrum SN2000 | DC |
#### 4.6.2 Whitebox ODM/OEM (Open Networking)
| Hersteller | Land | ASIC Fokus | SONiC | OCP |
|-----------|------|-----------|-------|-----|
| **Edgecore Networks** (Accton) | Taiwan | Broadcom TH/Trident | ✅ | ✅ Accepted |
| **Celestica** | Kanada | Broadcom TH/Jericho | ✅ | ✅ Accepted |
| **Delta Networks** | Taiwan | Broadcom TH/Trident | ✅ | ✅ |
| **Quanta Cloud Technology (QCT)** | Taiwan | Broadcom TH/Trident | ✅ | ✅ |
| **UfiSpace** | Taiwan | Broadcom/Jericho | ✅ | ✅ |
| **Inventec** | Taiwan | Broadcom TH/Trident | ✅ | ✅ |
| **Asterfusion** | China | **Marvell Teralynx** | ✅ | ❌ |
| **Netberg** | Taiwan | Broadcom TH | ✅ | ❌ |
| **Ragile Networks** | China | Broadcom | ✅ | ❌ |
#### 4.6.3 Security Vendors (NGFW/Firewalls mit SFP-Ports)
| Hersteller | Modelle | Relevante Serien |
|-----------|---------|-----------------|
| **Fortinet** | ~25 | FortiSwitch 100-3000, FortiGate 100F-4400F |
| **Palo Alto Networks** | ~10 | PA-3400, PA-5400, PA-7000 |
| **Check Point** | ~8 | Quantum 6000-28000 |
#### 4.6.4 Industrial Networking (mit SFP für Transceiver)
| Hersteller | Modelle | Relevante Serien |
|-----------|---------|-----------------|
| **Hirschmann / Belden** | ~15 | MACH4000, RSP, GREYHOUND, DRAGON |
| **Moxa** | ~20 | IKS-G6824, ICS-G7826, EDS-G4014, EDS-500E |
| **Siemens** | ~15 | SCALANCE XR500, XM400, XC200, XR300 |
| **Phoenix Contact** | ~8 | FL SWITCH 4800, FL SWITCH 7500 |
| **Westermo** | ~6 | Redfox, Lynx, Viper |
#### 4.6.5 Weitere Vendors (Campus/SMB/LB mit SFP)
| Hersteller | Modelle | Relevante Serien |
|-----------|---------|-----------------|
| **MikroTik** | ~15 | CRS305-CRS518, CCR2216 |
| **Ubiquiti** | ~8 | UniFi Pro Max, Enterprise, Aggregation |
| **Netgear** | ~10 | M4300, M4350, M4500 |
| **Allied Telesis** | ~12 | x950, x530, x530L |
| **F5 Networks** | ~6 | BIG-IP i5800-i15800 |
| **TP-Link** | ~5 | JetStream SX/SG |
| **Zyxel** | ~5 | XGS4600, XS3800 |
#### 4.6.6 Product Assets Pipeline (Bilder, Datasheets, Handbücher)
**Für jeden Switch/Router in der DB werden automatisch gesammelt:**
| Asset-Typ | Format | Speicher | Zweck |
|-----------|--------|----------|-------|
| **Produktbild** | PNG/JPG | `assets/images/switches/{vendor}/` | UI/Dashboard, MCP-Antworten |
| **Datasheet PDF** | PDF | `assets/datasheets/switches/{vendor}/` | Docling-Indexierung, Specs |
| **Handbuch/Config Guide** | PDF/HTML | `assets/manuals/switches/{vendor}/` | Knowledge Base, FAQ |
| **Quick Start Guide** | PDF | `assets/manuals/switches/{vendor}/` | Installations-Referenz |
| **CLI Reference** | PDF/HTML | `assets/manuals/switches/{vendor}/` | Konfigurations-Hilfe |
| **Release Notes** | PDF/HTML | — (nur Link) | Change Tracking |
| **EoL Notices** | HTML | — (nur Link) | Lifecycle Management |
**Scraper-Architektur für Assets:**
```
tsx src/index.ts --switch-assets # Alle Vendor-Assets scrapen
tsx src/index.ts --switch-assets --vendor=cisco # Nur Cisco
```
**SQL: product_documents Tabelle (Migration 008)**
- Referenz auf `switch_id` oder `transceiver_id`
- `doc_type`: datasheet, manual, quick_start, cli_reference, release_notes, etc.
- `content_hash` für Deduplizierung
- `extracted_text` für Volltextsuche (via Docling)
**API-Endpunkte:**
- `GET /api/switches/:id` — enthält `image_url`, `datasheet_url`, `product_page_url`
- `GET /api/switches/:id/documents` — alle zugehörigen PDFs/Manuals
- `GET /api/health` — Statistiken inkl. Switches mit Bildern/Datasheets
**Vendor Documentation Portale (12 konfiguriert):**
Cisco, Arista, Juniper, Nokia, Fortinet, MikroTik, Hirschmann, HPE/Aruba, Dell, Extreme, Moxa, Siemens
**Open Networking OS Kompatibilitätsquellen:**
| Quelle | URL | Datenformat | Priorität |
|--------|-----|-------------|-----------|
| **SONiC HCL** (GitHub Wiki) | github.com/sonic-net/SONiC/wiki | Markdown-Tabelle | 🔴 HOCH — umfassendste HCL |
| **SONiC platform.json** | github.com/sonic-net/sonic-buildimage/device/ | JSON (Port-Mappings) | 🔴 HOCH — Transceiver-FF |
| **ONL Platforms** | github.com/opencomputeproject/ONL | Verzeichnisstruktur | 🟡 MITTEL |
| **Cumulus HCL** | nvidia.com/networking/hcl | HTML-Tabelle | 🟡 MITTEL |
| **DENT Supported** | dent.dev/supported-platforms | HTML-Liste | 🟢 NIEDRIG |
| **OCP Produkt-DB** | opencompute.org/products | HTML/JS | 🟡 MITTEL |
**Scraper-Architektur für Switches & Router:**
```
tsx src/index.ts --switches # Seed Core OEMs (Cisco, Arista, Juniper, Nokia, etc.)
tsx src/index.ts --switches-ext # Seed Extended (Fortinet, MikroTik, Industrial, LB, etc.)
tsx src/index.ts --whitebox # Seed 40+ Whitebox-Modelle (9 ODM-Hersteller)
tsx src/index.ts --flexoptix-vendors # Seed alle ~300 Flexoptix-unterstützten Vendors
tsx src/index.ts --sonic-hcl # SONiC HCL aus GitHub Wiki + device/ JSON
tsx src/index.ts --edgecore # Edgecore Produktkatalog (Crawlee/Cheerio)
tsx src/index.ts --ufispace # UfiSpace Produktkatalog (Crawlee/Cheerio)
```
**Warum eine vollständige Switch-Datenbank für TIP entscheidend ist:**
1. **Transceiver-Kompatibilität**: Jeder Switch definiert über seine Port-Konfiguration, welche Transceiver kompatibel sind. Ein 32x400G QSFP-DD Switch = kompatibel mit allen QSFP-DD 400G Transceiver in der DB.
2. **Sales Use Case**: "Kunde hat Cisco Catalyst 9300, welche SFP+ Transceiver empfehlen wir?" → Direkte Abfrage über API.
3. **Marktabdeckung**: ~300 Flexoptix-unterstützte Vendors mit allen Switch/Router-Produktlinien = vollständige Marktübersicht.
4. **SONiC-Ökosystem**: SONiC ist der de-facto Standard für Whitebox-Switches. Die `platform.json` Files enthalten exakte Port-Mappings.
5. **Cross-Selling**: Industrial Switches (Hirschmann, Moxa, Siemens) nutzen spezielle SFP-Module → Nischenmarkt mit hohen Margen.
6. **Security Appliances**: FortiGate, Palo Alto PA-Serie, Check Point Quantum — alle nutzen SFP/QSFP Transceiver.
**Erweiterte switches-Tabelle (Migration 006):**
- `is_whitebox`, `is_ocp_accepted`, `ocp_status`
- `supported_nos[]` (SONiC, ONL, Cumulus, DENT, FBOSS)
- `cpu`, `cpu_cores`, `ram_gb`, `storage_gb` (Hardware-Details)
- `sonic_hwsku`, `onie_support`
- `transceiver_form_factors[]` (abgeleitete Suchfelder)
- `catalog_url`, `last_scraped`, `scrape_source`
### 4.7 Change Detection Strategie
```
Für JEDEN Scrape-Zyklus:

8
packages/api/src/hype-cycle/data-enrichment.ts
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@ -86,8 +86,8 @@ export async function getSpeedClassMetrics(): Promise<ReadonlyArray<SpeedClassMe
export function metricsToPhaseOverrides(
metrics: SpeedClassMetrics,
totalMarketSkus: number,
): Partial<PhaseMetrics> {
const overrides: Partial<PhaseMetrics> = {};
): { -readonly [K in keyof PhaseMetrics]?: PhaseMetrics[K] } {
const overrides: { -readonly [K in keyof PhaseMetrics]?: PhaseMetrics[K] } = {};
// Vendor count — direct from data
overrides.vendorCount = metrics.vendorCount;
@ -117,11 +117,11 @@ export function metricsToPhaseOverrides(
* Get enriched PhaseMetrics for all speed classes.
* Returns a map of speedGbps -> partial PhaseMetrics overrides.
*/
export async function getDataDrivenOverrides(): Promise<Map<number, Partial<PhaseMetrics>>> {
export async function getDataDrivenOverrides(): Promise<Map<number, { -readonly [K in keyof PhaseMetrics]?: PhaseMetrics[K] }>> {
const allMetrics = await getSpeedClassMetrics();
const totalSkus = allMetrics.reduce((sum, m) => sum + m.skuCount, 0);
const overridesMap = new Map<number, Partial<PhaseMetrics>>();
const overridesMap = new Map<number, { -readonly [K in keyof PhaseMetrics]?: PhaseMetrics[K] }>();
for (const metrics of allMetrics) {
overridesMap.set(metrics.speedGbps, metricsToPhaseOverrides(metrics, totalSkus));
}

565
packages/api/src/llm/blog-prompts.ts
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@ -1,191 +1,510 @@
/**
* Blog generation prompt templates.
* Blog generation prompt templates — v2 (2026-03-28 overhaul)
*
* Complete rewrite based on field engineer feedback.
* Previous version produced shallow template text.
* This version enforces:
* - Real-world scenarios with technical depth
* - Power budget calculations (mandatory)
* - CLI examples and DOM readings
* - Cause-effect explanations, not bullet dumps
* - Product integration only when contextually relevant
* - Decision logic / diagnosis frameworks
*
* Multi-pass pipeline:
* 1. MASTER_PROMPT — Initial article generation
* 2. DEPTH_PROMPT — Add concrete values, real-world insights
* 3. ANTI_GENERIC_PROMPT — Rewrite intro to be direct and scenario-based
* 4. QUALITY_CONTROL_PROMPT — Final validation pass
* 1. MASTER pass — Full article generation with structure enforcement
* 2. DEPTH pass — Add concrete values, power budget, CLI examples
* 3. ANTI_GENERIC pass — Kill marketing language, fix intro
* 4. QUALITY_CONTROL pass — Final validation against quality gates
* 5. PROCUREMENT pass — (optional) Add cost context for sales audience
*
* Voice: Senior optical network engineer with 10+ years hands-on experience.
* Voice: Senior optical network engineer with 10+ years field experience.
* NOT a content writer. NOT marketing. NOT generic AI.
*/
export const SYSTEM_PROMPT = `You are a senior optical network engineer with more than 10 years of hands-on experience in data center and telecom environments.
// ═══════════════════════════════════════════════════════
// SYSTEM PROMPT — Persona & Rules
// ═══════════════════════════════════════════════════════
You write like someone who has debugged real production outages under time pressure. You are direct, pragmatic, and slightly opinionated.
export const SYSTEM_PROMPT = `You are a senior optical network engineer and technical writer with real field experience in data center, ISP, and DWDM environments.
Rules:
- Do not write generic introductions about markets, trends, or industry news.
- Do not include placeholders, notes, or unfinished sections.
- Do not write like marketing or AI.
- Do not repeat obvious textbook explanations.
- Short, clear sentences.
- Focus on what actually breaks in real networks.
Your job is to create high-quality, practical, and technically accurate blog articles about optical transceivers and network troubleshooting.
For each technical issue, you MUST include:
- Real-world cause based on experience
- Typical numeric values (dBm, BER, OSNR, temperature)
- How to verify the issue (commands, measurements, logs)
- The fastest way to isolate the problem
- One sentence about what engineers usually get wrong
Do NOT write generic, shallow, or marketing-style content.
Do NOT use buzzwords, filler phrases, or vague explanations.
Write like an experienced engineer explaining real problems to other engineers.
Use concrete ranges and examples:
- Tx power: -8.2 dBm to +0.5 dBm typical for SFP+ SR, alarm below -11.0 dBm
- Rx power: -14.4 dBm to -1.0 dBm nominal, -18.0 dBm is receiver sensitivity floor for 10G SR
- BER: 10^-12 pre-FEC acceptable, 10^-9 post-FEC means line is failing
- OSNR: 28 dB minimum for 100G coherent, below 22 dB = link won't stay up
- Temperature: 0-70°C commercial, -40 to +85°C industrial, alarm above 75°C
- CRC errors: >100/min = dirty fiber, >10000/min = bad optic or wrong fiber type
Your content must:
- Be technically correct and precise
- Include real-world scenarios
- Provide actionable troubleshooting steps
- Explain WHY issues happen, not just WHAT to do
- Include measurements, thresholds, and interpretation
- Reflect field experience (NOC, deployment, escalation cases)
Include CLI examples where relevant:
Reference values you know from experience:
- SFP+ SR: Tx -8.2 to +0.5 dBm, Rx sensitivity -18.0 dBm, alarm below -11.0 dBm
- QSFP28 LR4: Tx -4.3 to +4.5 dBm, Rx sensitivity -13.7 dBm
- QSFP-DD DR4: Tx -2.9 to +3.0 dBm per lane, Rx sensitivity -7.7 dBm
- 400ZR: Tx -10.0 to +2.0 dBm, Rx sensitivity -21.0 dBm, OSNR > 20 dB required
- BER: pre-FEC < 2.4×10^-4 acceptable (KP4 FEC), post-FEC < 10^-15 target
- CRC errors: > 100/min = dirty fiber, > 10000/min = bad optic or wrong fiber type
- Temperature: COM 0-70°C, IND -40 to +85°C, alarm above 75°C
- Power budget: include Tx power, fiber loss (0.35 dB/km SMF @ 1310nm, 0.22 dB/km @ 1550nm), connector loss (0.3 dB each), splice loss (0.1 dB), margin (3 dB recommended)
CLI examples to use where relevant:
show interface transceiver details
show interface counters errors
show ip interface brief`;
show interfaces diagnostics optics
show ip interface brief
show logging | include transceiver|optics|SFP
export const MASTER_PROMPT = `Write a highly practical troubleshooting guide for optical transceiver issues.
ANTI-PATTERNS (STRICTLY FORBIDDEN):
- Generic introductions ("In today's fast-paced world", "The optical transceiver market continues")
- Empty phrases ("optimize", "leverage", "enhance", "plays a key role", "increasingly important")
- Bullet lists without explanation
- Random product dumps unconnected to the text
- Copy-paste datasheet language
- Surface-level explanations without cause-effect reasoning
- Placeholders, TODO markers, or unfinished sections
Structure:
1. Start with a real-world failure scenario (e.g.: link down at 2 AM, CRC errors climbing, unstable 400G coherent link)
2. Troubleshooting sections — each MUST be detailed and practical:
- Low transmit power
- High BER or CRC errors
- Coherent (400ZR/ZR+) link issues
- Temperature and environmental problems
- Compatibility and coding mismatches
3. End with:
- Key takeaways (5 bullet points max)
- Common misdiagnoses (3-5 items)
- A short actionable pre-deployment checklist
GOOD style example:
"If Tx drops below -10 dBm on a module rated for -8.2 to +0.5, the laser is degrading. You have maybe 2-4 weeks before it dies completely. Replace now during a maintenance window — don't wait for the 2 AM page."
Each section needs:
- At least one real numeric value (dBm, BER, OSNR, temperature)
- At least one CLI command or measurement step
- One "what engineers usually get wrong" insight
BAD style to avoid:
"Low power may indicate issues with the transceiver module."
Output a complete, clean article in markdown. No notes, no placeholders, no generic filler.`;
FORMAT RULES:
- Write in flowing paragraphs, not repetitive bullet lists with identical structure
- Each section should read like an experienced colleague explaining over coffee
- Vary your sentence structure — don't start every paragraph the same way
- Tables are fine for reference data, but analysis MUST be narrative
- NEVER use the same template for every item (e.g., don't list "Deployment Reality / Interop / Price / Readiness / Issues" for every technology — group and compare instead)
export const DEPTH_PROMPT = `Take the existing article and improve it.
TOPIC SEPARATION (CRITICAL):
- Strategy/investment articles MUST NOT contain troubleshooting content
- Troubleshooting articles MUST NOT contain investment strategy
- Comparison articles focus on product differences, not operations
- Every article has ONE clear purpose. Do not mix purposes.
Add concrete numeric values where missing (dBm, BER, OSNR, temperature).
Replace vague statements with specific, practical explanations.
Add at least one real-world insight per section that shows hands-on experience.
Remove any generic or empty phrases.
OPINION RULES:
- Have a clear point of view. Neutral advice is worthless.
- Use "is", "will", "should not" instead of "could", "might", "typically"
- Make explicit recommendations: BUY / AVOID / CONSIDER
- Before writing, ask: "What decision does the reader make after reading this?"
- Then write to support exactly that decision.`;
Specific additions needed:
- For Tx power: specify exact dBm ranges per form factor (SFP+ SR: -8.2 to +0.5 dBm, QSFP28 LR4: -4.3 to +4.5 dBm)
- For BER: differentiate pre-FEC vs post-FEC, explain what "corrected" vs "uncorrected" means in practice
- For coherent: add OSNR requirements per speed (100G: 18 dB, 400G: 24 dB, 400ZR: 28 dB over 80km)
- For temperature: explain why transceivers in top-of-rack position always run hotter
// ═══════════════════════════════════════════════════════
// MASTER PROMPTS — Per Topic Type
// ═══════════════════════════════════════════════════════
Do not make the text longer unless it adds real technical value.
Preserve the markdown structure.`;
export const TUTORIAL_PROMPT = `Create a blog article as a practical troubleshooting guide.
Target audience:
- Network engineers (mid to senior level)
- Data center operators
- ISP engineers
- Technical buyers with engineering background
STRUCTURE REQUIREMENTS:
1. **Strong Opening (Hook + Scenario)**
Start with a realistic field scenario (e.g. outage, alert, escalation).
Make it relatable (2 AM, NOC alert, customer escalation).
Clearly define the problem. Include the environment (spine-leaf, DWDM ring, campus core).
Example: "It's 2 AM. NOC pager goes off. Core spine link between pods is flapping — 200G aggregate capacity lost. You SSH into the switch, check the optics, and see Tx power at -14.3 dBm on a module rated for -8.2 to +0.5. The transceiver is dying. Here's how you diagnose this in under 5 minutes."
2. **Quick Diagnosis Framework**
Provide simple decision logic usable under pressure:
- IF link is down → check Tx/Rx power → if Tx low, replace optic; if Rx low, check fiber
- IF link is up but BER high → check fiber end-faces → check fiber type match → check power budget
- IF intermittent flapping → check temperature → check DOM trends over time → check fiber routing
Make this a clear flowchart in text form.
3. **Deep Dive Sections** (each MUST include):
- Symptoms (specific alarms, log messages, metrics)
- Root causes (technical explanation of WHY)
- Measurements (exact Tx, Rx, OSNR, BER values and what they mean)
- Interpretation (how to read DOM output, what values indicate)
- Fix (step-by-step with specific commands)
- "What engineers usually get wrong" insight
Cover these issues:
a) Low transmit power / dying laser
b) High BER or CRC errors (pre-FEC vs post-FEC)
c) Temperature and environmental problems
d) Fiber type mismatches (SMF vs MMF, wrong wavelength)
e) Coherent (400ZR/ZR+) link issues (if applicable)
4. **Power Budget Section (MANDATORY)**
This is the most commonly ignored cause of transceiver issues.
Explain with a concrete example:
- Tx power: X dBm
- Fiber loss: Y km × Z dB/km = A dB
- Connector loss: N connectors × 0.3 dB = B dB
- Splice loss: M splices × 0.1 dB = C dB
- Total loss: A + B + C = D dB
- Rx power: Tx - D = E dBm
- Rx sensitivity: F dBm
- Margin: E - F = G dB (need ≥ 3 dB)
Show common mistakes (forgotten patch panels, dirty connectors eating 1-2 dB each).
5. **Tools & Commands**
Include real CLI examples with expected output.
Mention physical tools: OTDR, optical power meter, fiber inspection scope, cleaning supplies.
For coherent: spectrum analyzer, OSNR measurement.
6. **Common Mistakes Engineers Make**
3-5 real mistakes from field experience. Example:
- "Replacing a $2,400 QSFP-DD when the problem is a dirty connector"
- "Using MMF patch cable with an LR optic and wondering why the link won't come up"
- "Ignoring pre-FEC BER trending until post-FEC errors start"
7. **When to Replace the Transceiver vs Fix the Fiber**
Clear decision criteria with thresholds.
8. **Key Takeaways**
3-5 practical rules engineers can remember under pressure.
OUTPUT: Complete, clean markdown. No notes, no placeholders, no generic filler. Minimum 1500 words.`;
export const HYPE_CYCLE_PROMPT = `You are a senior optical network architect and industry expert.
Write a blog post that provides clear investment guidance on transceiver speeds.
TARGET AUDIENCE: Network architects and CTOs making $2M+ infrastructure decisions. They need to decide WHAT to buy, WHEN, and WHY — not how transceivers work.
CRITICAL RULES:
- Have a STRONG opinion. Take a clear position.
- Make explicit recommendations: BUY / AVOID / CONSIDER for each speed class.
- Do NOT be neutral. Neutral advice is useless advice.
- Do NOT include troubleshooting content. This is a STRATEGY article.
- Do NOT dump product lists without context. Every product mentioned must serve the argument.
- Focus on BUSINESS IMPACT: cost per Gbit, power per port, rack density, ROI timeline.
- Do NOT mix topics. This is investment guidance. Not a tutorial. Not troubleshooting.
STRUCTURE:
1. **Provocative Opening** (3-5 sentences)
Start with a thesis that challenges conventional thinking.
Example: "If you're still planning new 100G leaf-spine deployments in 2026, you're designing yesterday's network. The cost per Gbit on 400G QSFP-DD has dropped below 100G QSFP28 when you factor in port density and power. Here's what the numbers actually say."
2. **Market Reality** (2-3 paragraphs)
- AI/ML traffic explosion: east-west traffic in GPU clusters doubling every 12 months
- Hyperscaler trends driving commoditization of 400G
- Enterprise following hyperscale with 2-3 year lag
- Supply chain: where is pricing heading, what's actually available vs announced
3. **Speed-by-Speed Investment Analysis** — For EACH speed class, state clearly:
- **Verdict**: BUY / LEGACY / AVOID / EARLY (one word, bold)
- **Cost per Gbit** (actual numbers)
- **Where it makes sense** (specific use case)
- **Where it does NOT make sense** (specific anti-pattern)
Cover these speed classes:
- **100G QSFP28** — Legacy. Still deployed but declining cost advantage over 400G.
- **200G** — Skip tier. Being bypassed in most new designs.
- **400G QSFP-DD/OSFP** — Current sweet spot. Best price/performance/maturity balance.
- **800G OSFP/QSFP-DD800** — Emerging. AI fabric and hyperscale spine only.
- **1.6T** — Watch. Not production-ready.
4. **Investment Decision Matrix**
Clear DO / AVOID / CONSIDER framework:
- **DO**: Deploy 400G broadly for leaf-spine. Budget 800G for spine/AI interconnect.
- **AVOID**: New 100G designs. 200G unless forced by existing chassis.
- **CONSIDER**: Infrastructure readiness (fiber quality, power budget, cooling capacity).
5. **Hidden Cost Analysis** (MANDATORY)
The optic is 30-40% of the real cost. Include:
- Power consumption per port (W): 400G ~12W, 800G ~18-25W
- Cooling cost: $0.10-0.15 per watt per year in a typical DC
- Fiber infrastructure: SMF for everything >25G, patch panel capacity
- Spares inventory: 5-10% of deployed base
- Engineering time: team training for new form factors
- Calculate a concrete example: "200 ports × 400G at $350/optic + $12W × $0.12/W/yr = $X total over 3 years"
6. **Actionable Recommendations** (3-5 clear statements)
Each must be specific enough to act on. Not "consider your needs" — instead:
"If deploying a new 32-pod leaf-spine in Q3 2026, use 400G QSFP-DD DR4 for spine and 25G SFP28 for server access. Budget $X per port. Plan 800G spine upgrade for 2028."
ANTI-PATTERNS (STRICTLY FORBIDDEN):
- Mixing in troubleshooting or operational content
- Listing products without explaining WHY they matter for the investment decision
- Being neutral ("it depends") — take a position
- Generic market statements without numbers
- Using "could", "might", "typically" — use "is", "will", "should not"
- Referencing products not discussed in the article body
OUTPUT: Complete markdown, minimum 1500 words. No placeholders. No meta-comments.`;
export const COMPARISON_PROMPT = `Write a practical comparison guide for optical transceivers.
Target audience: Engineers evaluating options for a specific deployment.
STRUCTURE:
1. **Opening**: Real procurement/deployment scenario. Example: "You need 200 optics for a new leaf-spine build. The OEM quotes $3,200 per QSFP-DD DR4. A compatible vendor offers the same at $890. Your boss asks: 'What's the catch?' Here's the honest answer."
2. **What Actually Matters** (not spec sheet comparisons):
- Interoperability reality (vendor locking, firmware checks, authentication)
- Power budget differences between vendors (they're not all equal)
- Temperature behavior under load (top-of-rack vs. middle-of-rack)
- DOM accuracy (some compatibles report less accurate readings)
- Warranty and RMA experience
- When "compatible" causes real problems vs. when it works perfectly
3. **Head-to-Head Comparison**
For each product option from the context data:
- Real-world performance (not just datasheet specs)
- Price positioning
- Known issues or advantages
- Best use case
4. **Decision Framework**
- When to buy OEM (mission-critical, specific vendor requirements)
- When compatible is the right choice (cost optimization, proven modules)
- When to avoid specific options (new/untested, poor DOM support)
5. **Total Cost of Ownership**
- Optics cost is only 30-40% of the real cost
- Factor in: spares inventory, RMA turnaround, engineering time, risk
- Include concrete calculations with numbers
6. **Key Takeaways** — Decision rules for procurement.
Include specific price ranges and performance data from the context provided.
Do NOT be a shill for any vendor. Be honest about tradeoffs.`;
export const NEW_PRODUCT_PROMPT = `Write a new product analysis article for optical transceivers.
TARGET AUDIENCE: Network architects and procurement engineers deciding whether to adopt a new module NOW or WAIT. They need a clear verdict, not a press release rewrite.
CRITICAL RULES:
- Do NOT rewrite the vendor's spec sheet. Engineers can read datasheets themselves.
- Do NOT include troubleshooting content. This is a product analysis, not an operations guide.
- Have a CLEAR VERDICT: BUY NOW / WAIT / SKIP for each product discussed.
- Every claim must have a number. No "improved performance" — say "12W vs 14W previous gen."
- Compare explicitly to the product this replaces. If there's no predecessor, say so.
STRUCTURE:
1. **Provocative Opening** (3-5 sentences)
Cut through the hype. What does this product actually change?
Example: "Another 800G OSFP. The fourth this quarter. Before your vendor's sales rep schedules a 'strategic technology briefing' — here's what's actually different this time, and whether it matters for your network."
2. **What's Actually New vs. Marketing Noise**
- Silicon: same Broadcom/Marvell DSP as competitors, or genuinely new? Which generation?
- Optics: same InP laser, or new EML/VCSEL approach?
- Power: actual module power draw vs. previous generation (watts, not "improved efficiency")
- Thermal: TDP and operating range — does this need active cooling?
- Form factor: backward compatible or requires new line cards?
3. **Product Analysis** — For EACH product/variant:
| Spec | This Product | Previous Gen | Delta |
Table format with actual numbers.
Then a narrative verdict:
- **BUY NOW** if: [specific scenario with concrete criteria]
- **WAIT** if: [specific scenario — what changes in 3-6 months that makes waiting worthwhile]
- **SKIP** if: [specific scenario — this product doesn't fit this use case]
4. **The Hidden Costs Nobody Mentions**
The module price is 30-40% of total deployment cost. Include:
- Switch/line card compatibility (which platforms support this TODAY, not "planned")
- Firmware requirements (specific NX-OS/EOS/Junos versions)
- Fiber infrastructure (does this need new fiber types or cleaner connectors?)
- Power budget impact (per-port and per-switch)
- Spares strategy (new products = higher infant mortality, budget 10% spares not 5%)
5. **Procurement Timing**
- Current pricing and where it's heading (based on supply chain data)
- Lead times from OEM vs compatible vendors
- Volume discount thresholds
- When second-source silicon drops prices (historically 6-9 months after launch)
6. **Bottom Line** (3-5 decisive statements)
Not "consider your needs." Instead:
"If you're building a new AI training cluster in Q3 2026, this module is the right choice at $X. If you're running a standard enterprise leaf-spine, skip it — 400G DR4 at $350 does the job at 1/10th the cost."
ANTI-PATTERNS (STRICTLY FORBIDDEN):
- Press release language ("revolutionary", "industry-leading", "next-generation")
- Neutral non-advice ("evaluate based on your requirements")
- Product lists without verdicts
- Mixing in troubleshooting or operational content
- Being nice to vendors who ship bad products
OUTPUT: Complete markdown, minimum 1200 words. No placeholders.`;
// Keep the old MASTER_PROMPT name as alias for backward compatibility
export const MASTER_PROMPT = TUTORIAL_PROMPT;
// ═══════════════════════════════════════════════════════
// REFINEMENT PASSES
// ═══════════════════════════════════════════════════════
export const DEPTH_PROMPT = `Take the existing article and improve it with technical depth.
ADD where missing:
1. Concrete numeric values (exact dBm ranges per form factor, BER thresholds, OSNR requirements)
2. Power budget calculations (if the article discusses reach or link issues)
3. CLI command examples with realistic output snippets
4. Cause-effect explanations (WHY does this happen, not just WHAT to do)
5. Real-world context (what does this look like in a running network)
6. DOM reading interpretation
SPECIFIC ADDITIONS:
- For Tx power: specify exact dBm ranges per form factor
SFP+ SR: -8.2 to +0.5 dBm, alarm at -11.0 dBm
QSFP28 LR4: -4.3 to +4.5 dBm, alarm at -7.0 dBm
QSFP-DD DR4: -2.9 to +3.0 dBm per lane
400ZR: -10.0 to +2.0 dBm (tunable)
- For BER: differentiate pre-FEC vs post-FEC
KP4 FEC threshold: 2.4×10^-4 pre-FEC
Post-FEC target: < 10^-15
Explain: "Corrected errors are expected. Uncorrected errors mean the FEC can't keep up — that's when you page the on-call."
- For coherent: OSNR requirements per speed
100G DP-QPSK: 12 dB minimum
400G 16QAM: 20 dB minimum
800G: 24 dB minimum
- For temperature: why top-of-rack runs hotter, impact on laser lifetime
REMOVE:
- Vague statements ("may indicate issues", "consider checking")
- Generic filler that adds no technical value
- Redundant explanations already covered elsewhere in the article
Do NOT make the text longer unless it adds real technical value.
Preserve the markdown structure.
Keep the engineer voice — direct, confident, slightly opinionated.`;
export const ANTI_GENERIC_INTRO_PROMPT = `Rewrite the introduction of this article.
Remove any generic or marketing-style language.
Start directly with a real troubleshooting scenario that the reader will immediately recognize.
KILL any generic or marketing-style opening. Engineers close the tab immediately if they see:
- "In today's rapidly evolving network landscape"
- "Optical transceivers play a key role"
- "As data center bandwidth demands increase"
- Any sentence that could apply to any article about any topic
REPLACE WITH a real scenario that the reader immediately recognizes from their own experience.
Make the reader feel "this person has been in my shoes."
Include specific technical details in the opening (model names, dBm values, error counts).
Example of a good opening:
"It's 2 AM. NOC pager goes off. Core spine link between pods is flapping—200G aggregate capacity lost. You SSH into the switch, check the optics, and see Tx power at -14.3 dBm on a module rated for -8.2 to +0.5. The transceiver is dying. Here's how you diagnose this in under 5 minutes."
The intro should be 3-5 sentences maximum. Get to the point.
Do NOT mention market trends, industry news, chip shortages, or any meta-commentary about the transceiver market. Go straight into the problem.`;
Example of a great opening:
"It's 2 AM. NOC pager goes off. Core spine link between pods is flapping — 200G aggregate capacity lost. You SSH into the switch, check the optics, and see Tx power at -14.3 dBm on a module rated for -8.2 to +0.5. The transceiver is dying. Here's how you diagnose this in under 5 minutes."
Return the complete article with the fixed introduction. Do not change the rest.`;
export const QUALITY_CONTROL_PROMPT = `Check this article for the following issues and fix ALL of them:
1. Missing numeric values — every technical claim MUST have a number
2. Generic statements like "important to consider", "plays a key role", "increasingly popular"
3. Placeholder text (NOTES, TODO, comments, <!-- -->)
4. Sections without practical troubleshooting steps
5. Marketing language or sales pitches
6. Vague conclusions without actionable advice
QUALITY GATES (every article MUST pass):
1. NUMERIC VALUES — Every technical claim MUST have a number attached.
BAD: "Low power indicates a problem"
GOOD: "Tx below -11.0 dBm on a 10G SR module means the laser is degrading"
2. GENERIC PHRASES — Kill all of these:
"plays a key role", "increasingly important", "it is important to note",
"in today's rapidly evolving", "optimize", "leverage", "enhance",
"consider implementing", "may indicate", "could potentially"
Replace with direct, specific statements.
3. PLACEHOLDER TEXT — Zero tolerance for TODO, NOTE, FIXME, <!-- -->, or incomplete sections.
4. EMPTY SECTIONS — Every H2/H3 section must have at least 100 words of substantive content.
5. POWER BUDGET — If the article discusses fiber links or reach, there MUST be a power budget calculation.
6. CLI EXAMPLES — At least 2 real CLI commands in the article.
7. CAUSE-EFFECT — Every "do X" must explain WHY. No unexplained instructions.
8. PRODUCT INTEGRATION — Products are mentioned ONLY when they solve a specific problem discussed in the article. No random product dumps.
9. INTRODUCTION — Must start with a scenario, NOT with "The optical transceiver market..."
10. MINIMUM DEPTH — Article must be at least 1200 words. If under that, add depth to existing sections (don't add filler).
For each issue found, rewrite the affected section to fix it.
Return the complete fixed article in markdown.
Return the complete fixed article in markdown.`;
Quality gates:
- At least 1 numeric value (dBm, BER, OSNR, temperature) per section
- At least 1 CLI command or measurement step per troubleshooting section
- Zero placeholder text
- Zero generic filler phrases
- Introduction starts with a scenario, not with "The optical transceiver market..."`;
/** Optional procurement-focused notes for sales/customer audience */
export const PROCUREMENT_LAYER_PROMPT = `Add short procurement-focused notes where relevant in this article.
/** Optional procurement-focused notes to weave in */
export const PROCUREMENT_LAYER_PROMPT = `Add short procurement-focused notes where relevant.
Rules:
- Maximum 1-2 sentences per note, woven naturally into the text
- Focus on cost of misdiagnosis and unnecessary replacements
- Mention price context only when it helps the reader make better decisions
- Keep the engineer voice — you're helping them save money, not selling
Explain how misdiagnosed optical issues lead to unnecessary hardware replacement.
Mention cost impact of vendor lock-in in a neutral tone.
Keep each note to one or two sentences only.
Good example:
"Before RMA'ing a $2,400 QSFP-DD module, clean the fiber end-face. In our experience, 40% of RMA'd optics test perfectly fine at the vendor — the problem was contaminated connectors."
Example: "Before RMA'ing a $2,400 QSFP-DD module, clean the fiber end-face. In our experience, 40% of RMA'd optics test perfectly fine at the vendor — the problem was contaminated connectors."
Another example:
"A compatible QSFP28 LR4 runs $180 vs $1,100 for the OEM version. If your switch doesn't do vendor locking (most modern ones don't), there's no technical reason to pay 6x more."
Do not turn this into marketing content. Keep the engineer voice.`;
Do NOT turn this into marketing content. Keep the engineer voice.
Return the complete article with the notes added.`;
// ═══════════════════════════════════════════════════════
// TOPIC PROMPT BUILDER — Injects context data
// ═══════════════════════════════════════════════════════
export function buildTopicPrompt(
topic: string,
data: {
products: Array<Record<string, unknown>>;
news: Array<Record<string, unknown>>;
faq: Array<Record<string, unknown>>;
troubleshooting: Array<Record<string, unknown>>;
products: ReadonlyArray<Record<string, unknown>>;
news: ReadonlyArray<Record<string, unknown>>;
faq: ReadonlyArray<Record<string, unknown>>;
troubleshooting: ReadonlyArray<Record<string, unknown>>;
},
): string {
const parts: string[] = [];
// Select the right master prompt based on topic
if (topic === "tutorial") {
parts.push(MASTER_PROMPT);
parts.push(TUTORIAL_PROMPT);
} else if (topic === "hype_cycle") {
parts.push(`Write an analysis of the current optical transceiver technology lifecycle.
For each technology generation, assess its position on the adoption curve using real market data:
- Which speeds are in early deployment? (Evidence: limited vendor support, high pricing, interop issues)
- Which are mainstream? (Evidence: multi-vendor support, stable pricing, proven deployments)
- Which are declining? (Evidence: EOL notices, shrinking SKU counts, price erosion)
Be specific. Use actual deployment numbers and price points where available.
Do not use the term "hype cycle" — call it "technology adoption lifecycle" or "maturity assessment."
Write for network architects planning 3-5 year infrastructure investments.`);
parts.push(HYPE_CYCLE_PROMPT);
} else if (topic === "comparison") {
parts.push(`Write a practical comparison guide for optical transceivers.
Focus on real-world decision criteria, not spec sheet comparisons:
- What actually matters when choosing between options (hint: it's not always the cheapest)
- Interoperability gotchas between vendors
- Temperature and power budget surprises
- When "compatible" modules actually cause problems vs. when they work perfectly
Include specific price ranges and performance data from the context provided.`);
parts.push(COMPARISON_PROMPT);
} else if (topic === "new_product") {
parts.push(NEW_PRODUCT_PROMPT);
} else {
parts.push(`Write a practical technical article about recent developments in optical transceivers.
Focus on what matters for network engineers making deployment decisions.
No fluff, no marketing. Concrete specs, real tradeoffs, practical advice.`);
parts.push(NEW_PRODUCT_PROMPT);
}
// Append gathered data as context
// Append gathered data as context — clearly separated
if (data.products.length > 0) {
parts.push("\n\n--- PRODUCT DATA (use as reference) ---");
for (const p of data.products.slice(0, 10)) {
parts.push(`• ${p.standard_name || p.slug}: ${p.form_factor} ${p.speed}, reach ${p.reach_label || "N/A"}, fiber ${p.fiber_type || "N/A"}, vendor ${p.vendor || "N/A"}`);
parts.push("\n\n--- PRODUCT DATA (use as reference, integrate contextually — do NOT list randomly) ---");
for (const p of data.products.slice(0, 15)) {
const price = p.price ? `, ~€${p.price}` : "";
parts.push(`• ${p.standard_name || p.slug}: ${p.form_factor} ${p.speed}, reach ${p.reach_label || "N/A"}, fiber ${p.fiber_type || "N/A"}, vendor ${p.vendor || "N/A"}${price}`);
}
}
if (data.news.length > 0) {
parts.push("\n\n--- RECENT NEWS (reference if relevant, do not force) ---");
parts.push("\n\n--- RECENT INDUSTRY NEWS (reference only if genuinely relevant to the topic) ---");
for (const n of data.news.slice(0, 5)) {
parts.push(`• ${n.title} (${n.source || "unknown"})`);
parts.push(`• ${n.title} (${n.source || "unknown"}, ${n.date || "recent"})`);
}
}
if (data.troubleshooting.length > 0) {
parts.push("\n\n--- TROUBLESHOOTING DATA (incorporate into article) ---");
// Only include troubleshooting data for tutorial/troubleshooting articles
// Strategy articles (hype_cycle, comparison, new_product) must NOT mix in troubleshooting
if (topic === "tutorial" && data.troubleshooting.length > 0) {
parts.push("\n\n--- TROUBLESHOOTING DATA (incorporate into relevant sections with full context) ---");
for (const t of data.troubleshooting) {
parts.push(`• Symptom: ${t.symptom} | Cause: ${t.cause} | Fix: ${t.solution}`);
parts.push(`• Symptom: ${t.symptom}`);
parts.push(` Cause: ${t.cause}`);
parts.push(` Fix: ${t.solution}`);
}
}
if (data.faq.length > 0) {
parts.push("\n\n--- FAQ DATA (address these questions in the article) ---");
// FAQ data only for tutorials and comparisons
if ((topic === "tutorial" || topic === "comparison") && data.faq.length > 0) {
parts.push("\n\n--- FAQ DATA (address these questions naturally in the article flow) ---");
for (const f of data.faq.slice(0, 5)) {
parts.push(`• Q: ${f.question} → A: ${f.answer}`);
}

4
packages/api/src/llm/client.ts
View File

@ -19,7 +19,7 @@ interface LlmResponse {
export async function generate(
systemPrompt: string,
userPrompt: string,
options?: { temperature?: number; maxTokens?: number },
options?: { temperature?: number; maxTokens?: number; timeoutMs?: number },
): Promise<LlmResponse> {
const resp = await fetch(`${OLLAMA_URL}/api/generate`, {
method: "POST",
@ -34,7 +34,7 @@ export async function generate(
num_predict: options?.maxTokens ?? 4096,
},
}),
signal: AbortSignal.timeout(120000),
signal: AbortSignal.timeout(options?.timeoutMs ?? 180000),
});
if (!resp.ok) {

951
packages/api/src/routes/blog.ts
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4
packages/api/src/routes/hype-cycle.ts
View File

@ -142,7 +142,7 @@ hypeCycleRouter.get("/lifecycle", async (_req: Request, res: Response) => {
// GET /api/hype-cycle/regional/:tech — Regional adoption by technology
hypeCycleRouter.get("/regional/:tech", (req: Request, res: Response) => {
const techQuery = req.params.tech;
const techQuery = String(req.params.tech);
const currentYear = new Date().getFullYear();
const tech = findTechnology(techQuery);
@ -167,7 +167,7 @@ hypeCycleRouter.get("/regional/:tech", (req: Request, res: Response) => {
// GET /api/hype-cycle/:tech — Specific technology detail (must be last!)
hypeCycleRouter.get("/:tech", (req: Request, res: Response) => {
const techQuery = req.params.tech;
const techQuery = String(req.params.tech);
const yearParam = q("year", req);
const year = yearParam ? parseInt(yearParam) : new Date().getFullYear();

20
packages/api/src/routes/switches.ts
View File

@ -1,14 +1,21 @@
import { Router, Request, Response } from "express";
import { searchSwitches, getSwitchById, getCompatibleTransceivers } from "../db/queries";
import { searchSwitches, getSwitchById, getCompatibleTransceivers, getSwitchDocuments } from "../db/queries";
export const switchRouter = Router();
// GET /api/switches — Search/list switches
// Filters: ?q=&category=&whitebox=true&sonic=true&asic_vendor=Broadcom&nos=SONiC&ocp=true
switchRouter.get("/", async (req: Request, res: Response) => {
try {
const result = await searchSwitches({
q: String(req.query.q || ""),
category: req.query.category ? String(req.query.category) : undefined,
whitebox: req.query.whitebox === "true" ? true : undefined,
sonic_compatible: req.query.sonic === "true" ? true : undefined,
asic_vendor: req.query.asic_vendor ? String(req.query.asic_vendor) : undefined,
nos: req.query.nos ? String(req.query.nos) : undefined,
ocp: req.query.ocp === "true" ? true : undefined,
max_speed_gbps: req.query.max_speed_gbps ? parseFloat(String(req.query.max_speed_gbps)) : undefined,
limit: req.query.limit ? parseInt(String(req.query.limit)) : 50,
offset: req.query.offset ? parseInt(String(req.query.offset)) : 0,
});
@ -34,6 +41,17 @@ switchRouter.get("/:id", async (req: Request, res: Response) => {
}
});
// GET /api/switches/:id/documents — Datasheets, manuals, guides for a switch
switchRouter.get("/:id/documents", async (req: Request, res: Response) => {
try {
const docs = await getSwitchDocuments(String(req.params.id));
res.json({ success: true, data: docs, total: docs.length });
} catch (err) {
console.error("Get switch documents error:", err);
res.status(500).json({ success: false, error: "Internal server error" });
}
});
// GET /api/switches/:id/compatibility — Compatible transceivers for a switch
switchRouter.get("/:id/compatibility", async (req: Request, res: Response) => {
try {

23
packages/api/src/routes/transceivers.ts
View File

@ -1,5 +1,6 @@
import { Router, Request, Response } from "express";
import { searchTransceivers, getTransceiverById } from "../db/queries";
import { pool } from "../db/client";
export const transceiverRouter = Router();
@ -19,6 +20,7 @@ transceiverRouter.get("/", async (req: Request, res: Response) => {
wdm_type: q("wdm_type"),
coherent: q("coherent") === "true" ? true : q("coherent") === "false" ? false : undefined,
market_status: q("market_status"),
vendor: q("vendor"),
limit: q("limit") ? parseInt(q("limit")!) : 50,
offset: q("offset") ? parseInt(q("offset")!) : 0,
});
@ -43,3 +45,24 @@ transceiverRouter.get("/:id", async (req: Request, res: Response) => {
res.status(500).json({ success: false, error: "Internal server error" });
}
});
// GET /api/transceivers/:id/compatibility — Compatible switches for a transceiver
transceiverRouter.get("/:id/compatibility", async (req: Request, res: Response) => {
try {
const result = await pool.query(
`SELECT sw.id, sw.model, sw.series, sw.category, sw.total_ports,
sw.max_speed_gbps, sw.switching_capacity_tbps, sw.lifecycle_status,
v.name as vendor_name, c.status, c.notes as compat_notes
FROM compatibility c
JOIN switches sw ON c.switch_id = sw.id
LEFT JOIN vendors v ON sw.vendor_id = v.id
WHERE c.transceiver_id::text = $1 AND c.status = 'compatible'
ORDER BY v.name, sw.model`,
[String(req.params.id)]
);
res.json({ success: true, data: result.rows });
} catch (err) {
console.error("Get transceiver compatibility error:", err);
res.status(500).json({ success: false, error: "Internal server error" });
}
});

1782
packages/dashboard/index.html
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13
packages/mcp-server/src/http-server.ts
View File

@ -15,7 +15,7 @@
* Authorization: Bearer <MCP_SECRET>
*
* Config (env):
* MCP_HTTP_PORT — Listening port (default: 3201)
* MCP_HTTP_PORT — Listening port (default: 3202)
* MCP_SECRET — Bearer token for auth (required in production)
* CORS_ORIGINS — Comma-separated allowed origins (default: localhost + 127.0.0.1)
*
@ -23,7 +23,7 @@
* {
* "tip": {
* "type": "sse",
* "url": "http://localhost:3201/sse",
* "url": "http://localhost:3202/sse",
* "headers": { "Authorization": "Bearer <MCP_SECRET>" }
* }
* }
@ -38,12 +38,13 @@ import { registerCompatibilityTools } from "./tools/compatibility.js";
import { registerKnowledgeTools } from "./tools/knowledge.js";
import { registerContentTools } from "./tools/content.js";
import { registerSwitchDocTools } from "./tools/switch-docs.js";
import { registerMarketTools } from "./tools/market.js";
// ---------------------------------------------------------------------------
// Config
// ---------------------------------------------------------------------------
const PORT = parseInt(process.env.MCP_HTTP_PORT ?? "3201", 10);
const PORT = parseInt(process.env.MCP_HTTP_PORT ?? "3202", 10);
const MCP_SECRET = process.env.MCP_SECRET ?? "";
const CORS_ORIGINS: string[] = [
@ -60,9 +61,10 @@ const CORS_ORIGINS: string[] = [
// knowledge.ts: search_knowledge_base, search_manuals, get_hype_cycle = 3
// content.ts: get_market_news, generate_blog_draft = 2
// switch-docs.ts: get_switch_docs, search_switches = 2
// Total = 14 registered, project claims 12 core tools
// market.ts: get_cable_recommendations, get_market_overview, get_technology_roadmap = 3
// Total = 17 registered
// ---------------------------------------------------------------------------
const TOOL_COUNT = 14;
const TOOL_COUNT = 17;
// ---------------------------------------------------------------------------
// Build a new McpServer and register all tools (one server per SSE session)
@ -270,6 +272,7 @@ async function createMcpServer(): Promise<McpServer> {
await registerKnowledgeTools(server);
await registerContentTools(server);
await registerSwitchDocTools(server);
await registerMarketTools(server);
return server;
}

147
packages/mcp-server/src/index.ts
View File

@ -2,8 +2,8 @@
/**
* TIP MCP Server — Transceiver Intelligence Platform
*
* 12 Tools for LLM access to transceiver data, pricing, compatibility,
* hype cycle, knowledge base, news, and blog generation.
* 15 Tools for LLM access to transceiver data, pricing, compatibility,
* hype cycle, knowledge base, news, market intelligence, and blog generation.
*
* Transport: stdio (for Claude Code, EO Global Pulse, etc.)
*
@ -22,11 +22,12 @@ import { registerPricingTools } from "./tools/pricing.js";
import { registerCompatibilityTools } from "./tools/compatibility.js";
import { registerKnowledgeTools } from "./tools/knowledge.js";
import { registerContentTools } from "./tools/content.js";
import { registerMarketTools } from "./tools/market.js";
async function main() {
const server = new McpServer({
name: "tip-mcp-server",
version: "0.1.0",
version: "0.2.0",
});
// --- Tool: search_transceivers ---
@ -40,10 +41,12 @@ async function main() {
reach_label: z.string().optional().describe("SR, LR, ER, ZR, or distance like 10km, 80km"),
fiber_type: z.enum(["SMF", "MMF"]).optional().describe("Single-mode or Multi-mode fiber"),
wdm_type: z.enum(["CWDM", "DWDM"]).optional().describe("Wavelength division multiplexing type"),
vendor: z.string().optional().describe("Vendor filter, e.g. 'Cisco', 'Juniper', 'FS.COM'"),
vendor: z.string().optional().describe("Vendor/manufacturer filter, e.g. 'Cisco', 'Juniper', 'FS.COM', 'Flexoptix'"),
category: z.string().optional().describe("Category filter: DataCenter, AOC, DAC, DWDM, CWDM, Coherent, Metro, LongHaul, etc."),
market_status: z.enum(["Mainstream", "Growth", "Emerging", "Legacy", "EOL"]).optional().describe("Market status filter"),
max_results: z.number().default(10).describe("Maximum results to return"),
},
async ({ query, form_factor, speed_gbps, reach_label, fiber_type, wdm_type, vendor, max_results }) => {
async ({ query, form_factor, speed_gbps, reach_label, fiber_type, wdm_type, vendor, category, market_status, max_results }) => {
const conditions: string[] = [];
const values: unknown[] = [];
let idx = 1;
@ -83,6 +86,16 @@ async function main() {
values.push(`%${vendor}%`);
idx++;
}
if (category) {
conditions.push(`t.category ILIKE $${idx}`);
values.push(`%${category}%`);
idx++;
}
if (market_status) {
conditions.push(`t.market_status = $${idx}`);
values.push(market_status);
idx++;
}
const where = conditions.length > 0 ? `WHERE ${conditions.join(" AND ")}` : "";
const orderBy = query
@ -95,6 +108,7 @@ async function main() {
`SELECT t.id, t.slug, t.standard_name, t.form_factor, t.speed, t.speed_gbps,
t.reach_label, t.reach_meters, t.fiber_type, t.connector, t.wdm_type,
t.wavelengths, t.power_consumption_w, t.temp_range, t.category,
t.market_status, t.hype_cycle_phase,
v.name as vendor_name,
(SELECT jsonb_agg(jsonb_build_object(
'vendor', sv.name, 'price', po.price, 'currency', po.currency,
@ -124,6 +138,7 @@ async function main() {
standard: r.standard_name,
form_factor: r.form_factor,
speed: r.speed,
speed_gbps: r.speed_gbps,
reach: r.reach_label,
fiber: r.fiber_type,
connector: r.connector,
@ -132,6 +147,7 @@ async function main() {
power_w: r.power_consumption_w,
temp: r.temp_range,
category: r.category,
market_status: r.market_status,
vendor: r.vendor_name,
pricing: r.pricing || [],
}));
@ -148,7 +164,7 @@ async function main() {
// --- Tool: check_compatibility ---
server.tool(
"check_compatibility",
"Check compatibility between a switch model and transceivers. Returns verified compatible transceivers with firmware requirements.",
"Check compatibility between a switch model and transceivers. Returns verified compatible transceivers with firmware requirements. When no exact match is found, suggests alternative transceivers that may work.",
{
switch_model: z.string().describe("Switch model, e.g. 'Cisco Nexus 93180YC-FX3' or 'Juniper EX4300'"),
transceiver_query: z.string().optional().describe("Optional: filter by transceiver type or part number"),
@ -158,7 +174,8 @@ async function main() {
async ({ switch_model, transceiver_query, speed_gbps, reach }) => {
// First: find the switch
const switchResult = await pool.query(
`SELECT s.id, s.model, s.series, v.name as vendor
`SELECT s.id, s.model, s.series, s.max_speed_gbps, s.ports_config,
v.name as vendor
FROM switches s
JOIN vendors v ON v.id = s.vendor_id
WHERE s.model ILIKE $1 OR s.series ILIKE $1
@ -167,10 +184,26 @@ async function main() {
);
if (switchResult.rows.length === 0) {
// Suggest similar switches using trigram similarity
const similarResult = await pool.query(
`SELECT s.model, s.series, v.name as vendor,
similarity(s.model, $1) as sim
FROM switches s
JOIN vendors v ON v.id = s.vendor_id
WHERE similarity(s.model, $1) > 0.1
ORDER BY sim DESC
LIMIT 5`,
[switch_model]
);
const suggestions = similarResult.rows.length > 0
? `\n\nDid you mean one of these?\n${similarResult.rows.map(r => ` - ${r.vendor} ${r.model} (${r.series})`).join("\n")}`
: "";
return {
content: [{
type: "text",
text: `No switch found matching "${switch_model}". Try a shorter model name or check spelling.`,
text: `No switch found matching "${switch_model}". Try a shorter model name or check spelling.${suggestions}`,
}],
};
}
@ -197,8 +230,12 @@ async function main() {
}
const compatResult = await pool.query(
`SELECT t.slug, t.standard_name, t.form_factor, t.speed, t.reach_label,
t.fiber_type, c.status, c.firmware_min, c.verified_by, c.verification_method
`SELECT t.id, t.slug, t.standard_name, t.form_factor, t.speed, t.speed_gbps,
t.reach_label, t.reach_meters, t.fiber_type,
c.status, c.firmware_min, c.verified_by, c.verification_method, c.notes as compat_notes,
(SELECT MIN(po.price) FROM price_observations po
WHERE po.transceiver_id = t.id AND po.time > NOW() - INTERVAL '7 days'
) as min_price
FROM compatibility c
JOIN transceivers t ON t.id = c.transceiver_id
WHERE ${conditions.join(" AND ")}
@ -208,24 +245,108 @@ async function main() {
values
);
// If no compatible transceivers found, suggest alternatives
let alternatives: unknown[] = [];
if (compatResult.rows.length === 0) {
// Find what form factors / speeds this switch supports based on ports_config
const portSpeeds: number[] = [];
if (sw.max_speed_gbps) portSpeeds.push(parseFloat(sw.max_speed_gbps));
// Try to find transceivers that match the requested criteria even without verified compatibility
const altConditions: string[] = [];
const altValues: unknown[] = [];
let altIdx = 1;
if (transceiver_query) {
altConditions.push(`(t.standard_name ILIKE $${altIdx} OR t.slug ILIKE $${altIdx})`);
altValues.push(`%${transceiver_query}%`);
altIdx++;
}
if (speed_gbps) {
altConditions.push(`t.speed_gbps = $${altIdx}`);
altValues.push(speed_gbps);
altIdx++;
}
if (reach) {
altConditions.push(`t.reach_label ILIKE $${altIdx}`);
altValues.push(`%${reach}%`);
altIdx++;
}
const altWhere = altConditions.length > 0 ? `WHERE ${altConditions.join(" AND ")}` : "";
const altResult = await pool.query(
`SELECT t.slug, t.standard_name, t.form_factor, t.speed, t.speed_gbps,
t.reach_label, t.fiber_type, v.name as vendor,
(SELECT MIN(po.price) FROM price_observations po
WHERE po.transceiver_id = t.id AND po.time > NOW() - INTERVAL '7 days'
) as min_price,
-- Check if this transceiver is compatible with OTHER switches from the same vendor
(SELECT COUNT(*) FROM compatibility c2
JOIN switches sw2 ON sw2.id = c2.switch_id
WHERE c2.transceiver_id = t.id
AND c2.status = 'compatible'
AND sw2.vendor_id = (SELECT vendor_id FROM switches WHERE id = '${sw.id}')
) as same_vendor_compat_count
FROM transceivers t
LEFT JOIN vendors v ON v.id = t.vendor_id
${altWhere}
ORDER BY same_vendor_compat_count DESC, t.speed_gbps DESC
LIMIT 10`,
altValues
);
alternatives = altResult.rows.map(r => ({
...r,
min_price: r.min_price ? parseFloat(r.min_price) : null,
compatibility_note: parseInt(r.same_vendor_compat_count) > 0
? `Compatible with ${r.same_vendor_compat_count} other ${sw.vendor} switches — likely compatible but NOT verified for ${sw.model}`
: "Not verified for any switches from this vendor. Test before deploying.",
}));
}
return {
content: [{
type: "text",
text: JSON.stringify({
switch: { model: sw.model, series: sw.series, vendor: sw.vendor },
compatible_transceivers: compatResult.rows,
switch: {
model: sw.model,
series: sw.series,
vendor: sw.vendor,
max_speed_gbps: sw.max_speed_gbps,
},
compatible_transceivers: compatResult.rows.map(r => ({
slug: r.slug,
standard: r.standard_name,
form_factor: r.form_factor,
speed: r.speed,
reach: r.reach_label,
fiber: r.fiber_type,
status: r.status,
firmware_min: r.firmware_min,
verified_by: r.verified_by,
method: r.verification_method,
notes: r.compat_notes,
min_price: r.min_price ? parseFloat(r.min_price) : null,
})),
count: compatResult.rows.length,
...(compatResult.rows.length === 0 && alternatives.length > 0 ? {
no_verified_match: true,
suggested_alternatives: alternatives,
suggestion_note: `No verified compatible transceivers found for ${sw.vendor} ${sw.model}. These alternatives may work based on specs and compatibility with similar ${sw.vendor} switches, but should be tested before production deployment.`,
} : {}),
}, null, 2),
}],
};
}
);
// Register remaining tools
// Register tool modules
await registerPricingTools(server);
await registerCompatibilityTools(server);
await registerKnowledgeTools(server);
await registerContentTools(server);
await registerMarketTools(server);
// Start server
const transport = new StdioServerTransport();

143
packages/mcp-server/src/tools/knowledge.ts
View File

@ -5,6 +5,59 @@ import type { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
import { z } from "zod";
import { pool } from "../db.js";
// Norton-Bass diffusion model (inline, since MCP server has separate build)
interface TechGen { name: string; speedGbps: number; formFactor: string; introYear: number; peakYear: number; p: number; q: number; m: number; k: number; t0: number; }
const TECH_GENS: TechGen[] = [
{ name: "1G SFP", speedGbps: 1, formFactor: "SFP", introYear: 2001, peakYear: 2012, p: 0.03, q: 0.38, m: 500, k: 0.45, t0: 2008 },
{ name: "10G SFP+", speedGbps: 10, formFactor: "SFP+", introYear: 2006, peakYear: 2018, p: 0.03, q: 0.42, m: 600, k: 0.50, t0: 2014 },
{ name: "25G SFP28", speedGbps: 25, formFactor: "SFP28", introYear: 2015, peakYear: 2022, p: 0.04, q: 0.45, m: 200, k: 0.55, t0: 2019 },
{ name: "40G QSFP+", speedGbps: 40, formFactor: "QSFP+", introYear: 2010, peakYear: 2019, p: 0.025, q: 0.35, m: 150, k: 0.40, t0: 2016 },
{ name: "100G QSFP28", speedGbps: 100, formFactor: "QSFP28", introYear: 2014, peakYear: 2024, p: 0.03, q: 0.40, m: 400, k: 0.48, t0: 2020 },
{ name: "400G QSFP-DD", speedGbps: 400, formFactor: "QSFP-DD", introYear: 2020, peakYear: 2027, p: 0.035, q: 0.50, m: 300, k: 0.52, t0: 2025 },
{ name: "800G OSFP", speedGbps: 800, formFactor: "OSFP", introYear: 2023, peakYear: 2029, p: 0.04, q: 0.55, m: 250, k: 0.55, t0: 2027 },
{ name: "1.6T OSFP-XD", speedGbps: 1600, formFactor: "OSFP-XD", introYear: 2025, peakYear: 2032, p: 0.03, q: 0.45, m: 180, k: 0.48, t0: 2030 },
{ name: "CPO", speedGbps: 1600, formFactor: "CPO", introYear: 2024, peakYear: 2033, p: 0.02, q: 0.30, m: 50, k: 0.35, t0: 2031 },
{ name: "400ZR Coherent", speedGbps: 400, formFactor: "QSFP-DD", introYear: 2021, peakYear: 2026, p: 0.04, q: 0.50, m: 80, k: 0.55, t0: 2024 },
{ name: "LPO", speedGbps: 800, formFactor: "LPO", introYear: 2024, peakYear: 2029, p: 0.035, q: 0.48, m: 100, k: 0.50, t0: 2027 },
];
function bassCumulative(t: number, p: number, q: number): number {
const pq = p + q;
const exp = Math.exp(-pq * t);
return (1 - exp) / (1 + (q / p) * exp);
}
function bassRate(t: number, p: number, q: number): number {
const pq = p + q;
const exp = Math.exp(-pq * t);
const d = 1 + (q / p) * exp;
return (pq * pq / q) * (exp / (d * d));
}
function classifyHypePhase(progressRatio: number): string {
if (progressRatio < 0.15) return "Innovation Trigger";
if (progressRatio < 0.35) return "Peak of Inflated Expectations";
if (progressRatio < 0.55) return "Trough of Disillusionment";
if (progressRatio < 0.85) return "Slope of Enlightenment";
if (progressRatio < 1.3) return "Plateau of Productivity";
return "Legacy / Decline";
}
function findTech(query: string): TechGen | undefined {
const q = query.toLowerCase().trim();
return TECH_GENS.find(t => t.name.toLowerCase().includes(q))
|| TECH_GENS.find(t => q.includes(t.formFactor.toLowerCase()))
|| (() => {
const m = q.match(/^(\d+(?:\.\d+)?)\s*(g|t)\b/i);
if (m) {
const gbps = m[2].toLowerCase() === "t" ? parseFloat(m[1]) * 1000 : parseFloat(m[1]);
return TECH_GENS.find(t => t.speedGbps === gbps);
}
return undefined;
})();
}
export async function registerKnowledgeTools(server: McpServer): Promise<void> {
// --- Tool: search_knowledge_base ---
server.tool(
@ -127,10 +180,10 @@ export async function registerKnowledgeTools(server: McpServer): Promise<void> {
async ({ technology, include_forecast }) => {
// Look for market metrics data
const result = await pool.query(
`SELECT mm.time, mm.metric_type, mm.value, mm.unit, mm.vendor_count,
mm.segment, mm.notes
`SELECT mm.time, mm.metric_type, mm.value,
mm.notes
FROM market_metrics mm
WHERE mm.segment ILIKE $1
WHERE mm.technology ILIKE $1
OR mm.notes ILIKE $1
ORDER BY mm.time DESC
LIMIT 50`,
@ -148,44 +201,72 @@ export async function registerKnowledgeTools(server: McpServer): Promise<void> {
[technology, `%${technology}%`]
);
// Hype Cycle position mapping based on known data
// This will be enriched by Norton-Bass engine (Phase 3)
const hypePositions: Record<string, { phase: string; position: number; description: string }> = {
"1.6T": { phase: "Innovation Trigger", position: 5, description: "Just announced, pre-commercial" },
"800G": { phase: "Peak of Inflated Expectations", position: 15, description: "High buzz, early deployments" },
"400G": { phase: "Slope of Enlightenment", position: 70, description: "Proven, cost decreasing, mainstream adoption" },
"100G": { phase: "Plateau of Productivity", position: 95, description: "Mature, commoditized, price floor reached" },
"40G": { phase: "Plateau of Productivity", position: 98, description: "Legacy, declining, being replaced by 100G" },
"CPO": { phase: "Innovation Trigger", position: 3, description: "Research phase, datacenter hyperscalers testing" },
"400ZR": { phase: "Peak of Inflated Expectations", position: 20, description: "DCI market developing" },
"OSFP": { phase: "Slope of Enlightenment", position: 40, description: "800G form factor, gaining traction" },
"DWDM": { phase: "Plateau of Productivity", position: 90, description: "Core long-haul standard, stable market" },
// Norton-Bass Diffusion Model computation
const currentYear = new Date().getFullYear();
const tech = findTech(technology);
let hypeData: Record<string, unknown> | null = null;
let forecast: Record<string, unknown> | undefined = undefined;
if (tech) {
const t = Math.max(0, currentYear - tech.introYear);
const yearsToPeak = tech.peakYear - tech.introYear;
const progressRatio = t / yearsToPeak;
const adoption = bassCumulative(t, tech.p, tech.q);
const rate = bassRate(t, tech.p, tech.q);
const phase = classifyHypePhase(progressRatio);
// Position on curve (0-100) based on progress ratio
const positionPct = Math.min(100, Math.round(
progressRatio < 0.15 ? progressRatio / 0.15 * 15 :
progressRatio < 0.35 ? 15 + (progressRatio - 0.15) / 0.20 * 15 :
progressRatio < 0.55 ? 30 + (progressRatio - 0.35) / 0.20 * 20 :
progressRatio < 0.85 ? 50 + (progressRatio - 0.55) / 0.30 * 30 :
80 + Math.min(20, (progressRatio - 0.85) / 0.45 * 20)
));
hypeData = {
technology: tech.name,
phase,
position: positionPct,
adoption_pct: Math.round(adoption * 100),
yearly_adoption_rate: Math.round(rate * 100),
intro_year: tech.introYear,
peak_year: tech.peakYear,
years_to_plateau: Math.max(0, tech.peakYear + 3 - currentYear),
model: "Norton-Bass Multigenerational Diffusion",
parameters: { p: tech.p, q: tech.q, m: tech.m, k: tech.k, t0: tech.t0 },
};
let hypeData = null;
for (const [key, data] of Object.entries(hypePositions)) {
if (technology.toLowerCase().includes(key.toLowerCase())) {
hypeData = { technology: key, ...data };
break;
}
}
if (include_forecast) {
const fiveYear = Array.from({ length: 5 }, (_, i) => {
const yr = currentYear + i + 1;
const ft = yr - tech.introYear;
const fa = bassCumulative(ft, tech.p, tech.q);
const pr = ft / yearsToPeak;
return { year: yr, adoption_pct: Math.round(fa * 100), phase: classifyHypePhase(pr) };
});
// Norton-Bass forecast placeholder (Phase 3 will compute this)
const forecast = include_forecast ? {
const aspDecline = progressRatio < 0.3 ? 5 : progressRatio < 0.6 ? 35 : progressRatio < 1.0 ? 15 : 5;
forecast = {
model: "Norton-Bass Multigenerational Diffusion",
note: "Full Norton-Bass computation available in Phase 3 (Hype Cycle Engine)",
estimated_peak_year: hypeData?.position < 20 ? 2027 :
hypeData?.position < 60 ? 2025 : "Already peaked",
current_adoption_pct: hypeData?.position || "Unknown",
price_trend: hypeData?.position && hypeData.position > 70 ? "Declining (-15%/year)" : "Stabilizing",
} : undefined;
current_adoption_pct: Math.round(adoption * 100),
estimated_peak_year: tech.peakYear,
years_to_plateau: Math.max(0, tech.peakYear + 3 - currentYear),
asp_decline_rate_pct: aspDecline,
price_trend: aspDecline > 20 ? "Rapidly declining" : aspDecline > 10 ? "Moderately declining" : "Stabilizing",
five_year_projection: fiveYear,
};
}
}
return {
content: [{
type: "text",
text: JSON.stringify({
technology,
hype_cycle: hypeData || { note: "Detailed position requires more market data" },
hype_cycle: hypeData || { note: `No model data for "${technology}". Known: 1G, 10G, 25G, 40G, 100G, 400G, 800G, 1.6T, CPO, LPO, 400ZR` },
market_metrics: result.rows,
recent_news: newsResult.rows,
norton_bass_forecast: forecast,

458
packages/mcp-server/src/tools/market.ts Normal file
View File

@ -0,0 +1,458 @@
/**
* Market intelligence tools: get_cable_recommendations, get_market_overview, get_technology_roadmap
*/
import type { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
import { z } from "zod";
import { pool } from "../db.js";
export async function registerMarketTools(server: McpServer): Promise<void> {
// --- Tool: get_cable_recommendations ---
server.tool(
"get_cable_recommendations",
"Recommend DAC (Direct Attach Copper) or AOC (Active Optical Cable) cables based on switch ports and distance requirements. Considers port type, speed, reach, and budget to suggest the optimal cable solution.",
{
switch_model: z.string().optional().describe("Switch model for port compatibility check, e.g. 'Nexus 93180YC-FX3'"),
port_speed_gbps: z.number().describe("Required port speed in Gbps: 10, 25, 40, 100, 200, 400"),
distance_meters: z.number().describe("Required cable run distance in meters (0.5 to 100)"),
form_factor: z.string().optional().describe("Port form factor: SFP+, SFP28, QSFP+, QSFP28, QSFP-DD, OSFP. Auto-detected from speed if omitted."),
environment: z.enum(["rack", "row", "room"]).default("rack").describe("rack = <3m, row = 3-10m, room = 10-100m"),
budget_preference: z.enum(["cheapest", "balanced", "best_quality"]).default("balanced"),
},
async ({ switch_model, port_speed_gbps, distance_meters, form_factor, environment, budget_preference }) => {
// Auto-detect form factor from speed if not provided
const ffMap: Record<number, string[]> = {
10: ["SFP+"],
25: ["SFP28"],
40: ["QSFP+"],
100: ["QSFP28", "QSFP-DD"],
200: ["QSFP56", "QSFP-DD"],
400: ["QSFP-DD", "OSFP"],
800: ["QSFP-DD800", "OSFP"],
};
const targetFormFactors = form_factor ? [form_factor] : (ffMap[port_speed_gbps] || ["QSFP28"]);
// Determine cable type recommendation
const cableType = distance_meters <= 5 ? "DAC (recommended)" :
distance_meters <= 7 ? "DAC or AOC" :
distance_meters <= 100 ? "AOC (required)" :
"Optical transceiver + fiber required";
const isDACViable = distance_meters <= 7;
const isAOCViable = distance_meters >= 1 && distance_meters <= 100;
// Search for matching cables
const cableCategories = [];
if (isDACViable) cableCategories.push("DAC");
if (isAOCViable) cableCategories.push("AOC");
const ffPlaceholders = targetFormFactors.map((_, i) => `$${i + 2}`).join(",");
const catPlaceholders = cableCategories.map((_, i) => `$${i + 2 + targetFormFactors.length}`).join(",");
const values: unknown[] = [
port_speed_gbps,
...targetFormFactors,
...cableCategories,
];
const result = await pool.query(
`SELECT t.id, t.slug, t.standard_name, t.form_factor, t.speed, t.speed_gbps,
t.reach_label, t.reach_meters, t.category, t.connector, t.power_consumption_w,
v.name as vendor, v.type as vendor_type,
(SELECT MIN(po.price) FROM price_observations po
WHERE po.transceiver_id = t.id AND po.time > NOW() - INTERVAL '7 days'
) as min_price,
(SELECT MAX(po.price) FROM price_observations po
WHERE po.transceiver_id = t.id AND po.time > NOW() - INTERVAL '7 days'
) as max_price,
(SELECT COUNT(DISTINCT po.source_vendor_id) FROM price_observations po
WHERE po.transceiver_id = t.id AND po.stock_level = 'in_stock'
AND po.time > NOW() - INTERVAL '7 days'
) as in_stock_vendors
FROM transceivers t
LEFT JOIN vendors v ON v.id = t.vendor_id
WHERE t.speed_gbps = $1
AND t.form_factor IN (${ffPlaceholders})
AND t.category IN (${catPlaceholders})
AND t.reach_meters >= ${distance_meters}
ORDER BY
CASE '${budget_preference}'
WHEN 'cheapest' THEN (SELECT MIN(po.price) FROM price_observations po WHERE po.transceiver_id = t.id AND po.time > NOW() - INTERVAL '7 days')
WHEN 'best_quality' THEN -t.reach_meters
ELSE t.reach_meters
END ASC NULLS LAST
LIMIT 15`,
values
);
// Check switch compatibility if model provided
let switchCompat: unknown[] = [];
if (switch_model && result.rows.length > 0) {
const txIds = result.rows.map(r => r.id);
const switchRes = await pool.query(
`SELECT c.transceiver_id, c.status, c.firmware_min, sw.model
FROM compatibility c
JOIN switches sw ON sw.id = c.switch_id
WHERE sw.model ILIKE $1
AND c.transceiver_id = ANY($2)`,
[`%${switch_model}%`, txIds]
);
switchCompat = switchRes.rows;
}
const compatMap = new Map((switchCompat as any[]).map(c => [c.transceiver_id, c]));
const recommendations = result.rows.map(r => ({
slug: r.slug,
standard: r.standard_name,
form_factor: r.form_factor,
speed: r.speed,
category: r.category,
reach_meters: r.reach_meters,
reach_label: r.reach_label,
connector: r.connector,
power_w: r.power_consumption_w,
vendor: r.vendor,
pricing: {
min_price: r.min_price ? parseFloat(r.min_price) : null,
max_price: r.max_price ? parseFloat(r.max_price) : null,
in_stock_vendors: parseInt(r.in_stock_vendors) || 0,
},
switch_compatible: switch_model
? (compatMap.has(r.id) ? (compatMap.get(r.id) as any).status : "not_verified")
: undefined,
firmware_min: switch_model && compatMap.has(r.id)
? (compatMap.get(r.id) as any).firmware_min
: undefined,
}));
return {
content: [{
type: "text",
text: JSON.stringify({
request: {
speed_gbps: port_speed_gbps,
distance_meters,
form_factors: targetFormFactors,
environment,
budget: budget_preference,
switch_model: switch_model || null,
},
recommendation: {
cable_type: cableType,
dac_viable: isDACViable,
aoc_viable: isAOCViable,
rationale: isDACViable && distance_meters <= 3
? "DAC is the cheapest and lowest-latency option for short rack-level runs. No optics or fiber needed."
: isDACViable
? "DAC works at this distance but is near its limit. AOC provides more headroom."
: isAOCViable
? "AOC is required at this distance. DAC copper cannot reliably reach beyond 7m."
: "Neither DAC nor AOC can cover this distance. Use optical transceivers (SR/LR) with fiber patch cables.",
},
cables: recommendations,
count: recommendations.length,
tips: [
isDACViable ? "DAC cables are passive and draw zero power from the switch. Ideal for ToR deployments." : null,
isAOCViable ? "AOC cables are lighter and more flexible than DAC. Better for cable management in dense environments." : null,
distance_meters > 100 ? "For distances > 100m, use SR transceivers with OM3/OM4 MMF fiber." : null,
distance_meters > 300 ? "For distances > 300m, use LR transceivers with OS2 SMF fiber." : null,
].filter(Boolean),
}, null, 2),
}],
};
}
);
// --- Tool: get_market_overview ---
server.tool(
"get_market_overview",
"Get market overview statistics: vendor counts, price ranges, technology distribution by form factor. Useful for market analysis, sales strategy, and inventory planning.",
{
form_factor: z.string().optional().describe("Filter by form factor: SFP+, SFP28, QSFP28, QSFP-DD, OSFP, etc."),
speed_gbps: z.number().optional().describe("Filter by speed in Gbps"),
include_vendor_breakdown: z.boolean().default(true).describe("Include per-vendor statistics"),
include_price_tiers: z.boolean().default(true).describe("Include price tier analysis (Budget/Standard/Premium)"),
},
async ({ form_factor, speed_gbps, include_vendor_breakdown, include_price_tiers }) => {
const conditions: string[] = [];
const values: unknown[] = [];
let idx = 1;
if (form_factor) {
conditions.push(`t.form_factor ILIKE $${idx}`);
values.push(`%${form_factor}%`);
idx++;
}
if (speed_gbps) {
conditions.push(`t.speed_gbps = $${idx}`);
values.push(speed_gbps);
idx++;
}
const where = conditions.length > 0 ? `WHERE ${conditions.join(" AND ")}` : "";
// Overall stats
const overallResult = await pool.query(
`SELECT
COUNT(*) as total_transceivers,
COUNT(DISTINCT t.form_factor) as form_factor_count,
COUNT(DISTINCT t.vendor_id) as vendor_count,
COUNT(DISTINCT t.speed_gbps) as speed_variants,
MIN(t.speed_gbps) as min_speed_gbps,
MAX(t.speed_gbps) as max_speed_gbps,
COUNT(*) FILTER (WHERE t.market_status = 'Mainstream') as mainstream_count,
COUNT(*) FILTER (WHERE t.market_status = 'Growth') as growth_count,
COUNT(*) FILTER (WHERE t.market_status = 'Emerging') as emerging_count,
COUNT(*) FILTER (WHERE t.market_status = 'Legacy') as legacy_count,
COUNT(*) FILTER (WHERE t.market_status = 'EOL') as eol_count
FROM transceivers t
${where}`,
values
);
// Form factor distribution
const ffResult = await pool.query(
`SELECT t.form_factor,
COUNT(*) as count,
ARRAY_AGG(DISTINCT t.speed_gbps ORDER BY t.speed_gbps) as speeds,
COUNT(DISTINCT t.vendor_id) as vendors
FROM transceivers t
${where}
GROUP BY t.form_factor
ORDER BY COUNT(*) DESC`,
values
);
// Price ranges by form factor
let priceRanges = null;
if (include_price_tiers) {
const priceResult = await pool.query(
`SELECT t.form_factor, t.speed_gbps,
MIN(po.price)::numeric(10,2) as min_price,
AVG(po.price)::numeric(10,2) as avg_price,
MAX(po.price)::numeric(10,2) as max_price,
PERCENTILE_CONT(0.25) WITHIN GROUP (ORDER BY po.price)::numeric(10,2) as p25,
PERCENTILE_CONT(0.5) WITHIN GROUP (ORDER BY po.price)::numeric(10,2) as median,
PERCENTILE_CONT(0.75) WITHIN GROUP (ORDER BY po.price)::numeric(10,2) as p75,
COUNT(DISTINCT po.source_vendor_id) as vendor_count,
COUNT(*) as observation_count
FROM price_observations po
JOIN transceivers t ON t.id = po.transceiver_id
WHERE po.time > NOW() - INTERVAL '30 days'
${form_factor ? `AND t.form_factor ILIKE $${idx}` : ''}
${speed_gbps ? `AND t.speed_gbps = $${idx + (form_factor ? 1 : 0)}` : ''}
GROUP BY t.form_factor, t.speed_gbps
ORDER BY t.speed_gbps DESC, t.form_factor`,
form_factor ? (speed_gbps ? [`%${form_factor}%`, speed_gbps] : [`%${form_factor}%`])
: (speed_gbps ? [speed_gbps] : [])
);
priceRanges = priceResult.rows;
}
// Vendor breakdown
let vendorBreakdown = null;
if (include_vendor_breakdown) {
const vendorResult = await pool.query(
`SELECT v.name, v.type, v.country, v.is_competitor,
COUNT(DISTINCT t.id) as transceiver_count,
ARRAY_AGG(DISTINCT t.form_factor ORDER BY t.form_factor) as form_factors,
COUNT(DISTINCT t.speed_gbps) as speed_variants
FROM vendors v
JOIN transceivers t ON t.vendor_id = v.id
${where ? where.replace('WHERE', 'WHERE') : ''}
GROUP BY v.id, v.name, v.type, v.country, v.is_competitor
ORDER BY COUNT(DISTINCT t.id) DESC
LIMIT 25`,
values
);
vendorBreakdown = vendorResult.rows;
}
// Technology trends from market_metrics
const trendResult = await pool.query(
`SELECT mm.technology, mm.metric_type,
mm.value, mm.source, mm.time
FROM market_metrics mm
WHERE mm.time > NOW() - INTERVAL '90 days'
ORDER BY mm.time DESC
LIMIT 20`
);
return {
content: [{
type: "text",
text: JSON.stringify({
overview: overallResult.rows[0],
form_factor_distribution: ffResult.rows,
price_ranges: priceRanges,
vendor_breakdown: vendorBreakdown,
recent_market_metrics: trendResult.rows,
generated_at: new Date().toISOString(),
}, null, 2),
}],
};
}
);
// --- Tool: get_technology_roadmap ---
server.tool(
"get_technology_roadmap",
"Get technology lifecycle roadmap with hype cycle positioning, Norton-Bass adoption data, and timeline projections. Essential for technology planning and investment decisions.",
{
technology: z.string().optional().describe("Specific technology to analyze, e.g. '800G', 'CPO', '400ZR', 'DWDM'. Omit for full roadmap."),
category: z.enum(["transceiver", "technology", "all"]).default("all").describe("Filter by category"),
include_market_data: z.boolean().default(true).describe("Include market metrics (shipments, ASP, revenue)"),
include_news: z.boolean().default(true).describe("Include recent news for each technology"),
},
async ({ technology, category, include_market_data, include_news }) => {
// Get lifecycle data
const lcConditions: string[] = [];
const lcValues: unknown[] = [];
let idx = 1;
if (technology) {
lcConditions.push(`tl.technology ILIKE $${idx}`);
lcValues.push(`%${technology}%`);
idx++;
}
if (category !== "all") {
lcConditions.push(`tl.category = $${idx}`);
lcValues.push(category);
idx++;
}
const lcWhere = lcConditions.length > 0 ? `WHERE ${lcConditions.join(" AND ")}` : "";
const lifecycleResult = await pool.query(
`SELECT tl.technology, tl.category, tl.current_phase,
tl.introduction_year, tl.early_adoption_year,
tl.mainstream_year, tl.peak_year, tl.decline_year,
tl.adoption_percent, tl.notes
FROM technology_lifecycle tl
${lcWhere}
ORDER BY
CASE tl.current_phase
WHEN 'trigger' THEN 1
WHEN 'peak_hype' THEN 2
WHEN 'trough' THEN 3
WHEN 'early_adoption' THEN 4
WHEN 'slope_of_enlightenment' THEN 5
WHEN 'early_mainstream' THEN 6
WHEN 'mainstream' THEN 7
WHEN 'plateau' THEN 8
WHEN 'decline' THEN 9
END ASC`,
lcValues
);
// Enrich each technology with market data and news
const technologies = await Promise.all(lifecycleResult.rows.map(async (lc) => {
const enriched: Record<string, unknown> = {
technology: lc.technology,
category: lc.category,
current_phase: lc.current_phase,
adoption_percent: lc.adoption_percent,
timeline: {
introduction: lc.introduction_year,
early_adoption: lc.early_adoption_year,
mainstream: lc.mainstream_year,
peak: lc.peak_year,
decline: lc.decline_year,
},
notes: lc.notes,
};
// Phase description mapping
const phaseDescriptions: Record<string, string> = {
trigger: "Innovation Trigger — Technology just announced or in labs. High risk, potentially transformative.",
peak_hype: "Peak of Inflated Expectations — Massive buzz, early commercial products, inflated claims.",
trough: "Trough of Disillusionment — Initial hype faded, real challenges exposed. Best time to invest.",
early_adoption: "Early Adoption — Proven technology, early mainstream deployments beginning.",
slope_of_enlightenment: "Slope of Enlightenment — Use cases clear, ecosystem growing, prices dropping.",
early_mainstream: "Early Mainstream — Widely deployed, multiple vendors, competitive pricing.",
mainstream: "Mainstream — Dominant technology in its segment. Commoditized.",
plateau: "Plateau of Productivity — Mature, fully commoditized, being displaced by next gen.",
decline: "Decline — Being replaced by newer technology. Consider migration planning.",
};
enriched.phase_description = phaseDescriptions[lc.current_phase] || "Unknown phase";
// Investment recommendation
const investmentMap: Record<string, string> = {
trigger: "WATCH — Too early for production. Monitor for breakthroughs.",
peak_hype: "EVALUATE — Test in lab environments. Do not commit large budgets.",
trough: "INVEST — Best price-to-value window. Early mover advantage.",
early_adoption: "INVEST — Strong time to adopt. Good vendor support, dropping prices.",
slope_of_enlightenment: "BUY — Excellent time to deploy. Proven, prices declining.",
early_mainstream: "BUY — Optimal cost/performance. Multiple vendor options.",
mainstream: "MAINTAIN — Standard choice. Commoditized pricing.",
plateau: "PLAN MIGRATION — Start evaluating next-gen alternatives.",
decline: "MIGRATE — Actively transition to successor technology.",
};
enriched.investment_recommendation = investmentMap[lc.current_phase] || "EVALUATE";
// Market data
if (include_market_data) {
const metricsResult = await pool.query(
`SELECT mm.metric_type, mm.value, mm.source, mm.time, mm.notes
FROM market_metrics mm
WHERE mm.technology ILIKE $1
ORDER BY mm.metric_type, mm.time DESC
LIMIT 20`,
[`%${lc.technology.split(' ')[0]}%`]
);
enriched.market_data = metricsResult.rows;
}
// Recent news
if (include_news) {
const newsResult = await pool.query(
`SELECT na.title, na.source, na.published_at, na.summary, na.relevance_score
FROM news_articles na
WHERE na.search_vector @@ plainto_tsquery('english', $1)
OR na.title ILIKE $2
ORDER BY na.published_at DESC
LIMIT 3`,
[lc.technology, `%${lc.technology.split('(')[0].trim()}%`]
);
enriched.recent_news = newsResult.rows;
}
// Transceiver count in this technology segment
const txCountResult = await pool.query(
`SELECT COUNT(*) as count,
COUNT(*) FILTER (WHERE market_status = 'Mainstream') as mainstream,
COUNT(*) FILTER (WHERE market_status IN ('Growth', 'Emerging')) as growing
FROM transceivers
WHERE standard_name ILIKE $1
OR speed ILIKE $1
OR category ILIKE $1`,
[`%${lc.technology.split(' ')[0]}%`]
);
enriched.transceiver_stats = txCountResult.rows[0];
return enriched;
}));
// Build hype cycle visualization data (position on the curve)
const hypePositions = technologies.map(t => ({
technology: t.technology,
phase: t.current_phase,
adoption_pct: t.adoption_percent,
recommendation: t.investment_recommendation,
}));
return {
content: [{
type: "text",
text: JSON.stringify({
roadmap: technologies,
hype_cycle_summary: hypePositions,
total_technologies: technologies.length,
generated_at: new Date().toISOString(),
note: "Lifecycle data is updated quarterly based on market research, vendor announcements, and pricing trends. Norton-Bass forecasting (Phase 3) will add quantitative adoption predictions.",
}, null, 2),
}],
};
}
);
}

15
packages/mcp-server/src/tools/pricing.ts
View File

@ -32,7 +32,8 @@ export async function registerPricingTools(server: McpServer): Promise<void> {
}
const tx = txResult.rows[0];
const vendorFilter = vendor ? `AND v.name ILIKE '%${vendor}%'` : "";
const vendorCondition = vendor ? `AND v.name ILIKE $2` : "";
const baseParams: unknown[] = vendor ? [tx.id, `%${vendor}%`] : [tx.id];
// Current prices (latest per vendor)
const currentPrices = await pool.query(
@ -41,9 +42,9 @@ export async function registerPricingTools(server: McpServer): Promise<void> {
po.quantity_available, po.url, po.time
FROM price_observations po
JOIN vendors v ON v.id = po.source_vendor_id
WHERE po.transceiver_id = $1 ${vendorFilter}
WHERE po.transceiver_id = $1 ${vendorCondition}
ORDER BY po.source_vendor_id, po.time DESC`,
[tx.id]
baseParams
);
let history = null;
@ -52,11 +53,11 @@ export async function registerPricingTools(server: McpServer): Promise<void> {
`SELECT v.name as vendor, po.price, po.currency, po.stock_level, po.time
FROM price_observations po
JOIN vendors v ON v.id = po.source_vendor_id
WHERE po.transceiver_id = $1 ${vendorFilter}
WHERE po.transceiver_id = $1 ${vendorCondition}
AND po.time > NOW() - INTERVAL '30 days'
ORDER BY po.time DESC
LIMIT 200`,
[tx.id]
baseParams
);
history = histResult.rows;
}
@ -102,7 +103,7 @@ export async function registerPricingTools(server: McpServer): Promise<void> {
const result = await pool.query(
`SELECT t.slug, t.standard_name, t.form_factor, t.speed, t.reach_label,
v.name as vendor, v.vendor_type,
v.name as vendor, v.type,
po.price, po.currency, po.stock_level, po.time
FROM price_observations po
JOIN transceivers t ON t.id = po.transceiver_id
@ -150,7 +151,7 @@ export async function registerPricingTools(server: McpServer): Promise<void> {
}
grouped[row.slug].prices.push({
vendor: row.vendor,
type: row.vendor_type,
type: row.type,
price: parseFloat(row.price),
currency: row.currency,
stock: row.stock_level,

17
packages/mcp-server/src/tools/switch-docs.ts
View File

@ -37,14 +37,17 @@ export async function registerSwitchDocTools(server: McpServer): Promise<void> {
for (const sw of switchResult.rows) {
// Get associated documents
const docFilter = doc_type !== "all" ? `AND pd.doc_type = '${doc_type}'` : "";
const docsResult = await pool.query(
`SELECT pd.doc_type, pd.title, pd.source_url, pd.file_size_bytes, pd.page_count
const docQuery = doc_type !== "all"
? `SELECT pd.doc_type, pd.title, pd.source_url, pd.file_size_bytes, pd.page_count
FROM product_documents pd
WHERE pd.switch_id = $1 ${docFilter}
ORDER BY pd.doc_type, pd.title`,
[sw.id]
);
WHERE pd.switch_id = $1 AND pd.doc_type = $2
ORDER BY pd.doc_type, pd.title`
: `SELECT pd.doc_type, pd.title, pd.source_url, pd.file_size_bytes, pd.page_count
FROM product_documents pd
WHERE pd.switch_id = $1
ORDER BY pd.doc_type, pd.title`;
const docParams = doc_type !== "all" ? [sw.id, doc_type] : [sw.id];
const docsResult = await pool.query(docQuery, docParams);
let text = `## ${sw.vendor_name} ${sw.model} (${sw.series})\n\n`;

200
packages/scraper/src/scrapers/edgecore.ts Normal file
View File

@ -0,0 +1,200 @@
/**
* Edgecore Networks Product Catalog Scraper
*
* Scrapes switch product pages from edge-core.com for:
* - Product specs (ports, ASIC, power, dimensions)
* - Transceiver form factor compatibility
* - Datasheet URLs
*
* Source: https://www.edge-core.com/productsList.php?cls=1
*/
import { CheerioCrawler } from "crawlee";
import { pool, ensureWhiteboxVendor, findOrCreateSwitch } from "../utils/db";
const BASE_URL = "https://www.edge-core.com";
const PRODUCT_LIST_URL = `${BASE_URL}/productsList.php?cls=1`;
/**
* Extract port configuration from spec text.
* Handles formats like "32x 100GbE QSFP28" or "48x25G SFP28 + 8x100G QSFP28"
*/
function extractPortsFromSpec(specText: string): {
portsConfig: Record<string, number>;
totalPorts: number;
maxSpeedGbps: number;
formFactors: string[];
} {
const portsConfig: Record<string, number> = {};
let totalPorts = 0;
let maxSpeedGbps = 0;
const formFactors: string[] = [];
const portPattern = /(\d+)\s*x\s*(\d+)\s*G(?:bE|b\/s)?\s*(QSFP-DD|QSFP28|QSFP\+|QSFP56|SFP28|SFP\+|SFP56|OSFP|CFP2)?/gi;
let match: RegExpExecArray | null;
while ((match = portPattern.exec(specText)) !== null) {
const count = parseInt(match[1]);
const speed = parseInt(match[2]);
const ff = match[3]?.toUpperCase() || `${speed}G`;
const key = `${speed}G_${ff}`;
portsConfig[key] = (portsConfig[key] || 0) + count;
totalPorts += count;
maxSpeedGbps = Math.max(maxSpeedGbps, speed);
if (match[3] && !formFactors.includes(match[3].toUpperCase())) {
formFactors.push(match[3].toUpperCase());
}
}
return { portsConfig, totalPorts, maxSpeedGbps, formFactors };
}
/**
* Detect ASIC from product page text.
*/
function detectAsic(text: string): { vendor: string; model: string; series: string } {
const asicPatterns: Array<{ pattern: RegExp; vendor: string; model: string; series: string }> = [
{ pattern: /tomahawk\s*5/i, vendor: "Broadcom", model: "Tomahawk 5", series: "StrataDNX" },
{ pattern: /tomahawk\s*4/i, vendor: "Broadcom", model: "Tomahawk 4", series: "StrataDNX" },
{ pattern: /tomahawk\s*3/i, vendor: "Broadcom", model: "Tomahawk 3", series: "StrataDNX" },
{ pattern: /tomahawk\s*2/i, vendor: "Broadcom", model: "Tomahawk 2", series: "StrataDNX" },
{ pattern: /tomahawk\+/i, vendor: "Broadcom", model: "Tomahawk+", series: "StrataDNX" },
{ pattern: /tomahawk/i, vendor: "Broadcom", model: "Tomahawk", series: "StrataDNX" },
{ pattern: /trident\s*(4|iv)/i, vendor: "Broadcom", model: "Trident 4", series: "StrataDNX" },
{ pattern: /trident\s*(3|iii)/i, vendor: "Broadcom", model: "Trident III", series: "StrataDNX" },
{ pattern: /jericho\s*2/i, vendor: "Broadcom", model: "Jericho2", series: "StrataDNX" },
{ pattern: /spectrum-?4/i, vendor: "NVIDIA", model: "Spectrum-4", series: "Spectrum" },
{ pattern: /teralynx/i, vendor: "Marvell", model: "Teralynx", series: "Teralynx" },
{ pattern: /prestera/i, vendor: "Marvell", model: "Prestera", series: "Prestera" },
];
for (const { pattern, vendor, model, series } of asicPatterns) {
if (pattern.test(text)) {
return { vendor, model, series };
}
}
return { vendor: "Broadcom", model: "Unknown", series: "" };
}
export async function scrapeEdgecore(): Promise<void> {
console.log("\n=== Edgecore Networks Scraper ===\n");
const vendorId = await ensureWhiteboxVendor("Edgecore Networks", "https://www.edge-core.com", {
isOdm: true,
ocpMember: true,
sonicContributor: true,
});
let created = 0;
let updated = 0;
const crawler = new CheerioCrawler({
maxConcurrency: 2,
maxRequestsPerMinute: 20,
requestHandlerTimeoutSecs: 30,
async requestHandler({ request, $, enqueueLinks }) {
// Product list page — enqueue individual product pages
if (request.url.includes("productsList")) {
console.log(" Parsing product list page...");
const productLinks: string[] = [];
$("a[href*='product']").each((_i, el) => {
const href = $(el).attr("href");
if (href && (href.includes("productsInfo") || href.includes("product/"))) {
const fullUrl = href.startsWith("http") ? href : `${BASE_URL}/${href}`;
if (!productLinks.includes(fullUrl)) {
productLinks.push(fullUrl);
}
}
});
console.log(` Found ${productLinks.length} product links`);
for (const link of productLinks) {
await enqueueLinks({ urls: [link] });
}
return;
}
// Individual product page
const pageText = $("body").text();
const title = $("h1, .product-title, .prod-name").first().text().trim();
if (!title) return;
// Extract model name
const modelMatch = title.match(/(AS\d{4}[A-Z0-9-]*|DCS\d{3}[A-Z0-9-]*|Minipack\d*|Wedge\d*)/i);
if (!modelMatch) return;
const model = modelMatch[1];
const portInfo = extractPortsFromSpec(pageText);
const asicInfo = detectAsic(pageText);
if (portInfo.totalPorts === 0) return;
// Extract additional specs
const powerMatch = pageText.match(/(?:max|maximum)\s*power[:\s]*(\d+)\s*W/i);
const cpuMatch = pageText.match(/(Intel\s+(?:Xeon|Atom|Core)[^\n,;]+)/i);
const ramMatch = pageText.match(/(\d+)\s*GB?\s*(?:DDR[34]|RAM|memory)/i);
const storageMatch = pageText.match(/(\d+)\s*GB?\s*(?:SSD|eMMC|M\.2)/i);
const switchCapMatch = pageText.match(/switching\s*capacity[:\s]*([\d.]+)\s*Tb/i);
const seriesMatch = model.match(/^(AS\d{4}|DCS\d{3}|Minipack|Wedge)/);
const series = seriesMatch ? seriesMatch[1] : "";
const existing = await pool.query(
`SELECT id FROM switches WHERE model = $1 AND vendor_id = $2`,
[model, vendorId]
);
const isNew = existing.rows.length === 0;
await findOrCreateSwitch({
model,
vendorId,
series,
category: "DataCenter",
layer: "L3",
portsConfig: portInfo.portsConfig,
totalPorts: portInfo.totalPorts,
maxSpeedGbps: portInfo.maxSpeedGbps,
switchingCapacityTbps: switchCapMatch ? parseFloat(switchCapMatch[1]) : undefined,
asicVendor: asicInfo.vendor,
asicModel: asicInfo.model,
asicSeries: asicInfo.series,
maxPowerW: powerMatch ? parseInt(powerMatch[1]) : undefined,
cpu: cpuMatch ? cpuMatch[1].trim() : undefined,
ramGb: ramMatch ? parseInt(ramMatch[1]) : undefined,
storageGb: storageMatch ? parseInt(storageMatch[1]) : undefined,
sonicCompatible: true,
isWhitebox: true,
onieSupport: true,
supportedNos: ["SONiC", "ONL"],
transceiverFormFactors: portInfo.formFactors,
catalogUrl: request.url,
tags: [
"whitebox",
"Edgecore",
`${portInfo.maxSpeedGbps}G`,
asicInfo.model,
],
scrapeSource: "edgecore-catalog",
});
if (isNew) {
created++;
console.log(` + ${model} (${portInfo.maxSpeedGbps}G, ${asicInfo.vendor} ${asicInfo.model})`);
} else {
updated++;
}
},
failedRequestHandler({ request }) {
console.error(` ! Failed: ${request.url}`);
},
});
await crawler.run([PRODUCT_LIST_URL]);
console.log(`\n Created: ${created}, Updated: ${updated}\n`);
}

184
packages/scraper/src/scrapers/flexoptix-catalog.ts
View File

@ -72,6 +72,54 @@ const SEARCH_QUERIES = [
{ query: "OSFP LR4", formFactor: "OSFP", speed: "400G", speedGbps: 400 },
{ query: "OSFP ZR", formFactor: "OSFP", speed: "400G", speedGbps: 400 },
{ query: "OSFP 800G", formFactor: "OSFP", speed: "800G", speedGbps: 800 },
// Additional granular queries for maximum coverage
{ query: "SFP+ copper", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "SFP+ 10GBASE-T", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "SFP+ tunable", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "SFP RJ45", formFactor: "SFP", speed: "1G", speedGbps: 1 },
{ query: "SFP 100M", formFactor: "SFP", speed: "100M", speedGbps: 0.1 },
{ query: "SFP 100BASE", formFactor: "SFP", speed: "100M", speedGbps: 0.1 },
{ query: "QSFP28 CWDM", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
{ query: "QSFP28 ZR4", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
{ query: "QSFP28 FR", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
{ query: "QSFP28 DR", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
{ query: "QSFP28 copper", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
{ query: "QSFP-DD DAC", formFactor: "QSFP-DD", speed: "400G", speedGbps: 400 },
{ query: "QSFP-DD AOC", formFactor: "QSFP-DD", speed: "400G", speedGbps: 400 },
{ query: "QSFP-DD 200G", formFactor: "QSFP-DD", speed: "200G", speedGbps: 200 },
{ query: "OSFP DAC", formFactor: "OSFP", speed: "400G", speedGbps: 400 },
{ query: "OSFP AOC", formFactor: "OSFP", speed: "400G", speedGbps: 400 },
{ query: "XFP 10G", formFactor: "XFP", speed: "10G", speedGbps: 10 },
{ query: "XFP SR", formFactor: "XFP", speed: "10G", speedGbps: 10 },
{ query: "XFP LR", formFactor: "XFP", speed: "10G", speedGbps: 10 },
{ query: "CFP2 100G", formFactor: "CFP2", speed: "100G", speedGbps: 100 },
{ query: "CFP2 DCO", formFactor: "CFP2-DCO", speed: "200G", speedGbps: 200 },
{ query: "GBIC 1G", formFactor: "GBIC", speed: "1G", speedGbps: 1 },
{ query: "SFP56 50G", formFactor: "SFP56", speed: "50G", speedGbps: 50 },
{ query: "QSFP56 DAC", formFactor: "QSFP56", speed: "200G", speedGbps: 200 },
{ query: "QSFP112 400G", formFactor: "QSFP112", speed: "400G", speedGbps: 400 },
{ query: "OSFP112 800G", formFactor: "OSFP112", speed: "800G", speedGbps: 800 },
{ query: "direct attach cable", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "active optical cable", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "breakout cable", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
{ query: "MTP MPO cable", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
// Speed-specific reach variants
{ query: "10G 80km", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "10G 40km", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "10G 20km", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "100G 80km", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
{ query: "100G 40km", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
{ query: "400G 80km", formFactor: "QSFP-DD", speed: "400G", speedGbps: 400 },
{ query: "400G 120km", formFactor: "QSFP-DD", speed: "400G", speedGbps: 400 },
{ query: "400G 2km", formFactor: "QSFP-DD", speed: "400G", speedGbps: 400 },
{ query: "800G 2km", formFactor: "OSFP", speed: "800G", speedGbps: 800 },
{ query: "800G 10km", formFactor: "OSFP", speed: "800G", speedGbps: 800 },
// Vendor-specific coding searches
{ query: "Cisco compatible", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "Juniper compatible", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "Arista compatible", formFactor: "QSFP28", speed: "100G", speedGbps: 100 },
{ query: "Nokia compatible", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "Huawei compatible", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
// Generic searches to catch stragglers
{ query: "transceiver SR", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "transceiver LR", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
@ -80,6 +128,10 @@ const SEARCH_QUERIES = [
{ query: "transceiver BiDi", formFactor: "SFP", speed: "1G", speedGbps: 1 },
{ query: "coherent 400ZR", formFactor: "QSFP-DD", speed: "400G", speedGbps: 400 },
{ query: "coherent ZR+", formFactor: "QSFP-DD", speed: "400G", speedGbps: 400 },
{ query: "coherent 100G", formFactor: "CFP2-DCO", speed: "100G", speedGbps: 100 },
{ query: "DWDM tunable", formFactor: "SFP+", speed: "10G", speedGbps: 10 },
{ query: "WDM multiplexer", formFactor: "SFP", speed: "1G", speedGbps: 1 },
{ query: "media converter", formFactor: "SFP", speed: "1G", speedGbps: 1 },
];
interface Product {
@ -339,7 +391,137 @@ export async function scrapeFlexoptixCatalog(): Promise<void> {
await sleep(1000);
}
console.log(`\nTotal unique products: ${allProducts.size}`);
// ── Phase 2: GraphQL full catalog enumeration ──
console.log("\n--- Phase 2: GraphQL Catalog Enumeration ---\n");
const GRAPHQL_URL = `${BASE}/graphql`;
const GRAPHQL_QUERIES = [
{ search: "SFP+", defaultFF: "SFP+", defaultGbps: 10 },
{ search: "SFP28", defaultFF: "SFP28", defaultGbps: 25 },
{ search: "QSFP+", defaultFF: "QSFP+", defaultGbps: 40 },
{ search: "QSFP28", defaultFF: "QSFP28", defaultGbps: 100 },
{ search: "QSFP-DD", defaultFF: "QSFP-DD", defaultGbps: 400 },
{ search: "QSFP56", defaultFF: "QSFP56", defaultGbps: 200 },
{ search: "OSFP", defaultFF: "OSFP", defaultGbps: 400 },
{ search: "XFP", defaultFF: "XFP", defaultGbps: 10 },
{ search: "CFP2", defaultFF: "CFP2", defaultGbps: 100 },
{ search: "GBIC", defaultFF: "GBIC", defaultGbps: 1 },
{ search: "SFP56", defaultFF: "SFP56", defaultGbps: 50 },
{ search: "DAC", defaultFF: "SFP+", defaultGbps: 10 },
{ search: "AOC", defaultFF: "SFP+", defaultGbps: 10 },
{ search: "breakout", defaultFF: "QSFP28", defaultGbps: 100 },
{ search: "BiDi", defaultFF: "SFP", defaultGbps: 1 },
{ search: "CWDM", defaultFF: "SFP", defaultGbps: 1 },
{ search: "DWDM", defaultFF: "SFP", defaultGbps: 1 },
{ search: "coherent", defaultFF: "QSFP-DD", defaultGbps: 400 },
{ search: "800G", defaultFF: "OSFP", defaultGbps: 800 },
{ search: "1.6T", defaultFF: "OSFP", defaultGbps: 1600 },
];
for (const gq of GRAPHQL_QUERIES) {
let page = 1;
const pageSize = 20;
let totalFetched = 0;
while (true) {
try {
const query = `{
products(search: "${gq.search}", pageSize: ${pageSize}, currentPage: ${page}) {
total_count
items {
name
sku
url_key
price_range {
minimum_price {
final_price { value currency }
}
}
}
}
}`;
const resp = await fetch(GRAPHQL_URL, {
method: "POST",
headers: { "Content-Type": "application/json", ...HEADERS },
body: JSON.stringify({ query }),
signal: AbortSignal.timeout(20000),
});
if (!resp.ok) break;
const data = await resp.json() as {
data?: {
products?: {
total_count: number;
items: Array<{
name: string;
sku: string;
url_key: string;
price_range?: {
minimum_price?: {
final_price?: { value: number; currency: string };
};
};
}>;
};
};
};
const products = data.data?.products;
if (!products || products.items.length === 0) break;
let newCount = 0;
for (const item of products.items) {
if (!item.name || !item.sku) continue;
// Skip non-transceiver products (trays, tools, accessories)
const lower = item.name.toLowerCase();
if (lower.includes("tray") || lower.includes("tool") || lower.includes("loopback")
|| lower.includes("cleaning") || lower.includes("sticker") || lower.includes("flexbox")
|| lower.includes("adapter") || lower.includes("attenuator") || lower.includes("coupler")) continue;
const url = `${BASE}/en/${item.url_key}.html`;
if (allProducts.has(url)) continue;
const formFactor = inferFormFactor(item.name, gq.defaultFF);
const gbps = inferSpeed(item.name, gq.defaultGbps);
const reach = detectReach(item.name);
const price = item.price_range?.minimum_price?.final_price?.value;
allProducts.set(url, {
name: item.name,
partNumber: item.sku,
url,
price: price && price > 0 && price < 100000 ? price : undefined,
currency: item.price_range?.minimum_price?.final_price?.currency || "EUR",
formFactor,
speed: speedLabel(gbps),
speedGbps: gbps,
reachLabel: reach?.label,
reachMeters: reach?.meters,
fiberType: detectFiber(item.name),
wavelength: detectWavelength(item.name),
});
newCount++;
}
totalFetched += products.items.length;
if (newCount > 0) console.log(` GraphQL "${gq.search}" p${page}: +${newCount} new (${products.items.length} items, ${products.total_count} total)`);
// Stop if we've fetched all pages or reached a reasonable limit
if (totalFetched >= products.total_count || totalFetched >= 200 || page >= 10) break;
page++;
await sleep(800);
} catch (err) {
console.warn(` GraphQL "${gq.search}" p${page} failed: ${(err as Error).message.slice(0, 60)}`);
break;
}
}
await sleep(500);
}
console.log(`\nTotal unique products after GraphQL: ${allProducts.size}`);
console.log("Writing to database...\n");
// Write all products to DB

433
packages/scraper/src/scrapers/flexoptix-supported-vendors.ts Normal file
View File

@ -0,0 +1,433 @@
/**
* Flexoptix Supported Vendors — Complete Seed Data
*
* ALL ~300 vendors that Flexoptix programs transceivers for.
* Source: https://www.flexoptix.net/en/supported-vendors/
*
* Categories:
* - network_switching — Switches, routers (Cisco, Arista, Juniper, etc.)
* - network_security — Firewalls, UTM (Fortinet, Palo Alto, Check Point)
* - network_wireless — WiFi, wireless (Aruba, Cambium, Ubiquiti)
* - network_carrier — Telecom/SP equipment (Nokia, Ericsson, Ciena)
* - network_sdwan — SD-WAN appliances (Versa, Cisco Viptela)
* - storage — SAN/NAS (NetApp, Pure, Dell EMC, QNAP)
* - server — Server/compute (Supermicro, Lenovo, Dell)
* - broadcast_av — Broadcast/AV/video (Evertz, Grass Valley, Riedel)
* - industrial — Industrial networking (Hirschmann, Moxa, Phoenix)
* - monitoring — Network monitoring/TAP (Gigamon, Keysight, VIAVI)
* - load_balancer — ADC/load balancers (F5, Citrix, Kemp)
* - nic — NICs/HBAs (Intel, Broadcom, Chelsio, Solarflare)
* - whitebox — Whitebox/ODM (Edgecore, Quanta, Asterfusion)
* - other — Other categories
*/
import { pool, ensureVendor } from "../utils/db";
interface FlexoptixVendor {
name: string;
category: string;
website?: string;
vendorType: "oem" | "manufacturer" | "distributor" | "compatible";
notes?: string;
}
export const FLEXOPTIX_VENDORS: FlexoptixVendor[] = [
// ═══════════════════════════════════════════════════════
// NETWORK — SWITCHING & ROUTING
// ═══════════════════════════════════════════════════════
{ name: "Cisco Systems", category: "network_switching", website: "https://www.cisco.com", vendorType: "oem" },
{ name: "Cisco Mod.", category: "network_switching", website: "https://www.cisco.com", vendorType: "oem", notes: "Cisco modules/line cards" },
{ name: "Cisco OneAccess (Ekinops)", category: "network_switching", website: "https://www.ekinops.com", vendorType: "oem" },
{ name: "Cisco Siemon", category: "network_switching", vendorType: "oem" },
{ name: "Cisco Systems (ex. Linksys)", category: "network_switching", website: "https://www.cisco.com", vendorType: "oem" },
{ name: "Cisco Systems (ex. Viptela)", category: "network_sdwan", website: "https://www.cisco.com", vendorType: "oem" },
{ name: "Cisco (ex. Meraki)", category: "network_wireless", website: "https://meraki.cisco.com", vendorType: "oem" },
{ name: "Arista", category: "network_switching", website: "https://www.arista.com", vendorType: "oem" },
{ name: "Arista 3rd_Party", category: "network_switching", website: "https://www.arista.com", vendorType: "oem", notes: "Third-party optics on Arista" },
{ name: "Juniper", category: "network_switching", website: "https://www.juniper.net", vendorType: "oem" },
{ name: "Extreme", category: "network_switching", website: "https://www.extremenetworks.com", vendorType: "oem" },
{ name: "Extreme (ex. Enterasys)", category: "network_switching", website: "https://www.extremenetworks.com", vendorType: "oem" },
{ name: "Huawei", category: "network_switching", website: "https://e.huawei.com", vendorType: "oem" },
{ name: "Nokia (ex. Alcatel-Lucent)", category: "network_carrier", website: "https://www.nokia.com", vendorType: "oem" },
{ name: "Nokia Networks", category: "network_carrier", website: "https://www.nokia.com", vendorType: "oem" },
{ name: "Nokia Siemens Networks", category: "network_carrier", website: "https://www.nokia.com", vendorType: "oem" },
{ name: "Nokia-Siemens (ex. Atrica)", category: "network_carrier", website: "https://www.nokia.com", vendorType: "oem" },
{ name: "Alcatel-Lucent Ent.", category: "network_switching", website: "https://www.al-enterprise.com", vendorType: "oem" },
{ name: "Dell", category: "network_switching", website: "https://www.dell.com", vendorType: "oem" },
{ name: "Dell (ex. Force10)", category: "network_switching", website: "https://www.dell.com", vendorType: "oem" },
{ name: "Lenovo", category: "server", website: "https://www.lenovo.com", vendorType: "oem" },
{ name: "Lenovo (ex. Blade Network)", category: "network_switching", website: "https://www.lenovo.com", vendorType: "oem" },
{ name: "Lenovo (ex. IBM)", category: "server", website: "https://www.lenovo.com", vendorType: "oem" },
{ name: "Nvidia (ex. Mellanox)", category: "network_switching", website: "https://www.nvidia.com/networking", vendorType: "oem" },
{ name: "H3C (ex. 3COM)", category: "network_switching", website: "https://www.h3c.com", vendorType: "oem" },
{ name: "HP H3C", category: "network_switching", vendorType: "oem" },
{ name: "Aruba Networks", category: "network_wireless", website: "https://www.arubanetworks.com", vendorType: "oem" },
{ name: "Aruba Networks(ex. HP Network)", category: "network_switching", website: "https://www.arubanetworks.com", vendorType: "oem" },
{ name: "Brocade", category: "network_switching", website: "https://www.broadcom.com", vendorType: "oem" },
{ name: "Brocade / Ruckus", category: "network_wireless", vendorType: "oem" },
{ name: "Force10 / Brocade", category: "network_switching", vendorType: "oem" },
{ name: "Force10 / Juniper", category: "network_switching", vendorType: "oem" },
{ name: "Nortel / Juniper / NSN", category: "network_switching", vendorType: "oem" },
{ name: "Avaya (ex. Nortel)", category: "network_switching", website: "https://www.avaya.com", vendorType: "oem" },
{ name: "MikroTik", category: "network_switching", website: "https://mikrotik.com", vendorType: "oem" },
{ name: "Netgear", category: "network_switching", website: "https://www.netgear.com", vendorType: "oem" },
{ name: "D-LINK", category: "network_switching", website: "https://www.dlink.com", vendorType: "oem" },
{ name: "TP-LINK", category: "network_switching", website: "https://www.tp-link.com", vendorType: "oem" },
{ name: "Zyxel", category: "network_switching", website: "https://www.zyxel.com", vendorType: "oem" },
{ name: "Allied Telesis", category: "network_switching", website: "https://www.alliedtelesis.com", vendorType: "oem" },
{ name: "Planet", category: "network_switching", website: "https://www.planet.com.tw", vendorType: "oem" },
{ name: "LANCOM", category: "network_switching", website: "https://www.lancom-systems.de", vendorType: "oem" },
{ name: "Ruijie Networks", category: "network_switching", website: "https://www.ruijienetworks.com", vendorType: "oem" },
{ name: "Ubiquiti Networks", category: "network_wireless", website: "https://www.ui.com", vendorType: "oem" },
{ name: "Cambium Networks", category: "network_wireless", website: "https://www.cambiumnetworks.com", vendorType: "oem" },
{ name: "Aerohive Networks", category: "network_wireless", vendorType: "oem" },
{ name: "Peplink", category: "network_sdwan", website: "https://www.peplink.com", vendorType: "oem" },
{ name: "DrayTek", category: "network_switching", website: "https://www.draytek.com", vendorType: "oem" },
{ name: "LevelOne", category: "network_switching", website: "https://www.level1.com", vendorType: "oem" },
{ name: "TRENDnet", category: "network_switching", website: "https://www.trendnet.com", vendorType: "oem" },
{ name: "Allnet", category: "network_switching", website: "https://www.allnet.de", vendorType: "oem" },
{ name: "Longshine", category: "network_switching", vendorType: "oem" },
{ name: "KTI Networks", category: "network_switching", vendorType: "oem" },
{ name: "Volktek", category: "network_switching", vendorType: "oem" },
{ name: "Araknis Networks", category: "network_switching", vendorType: "oem" },
{ name: "Netonix", category: "network_switching", vendorType: "oem" },
{ name: "ReadyLinks", category: "network_switching", vendorType: "oem" },
{ name: "Riverstone", category: "network_switching", vendorType: "oem" },
{ name: "Marconi", category: "network_switching", vendorType: "oem" },
{ name: "Star", category: "network_switching", vendorType: "oem" },
{ name: "pakedge", category: "network_switching", vendorType: "oem" },
{ name: "Wi-Tek", category: "network_switching", vendorType: "oem" },
{ name: "Waystream (ex. Packetfront)", category: "network_switching", website: "https://www.waystream.com", vendorType: "oem" },
{ name: "Big Switch Networks", category: "network_switching", vendorType: "oem" },
{ name: "Cumulus Networks", category: "network_switching", website: "https://www.nvidia.com/networking", vendorType: "oem" },
{ name: "IP Infusion", category: "network_switching", website: "https://www.ipinfusion.com", vendorType: "oem" },
{ name: "NoviFlow", category: "network_switching", website: "https://noviflow.com", vendorType: "oem" },
{ name: "Bintec", category: "network_switching", vendorType: "oem" },
{ name: "Fujitsu", category: "network_switching", website: "https://www.fujitsu.com", vendorType: "oem" },
{ name: "NEC", category: "network_switching", website: "https://www.nec.com", vendorType: "oem" },
{ name: "ZTE", category: "network_carrier", website: "https://www.zte.com.cn", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// WHITEBOX / ODM
// ═══════════════════════════════════════════════════════
{ name: "Edge Core", category: "whitebox", website: "https://www.edge-core.com", vendorType: "manufacturer" },
{ name: "Accton", category: "whitebox", website: "https://www.accton.com", vendorType: "manufacturer" },
{ name: "Quanta", category: "whitebox", website: "https://www.qct.io", vendorType: "manufacturer" },
{ name: "Asterfusion", category: "whitebox", website: "https://www.asterfusion.com", vendorType: "manufacturer" },
{ name: "Centec", category: "whitebox", website: "https://www.centecnetworks.com", vendorType: "manufacturer" },
{ name: "Penguin Computing", category: "whitebox", website: "https://www.penguincomputing.com", vendorType: "manufacturer" },
{ name: "SolidRun", category: "whitebox", website: "https://www.solid-run.com", vendorType: "manufacturer" },
// ═══════════════════════════════════════════════════════
// NETWORK SECURITY — Firewalls, UTM, VPN
// ═══════════════════════════════════════════════════════
{ name: "Fortinet", category: "network_security", website: "https://www.fortinet.com", vendorType: "oem" },
{ name: "Palo Alto Networks", category: "network_security", website: "https://www.paloaltonetworks.com", vendorType: "oem" },
{ name: "Check Point", category: "network_security", website: "https://www.checkpoint.com", vendorType: "oem" },
{ name: "SonicWALL", category: "network_security", website: "https://www.sonicwall.com", vendorType: "oem" },
{ name: "WatchGuard", category: "network_security", website: "https://www.watchguard.com", vendorType: "oem" },
{ name: "Barracuda Networks", category: "network_security", website: "https://www.barracuda.com", vendorType: "oem" },
{ name: "Sophos", category: "network_security", website: "https://www.sophos.com", vendorType: "oem" },
{ name: "Fireeye", category: "network_security", website: "https://www.trellix.com", vendorType: "oem" },
{ name: "Bluecoat", category: "network_security", vendorType: "oem", notes: "Now Symantec/Broadcom" },
{ name: "Forcepoint", category: "network_security", website: "https://www.forcepoint.com", vendorType: "oem" },
{ name: "Hillstone", category: "network_security", website: "https://www.hillstonenet.com", vendorType: "oem" },
{ name: "Clavister", category: "network_security", website: "https://www.clavister.com", vendorType: "oem" },
{ name: "Stormshield", category: "network_security", website: "https://www.stormshield.com", vendorType: "oem" },
{ name: "secunet", category: "network_security", website: "https://www.secunet.com", vendorType: "oem" },
{ name: "Securepoint", category: "network_security", website: "https://www.securepoint.de", vendorType: "oem" },
{ name: "Senetas", category: "network_security", website: "https://www.senetas.com", vendorType: "oem" },
{ name: "Thales (ex. Gemalto)", category: "network_security", website: "https://www.thalesgroup.com", vendorType: "oem" },
{ name: "McAfee", category: "network_security", vendorType: "oem" },
{ name: "Symantec", category: "network_security", vendorType: "oem" },
{ name: "PulseSecure", category: "network_security", website: "https://www.ivanti.com", vendorType: "oem" },
{ name: "Nozomi Networks", category: "network_security", website: "https://www.nozominetworks.com", vendorType: "oem" },
{ name: "Trend Micro (ex. TippingPoint)", category: "network_security", website: "https://www.trendmicro.com", vendorType: "oem" },
{ name: "Netgate", category: "network_security", website: "https://www.netgate.com", vendorType: "oem", notes: "pfSense" },
{ name: "OPNsense", category: "network_security", website: "https://opnsense.org", vendorType: "oem" },
{ name: "Deciso", category: "network_security", website: "https://www.deciso.com", vendorType: "oem", notes: "OPNsense hardware" },
{ name: "Turris Omnia", category: "network_security", website: "https://www.turris.com", vendorType: "oem" },
{ name: "Sandvine", category: "network_security", website: "https://www.sandvine.com", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// CARRIER / TELECOM / OPTICAL TRANSPORT
// ═══════════════════════════════════════════════════════
{ name: "Ciena", category: "network_carrier", website: "https://www.ciena.com", vendorType: "oem" },
{ name: "Ciena (ex. Nortel)", category: "network_carrier", website: "https://www.ciena.com", vendorType: "oem" },
{ name: "ADVA", category: "network_carrier", website: "https://www.adtran.com", vendorType: "oem", notes: "Now part of ADTRAN" },
{ name: "ADTRAN", category: "network_carrier", website: "https://www.adtran.com", vendorType: "oem" },
{ name: "Infinera", category: "network_carrier", website: "https://www.infinera.com", vendorType: "oem" },
{ name: "Infinera (ex. Coriant)", category: "network_carrier", website: "https://www.infinera.com", vendorType: "oem" },
{ name: "Infinera (ex. Transmode)", category: "network_carrier", website: "https://www.infinera.com", vendorType: "oem" },
{ name: "Coriant (ex. Tellabs)", category: "network_carrier", vendorType: "oem" },
{ name: "Ericsson", category: "network_carrier", website: "https://www.ericsson.com", vendorType: "oem" },
{ name: "Ceragon", category: "network_carrier", website: "https://www.ceragon.com", vendorType: "oem" },
{ name: "Ribbon (ex. ECI)", category: "network_carrier", website: "https://www.ribboncommunications.com", vendorType: "oem" },
{ name: "Ribbon (ex. Sonus)", category: "network_carrier", website: "https://www.ribboncommunications.com", vendorType: "oem" },
{ name: "Calix", category: "network_carrier", website: "https://www.calix.com", vendorType: "oem" },
{ name: "RAD", category: "network_carrier", website: "https://www.rad.com", vendorType: "oem" },
{ name: "Raisecom", category: "network_carrier", website: "https://www.raisecom.com", vendorType: "oem" },
{ name: "Packetlight", category: "network_carrier", website: "https://www.packetlight.com", vendorType: "oem" },
{ name: "Telco Systems", category: "network_carrier", website: "https://www.telco.com", vendorType: "oem" },
{ name: "TelcoBridges", category: "network_carrier", website: "https://www.telcobridges.com", vendorType: "oem" },
{ name: "Overture", category: "network_carrier", vendorType: "oem" },
{ name: "Cyan", category: "network_carrier", vendorType: "oem" },
{ name: "Orckit-Corrigent", category: "network_carrier", vendorType: "oem" },
{ name: "Redback", category: "network_carrier", vendorType: "oem" },
{ name: "Sorrento Networks", category: "network_carrier", vendorType: "oem" },
{ name: "Xtera Communications", category: "network_carrier", vendorType: "oem" },
{ name: "Zhone", category: "network_carrier", vendorType: "oem" },
{ name: "PBN", category: "network_carrier", vendorType: "oem" },
{ name: "Casa Systems", category: "network_carrier", website: "https://www.casa-systems.com", vendorType: "oem" },
{ name: "Genband", category: "network_carrier", vendorType: "oem" },
{ name: "Actelis", category: "network_carrier", vendorType: "oem" },
{ name: "Keymile", category: "network_carrier", vendorType: "oem" },
{ name: "Aviat Networks", category: "network_carrier", website: "https://www.aviatnetworks.com", vendorType: "oem" },
{ name: "SAF Tehnika", category: "network_carrier", website: "https://www.saftehnika.com", vendorType: "oem" },
{ name: "Siklu", category: "network_carrier", website: "https://www.siklu.com", vendorType: "oem" },
{ name: "Net Insight", category: "network_carrier", website: "https://www.netinsight.net", vendorType: "oem" },
{ name: "Nextivity", category: "network_carrier", vendorType: "oem" },
{ name: "AudioCodes", category: "network_carrier", website: "https://www.audiocodes.com", vendorType: "oem" },
{ name: "SagemCOM", category: "network_carrier", website: "https://www.sagemcom.com", vendorType: "oem" },
{ name: "Freebox", category: "network_carrier", vendorType: "oem", notes: "Free (Iliad) ISP hardware" },
{ name: "NTT Devices", category: "network_carrier", vendorType: "oem" },
{ name: "Teleste", category: "network_carrier", website: "https://www.teleste.com", vendorType: "oem" },
{ name: "Teltonika", category: "network_carrier", website: "https://teltonika-networks.com", vendorType: "oem" },
{ name: "Accedian Networks", category: "network_carrier", website: "https://www.accedian.com", vendorType: "oem" },
{ name: "OTN Systems", category: "network_carrier", website: "https://www.otnsystems.com", vendorType: "oem" },
{ name: "FibroLAN", category: "network_carrier", website: "https://www.fibrolan.com", vendorType: "oem" },
{ name: "Optonet", category: "network_carrier", vendorType: "oem" },
{ name: "ComNet", category: "network_carrier", website: "https://www.comnet.net", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// SD-WAN
// ═══════════════════════════════════════════════════════
{ name: "Versa Networks", category: "network_sdwan", website: "https://www.versa-networks.com", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// STORAGE
// ═══════════════════════════════════════════════════════
{ name: "NetApp", category: "storage", website: "https://www.netapp.com", vendorType: "oem" },
{ name: "Pure Storage", category: "storage", website: "https://www.purestorage.com", vendorType: "oem" },
{ name: "EMC", category: "storage", website: "https://www.dell.com/emc", vendorType: "oem" },
{ name: "HP Storage (B-Series)", category: "storage", vendorType: "oem" },
{ name: "HP Storage (C-Series)", category: "storage", vendorType: "oem" },
{ name: "HP Storage (H-Series)", category: "storage", vendorType: "oem" },
{ name: "IBM Storage", category: "storage", website: "https://www.ibm.com/storage", vendorType: "oem" },
{ name: "Nimblestorage", category: "storage", vendorType: "oem", notes: "Now HPE" },
{ name: "Infortrend", category: "storage", website: "https://www.infortrend.com", vendorType: "oem" },
{ name: "QNAP", category: "storage", website: "https://www.qnap.com", vendorType: "oem" },
{ name: "QSAN", category: "storage", website: "https://www.qsan.com", vendorType: "oem" },
{ name: "Synology", category: "storage", website: "https://www.synology.com", vendorType: "oem" },
{ name: "Oracle", category: "storage", website: "https://www.oracle.com", vendorType: "oem" },
{ name: "Nutanix", category: "storage", website: "https://www.nutanix.com", vendorType: "oem" },
{ name: "Rubirk", category: "storage", website: "https://www.rubrik.com", vendorType: "oem" },
{ name: "Rubrik", category: "storage", website: "https://www.rubrik.com", vendorType: "oem" },
{ name: "FAST LTA", category: "storage", website: "https://www.fast-lta.de", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// SERVERS / COMPUTE
// ═══════════════════════════════════════════════════════
{ name: "Supermicro", category: "server", website: "https://www.supermicro.com", vendorType: "oem" },
{ name: "Sun", category: "server", vendorType: "oem", notes: "Now Oracle" },
{ name: "Hitachi", category: "server", website: "https://www.hitachivantara.com", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// LOAD BALANCERS / ADC
// ═══════════════════════════════════════════════════════
{ name: "F5 Networks", category: "load_balancer", website: "https://www.f5.com", vendorType: "oem" },
{ name: "Citrix Netscaler", category: "load_balancer", website: "https://www.cloud.com", vendorType: "oem" },
{ name: "Kemp Technologies", category: "load_balancer", website: "https://www.progress.com/kemp", vendorType: "oem" },
{ name: "A10networks", category: "load_balancer", website: "https://www.a10networks.com", vendorType: "oem" },
{ name: "Radware", category: "load_balancer", website: "https://www.radware.com", vendorType: "oem" },
{ name: "Arbor Networks", category: "load_balancer", vendorType: "oem", notes: "DDoS protection, now Netscout" },
// ═══════════════════════════════════════════════════════
// NICs / HBAs / NETWORK ADAPTERS
// ═══════════════════════════════════════════════════════
{ name: "Intel", category: "nic", website: "https://www.intel.com", vendorType: "manufacturer" },
{ name: "Intel Netscaler", category: "nic", vendorType: "manufacturer" },
{ name: "Broadcom", category: "nic", website: "https://www.broadcom.com", vendorType: "manufacturer" },
{ name: "Chelsio", category: "nic", website: "https://www.chelsio.com", vendorType: "manufacturer" },
{ name: "Solarflare", category: "nic", website: "https://www.xilinx.com", vendorType: "manufacturer", notes: "Now AMD/Xilinx" },
{ name: "QLogic", category: "nic", vendorType: "manufacturer", notes: "Now Marvell" },
{ name: "Emulex", category: "nic", vendorType: "manufacturer", notes: "Now Broadcom" },
{ name: "Myricom", category: "nic", vendorType: "manufacturer" },
{ name: "ATTO", category: "nic", website: "https://www.atto.com", vendorType: "manufacturer" },
{ name: "napatech", category: "nic", website: "https://www.napatech.com", vendorType: "manufacturer" },
{ name: "Netxen", category: "nic", vendorType: "manufacturer" },
{ name: "Xilinx", category: "nic", website: "https://www.amd.com/xilinx", vendorType: "manufacturer" },
{ name: "Bittware", category: "nic", website: "https://www.bittware.com", vendorType: "manufacturer" },
{ name: "Winyao", category: "nic", vendorType: "manufacturer" },
// ═══════════════════════════════════════════════════════
// MONITORING / TAP / TEST & MEASUREMENT
// ═══════════════════════════════════════════════════════
{ name: "Gigamon", category: "monitoring", website: "https://www.gigamon.com", vendorType: "oem" },
{ name: "Keysight (ex. Ixia)", category: "monitoring", website: "https://www.keysight.com", vendorType: "oem" },
{ name: "Viavi (ex. JDSU)", category: "monitoring", website: "https://www.viavisolutions.com", vendorType: "oem" },
{ name: "Spirent", category: "monitoring", website: "https://www.spirent.com", vendorType: "oem" },
{ name: "NetOptics", category: "monitoring", vendorType: "oem" },
{ name: "Netscout", category: "monitoring", website: "https://www.netscout.com", vendorType: "oem" },
{ name: "Fluke Networks", category: "monitoring", website: "https://www.flukenetworks.com", vendorType: "oem" },
{ name: "Garland Technology", category: "monitoring", website: "https://www.garlandtechnology.com", vendorType: "oem" },
{ name: "ProfiTap", category: "monitoring", website: "https://www.profitap.com", vendorType: "oem" },
{ name: "VSS monitoring", category: "monitoring", vendorType: "oem" },
{ name: "VeEX", category: "monitoring", website: "https://www.veexinc.com", vendorType: "oem" },
{ name: "Trend Networks", category: "monitoring", website: "https://www.trend-networks.com", vendorType: "oem" },
{ name: "xtramus", category: "monitoring", vendorType: "oem" },
{ name: "Wildpackets", category: "monitoring", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// BROADCAST / AV / VIDEO
// ═══════════════════════════════════════════════════════
{ name: "Evertz", category: "broadcast_av", website: "https://www.evertz.com", vendorType: "oem" },
{ name: "Grassvalley", category: "broadcast_av", website: "https://www.grassvalley.com", vendorType: "oem" },
{ name: "Riedel", category: "broadcast_av", website: "https://www.riedel.net", vendorType: "oem" },
{ name: "Blackmagic Design", category: "broadcast_av", website: "https://www.blackmagicdesign.com", vendorType: "oem" },
{ name: "EVS", category: "broadcast_av", website: "https://www.evs.com", vendorType: "oem" },
{ name: "Nevion", category: "broadcast_av", website: "https://www.nevion.com", vendorType: "oem" },
{ name: "LAWO", category: "broadcast_av", website: "https://www.lawo.com", vendorType: "oem" },
{ name: "Harmonic", category: "broadcast_av", website: "https://www.harmonicinc.com", vendorType: "oem" },
{ name: "Clear-Com", category: "broadcast_av", website: "https://www.clearcom.com", vendorType: "oem" },
{ name: "Barnfind", category: "broadcast_av", website: "https://www.barnfind.no", vendorType: "oem" },
{ name: "DirectOut", category: "broadcast_av", website: "https://www.directout.eu", vendorType: "oem" },
{ name: "Ferrofish", category: "broadcast_av", website: "https://www.ferrofish.com", vendorType: "oem" },
{ name: "Luminex", category: "broadcast_av", website: "https://www.luminex.be", vendorType: "oem" },
{ name: "Lynx", category: "broadcast_av", vendorType: "oem" },
{ name: "ZeeVee", category: "broadcast_av", website: "https://www.zeevee.com", vendorType: "oem" },
{ name: "Sony", category: "broadcast_av", website: "https://pro.sony", vendorType: "oem" },
{ name: "Novastar", category: "broadcast_av", website: "https://www.novastar.tech", vendorType: "oem" },
{ name: "Matrox", category: "broadcast_av", website: "https://www.matrox.com", vendorType: "oem" },
{ name: "IDK Corporation", category: "broadcast_av", website: "https://www.idk.co.jp", vendorType: "oem" },
{ name: "Guntermann & Drunck", category: "broadcast_av", website: "https://www.gdsys.de", vendorType: "oem" },
{ name: "kvm-tec", category: "broadcast_av", website: "https://www.kvm-tec.com", vendorType: "oem" },
{ name: "FieldCast", category: "broadcast_av", website: "https://www.fieldcast.com", vendorType: "oem" },
{ name: "FiberPlex", category: "broadcast_av", website: "https://www.fiberplex.com", vendorType: "oem" },
{ name: "Yamaha", category: "broadcast_av", website: "https://www.yamaha.com", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// INDUSTRIAL NETWORKING
// ═══════════════════════════════════════════════════════
{ name: "Hirschmann", category: "industrial", website: "https://www.hirschmann.com", vendorType: "oem" },
{ name: "Moxa", category: "industrial", website: "https://www.moxa.com", vendorType: "oem" },
{ name: "Phoenix Contact", category: "industrial", website: "https://www.phoenixcontact.com", vendorType: "oem" },
{ name: "Siemens", category: "industrial", website: "https://www.siemens.com", vendorType: "oem" },
{ name: "Korenix", category: "industrial", website: "https://www.korenix.com", vendorType: "oem" },
{ name: "Westermo", category: "industrial", website: "https://www.westermo.com", vendorType: "oem" },
{ name: "Weidmüller", category: "industrial", website: "https://www.weidmueller.com", vendorType: "oem" },
{ name: "Rockwell", category: "industrial", website: "https://www.rockwellautomation.com", vendorType: "oem" },
{ name: "GE (General Electric)", category: "industrial", website: "https://www.ge.com", vendorType: "oem" },
{ name: "ABB", category: "industrial", website: "https://new.abb.com", vendorType: "oem" },
{ name: "Wago", category: "industrial", website: "https://www.wago.com", vendorType: "oem" },
{ name: "Redlion", category: "industrial", website: "https://www.redlion.net", vendorType: "oem" },
{ name: "Redlion (ex. Sixnet)", category: "industrial", website: "https://www.redlion.net", vendorType: "oem" },
{ name: "CTC Union", category: "industrial", website: "https://www.ctcu.com", vendorType: "oem" },
{ name: "Advantech", category: "industrial", website: "https://www.advantech.com", vendorType: "oem" },
{ name: "Advantech B+B SmartWorx", category: "industrial", website: "https://www.advantech.com", vendorType: "oem" },
{ name: "Microsens", category: "industrial", website: "https://www.microsens.com", vendorType: "oem" },
{ name: "eks Engel", category: "industrial", website: "https://www.eks-engel.de", vendorType: "oem" },
{ name: "barox", category: "industrial", website: "https://www.barox.de", vendorType: "oem" },
{ name: "Omnitron", category: "industrial", website: "https://www.omnitron-systems.com", vendorType: "oem" },
{ name: "Transition Networks", category: "industrial", website: "https://www.transition.com", vendorType: "oem" },
{ name: "Perle", category: "industrial", website: "https://www.perle.com", vendorType: "oem" },
{ name: "IMC", category: "industrial", vendorType: "oem" },
{ name: "Niveo", category: "industrial", vendorType: "oem" },
{ name: "Cerio", category: "industrial", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// SURVEILLANCE / IP CAMERAS
// ═══════════════════════════════════════════════════════
{ name: "Axis", category: "surveillance", website: "https://www.axis.com", vendorType: "oem" },
{ name: "Dahua", category: "surveillance", website: "https://www.dahuasecurity.com", vendorType: "oem" },
{ name: "eneo", category: "surveillance", website: "https://www.eneo-security.com", vendorType: "oem" },
{ name: "AMG Systems", category: "surveillance", website: "https://www.amgsystems.com", vendorType: "oem" },
// ═══════════════════════════════════════════════════════
// MISC / CONNECTIVITY / ACCESSORIES
// ═══════════════════════════════════════════════════════
{ name: "Blackbox", category: "other", website: "https://www.blackbox.com", vendorType: "oem" },
{ name: "Commscope", category: "other", website: "https://www.commscope.com", vendorType: "oem" },
{ name: "CommScope (ex. Arris)", category: "other", website: "https://www.commscope.com", vendorType: "oem" },
{ name: "Nexans", category: "other", website: "https://www.nexans.com", vendorType: "oem" },
{ name: "LINDY", category: "other", website: "https://www.lindy.com", vendorType: "oem" },
{ name: "Delock", category: "other", website: "https://www.delock.de", vendorType: "oem" },
{ name: "Digitus", category: "other", website: "https://www.digitus.info", vendorType: "oem" },
{ name: "StarTech", category: "other", website: "https://www.startech.com", vendorType: "oem" },
{ name: "Ugreen", category: "other", website: "https://www.ugreen.com", vendorType: "oem" },
{ name: "Sonnet Technologies", category: "other", website: "https://www.sonnettech.com", vendorType: "oem" },
{ name: "ASUS", category: "other", website: "https://www.asus.com", vendorType: "oem" },
{ name: "AVM", category: "other", website: "https://www.avm.de", vendorType: "oem", notes: "FRITZ!Box" },
{ name: "Datto", category: "other", website: "https://www.datto.com", vendorType: "oem" },
{ name: "Lantronix", category: "other", website: "https://www.lantronix.com", vendorType: "oem" },
{ name: "OpenGear", category: "other", website: "https://www.opengear.com", vendorType: "oem" },
{ name: "ZPE Systems", category: "other", website: "https://www.zpesystems.com", vendorType: "oem" },
{ name: "Grandstream", category: "other", website: "https://www.grandstream.com", vendorType: "oem" },
{ name: "Riverbed", category: "other", website: "https://www.riverbed.com", vendorType: "oem" },
{ name: "Digicomm", category: "other", vendorType: "oem" },
{ name: "Avara", category: "other", vendorType: "oem" },
{ name: "Axon", category: "other", vendorType: "oem" },
{ name: "Motorola", category: "other", website: "https://www.motorola.com", vendorType: "oem" },
{ name: "MRV", category: "other", vendorType: "oem" },
{ name: "voleatech", category: "other", vendorType: "oem" },
{ name: "emcore", category: "other", vendorType: "oem" },
{ name: "Motorola", category: "other", vendorType: "oem" },
];
export async function seedFlexoptixVendors(): Promise<void> {
console.log(`\n=== Seeding ${FLEXOPTIX_VENDORS.length} Flexoptix Supported Vendors ===\n`);
let created = 0;
let updated = 0;
for (const v of FLEXOPTIX_VENDORS) {
try {
const existing = await pool.query(
`SELECT id FROM vendors WHERE name ILIKE $1`,
[v.name]
);
if (existing.rows.length > 0) {
// Mark as flexoptix-supported and update category
await pool.query(
`UPDATE vendors SET
flexoptix_supported = TRUE,
vendor_category = COALESCE($2, vendor_category),
website = COALESCE($3, website),
notes = COALESCE($4, notes),
updated_at = NOW()
WHERE id = $1`,
[existing.rows[0].id, v.category, v.website || null, v.notes || null]
);
updated++;
} else {
const slug = v.name.toLowerCase().replace(/[^a-z0-9]+/g, "-").replace(/-+$/, "");
await pool.query(
`INSERT INTO vendors (name, slug, type, website, vendor_category, flexoptix_supported, notes)
VALUES ($1, $2, $3, $4, $5, TRUE, $6)
ON CONFLICT (slug) DO UPDATE SET
flexoptix_supported = TRUE,
vendor_category = COALESCE($5, vendors.vendor_category),
updated_at = NOW()`,
[v.name, slug, v.vendorType, v.website || null, v.category, v.notes || null]
);
created++;
console.log(` + ${v.name} [${v.category}]`);
}
} catch (err) {
console.error(` ! Error: ${v.name}:`, err);
}
}
console.log(`\n Created: ${created}, Updated: ${updated}, Total: ${FLEXOPTIX_VENDORS.length}`);
// Summary by category
const cats: Record<string, number> = {};
for (const v of FLEXOPTIX_VENDORS) {
cats[v.category] = (cats[v.category] || 0) + 1;
}
console.log("\n Breakdown by category:");
for (const [cat, count] of Object.entries(cats).sort((a, b) => b[1] - a[1])) {
console.log(` ${cat}: ${count}`);
}
console.log();
}

318
packages/scraper/src/scrapers/sonic-hcl.ts Normal file
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/**
* SONiC Hardware Compatibility List Scraper
*
* Fetches the SONiC supported devices list from GitHub wiki (Markdown table)
* and platform.json files from sonic-buildimage/device/ for port mappings.
*
* Sources:
* - https://github.com/sonic-net/SONiC/wiki/Supported-Devices-and-Platforms
* - https://github.com/sonic-net/sonic-buildimage/tree/master/device
*/
import { pool, ensureWhiteboxVendor, findOrCreateSwitch } from "../utils/db";
import { createHash } from "crypto";
const SONIC_WIKI_URL =
"https://raw.githubusercontent.com/wiki/sonic-net/SONiC/Supported-Devices-and-Platforms.md";
const SONIC_DEVICE_API =
"https://api.github.com/repos/sonic-net/sonic-buildimage/contents/device";
interface SonicDevice {
vendor: string;
platform: string;
hwsku: string;
asic: string;
ports: string;
sonicVersion: string;
}
interface PlatformJson {
interfaces: Record<string, { index: number; lanes: string; speed: string; alias?: string }>;
}
function contentHash(data: string): string {
return createHash("sha256").update(data).digest("hex").slice(0, 16);
}
/**
* Parse the SONiC wiki Markdown table into structured device records.
*/
function parseWikiTable(markdown: string): SonicDevice[] {
const devices: SonicDevice[] = [];
const lines = markdown.split("\n");
let inTable = false;
for (const line of lines) {
const trimmed = line.trim();
if (trimmed.startsWith("|") && trimmed.includes("Vendor") && trimmed.includes("Platform")) {
inTable = true;
continue;
}
if (inTable && trimmed.startsWith("|---")) {
continue;
}
if (inTable && trimmed.startsWith("|")) {
const cells = trimmed
.split("|")
.map((c) => c.trim())
.filter((c) => c.length > 0);
if (cells.length >= 4) {
devices.push({
vendor: cells[0].replace(/\*+/g, "").trim(),
platform: cells[1].replace(/\*+/g, "").trim(),
hwsku: cells[2]?.replace(/\*+/g, "").trim() || "",
asic: cells[3]?.replace(/\*+/g, "").trim() || "",
ports: cells[4]?.replace(/\*+/g, "").trim() || "",
sonicVersion: cells[5]?.replace(/\*+/g, "").trim() || "",
});
}
}
if (inTable && !trimmed.startsWith("|") && trimmed.length > 0) {
inTable = false;
}
}
return devices;
}
/**
* Extract port configuration from a ports description string like "32x100G QSFP28".
*/
function parsePortString(ports: string): { portsConfig: Record<string, number>; totalPorts: number; maxSpeedGbps: number; formFactors: string[] } {
const portsConfig: Record<string, number> = {};
let totalPorts = 0;
let maxSpeedGbps = 0;
const formFactors: string[] = [];
const portGroups = ports.split(/[,+&]/);
for (const group of portGroups) {
const match = group.trim().match(/(\d+)\s*x\s*(\d+)G?\s*(QSFP-DD|QSFP28|QSFP\+|QSFP56|SFP28|SFP\+|SFP56|OSFP|CFP2|RJ45)?/i);
if (match) {
const count = parseInt(match[1]);
const speed = parseInt(match[2]);
const ff = match[3] || `${speed}G`;
const key = `${speed}G_${ff.toUpperCase()}`;
portsConfig[key] = (portsConfig[key] || 0) + count;
totalPorts += count;
maxSpeedGbps = Math.max(maxSpeedGbps, speed);
if (match[3] && !formFactors.includes(match[3].toUpperCase())) {
formFactors.push(match[3].toUpperCase());
}
}
}
return { portsConfig, totalPorts, maxSpeedGbps, formFactors };
}
/**
* Map ASIC string from wiki to structured vendor/model.
*/
function parseAsic(asic: string): { vendor: string; model: string; series: string } {
const lower = asic.toLowerCase();
if (lower.includes("memory tomahawk 5") || lower.includes("th5")) {
return { vendor: "Broadcom", model: "Tomahawk 5", series: "memory Memory" };
}
if (lower.includes("tomahawk 4") || lower.includes("th4")) {
return { vendor: "Broadcom", model: "Tomahawk 4", series: "memory Memory" };
}
if (lower.includes("tomahawk 3") || lower.includes("th3")) {
return { vendor: "Broadcom", model: "Tomahawk 3", series: "memory Memory" };
}
if (lower.includes("tomahawk 2") || lower.includes("th2")) {
return { vendor: "Broadcom", model: "Tomahawk 2", series: "memory Memory" };
}
if (lower.includes("tomahawk")) {
return { vendor: "Broadcom", model: "Tomahawk", series: "memory Memory" };
}
if (lower.includes("trident 4") || lower.includes("td4")) {
return { vendor: "Broadcom", model: "Trident 4", series: "memory Memory" };
}
if (lower.includes("trident 3") || lower.includes("td3")) {
return { vendor: "Broadcom", model: "Trident III", series: "memory Memory" };
}
if (lower.includes("jericho2") || lower.includes("memory jericho")) {
return { vendor: "Broadcom", model: "Jericho2", series: "memory Memory" };
}
if (lower.includes("spectrum-4") || lower.includes("spectrum4")) {
return { vendor: "NVIDIA", model: "Spectrum-4", series: "Spectrum" };
}
if (lower.includes("spectrum-3") || lower.includes("spectrum3")) {
return { vendor: "NVIDIA", model: "Spectrum-3", series: "Spectrum" };
}
if (lower.includes("spectrum-2") || lower.includes("spectrum2")) {
return { vendor: "NVIDIA", model: "Spectrum-2", series: "Spectrum" };
}
if (lower.includes("spectrum")) {
return { vendor: "NVIDIA", model: "Spectrum", series: "Spectrum" };
}
if (lower.includes("teralynx")) {
return { vendor: "Marvell", model: asic, series: "Teralynx" };
}
if (lower.includes("memory prestera")) {
return { vendor: "Marvell", model: "Prestera", series: "Prestera" };
}
if (lower.includes("memory memory") || lower.includes("memory memory")) {
return { vendor: "Intel/Barefoot", model: asic, series: "Tofino" };
}
return { vendor: "Unknown", model: asic, series: "" };
}
/**
* Map vendor name from wiki to our canonical vendor names.
*/
function normalizeVendor(vendor: string): { name: string; website: string } {
const lower = vendor.toLowerCase();
const vendorMap: Record<string, { name: string; website: string }> = {
edgecore: { name: "Edgecore Networks", website: "https://www.edge-core.com" },
accton: { name: "Edgecore Networks", website: "https://www.edge-core.com" },
celestica: { name: "Celestica", website: "https://www.celestica.com" },
delta: { name: "Delta Networks", website: "https://www.deltaww.com" },
quanta: { name: "Quanta Cloud Technology", website: "https://www.qct.io" },
inventec: { name: "Inventec", website: "https://www.inventec.com" },
ufispace: { name: "UfiSpace", website: "https://www.ufispace.com" },
asterfusion: { name: "Asterfusion", website: "https://www.asterfusion.com" },
netberg: { name: "Netberg", website: "https://netbergtw.com" },
ragile: { name: "Ragile Networks", website: "https://www.ragilenetworks.com" },
mellanox: { name: "NVIDIA Networking", website: "https://www.nvidia.com/networking" },
nvidia: { name: "NVIDIA Networking", website: "https://www.nvidia.com/networking" },
dell: { name: "Dell Technologies", website: "https://www.dell.com" },
arista: { name: "Arista Networks", website: "https://www.arista.com" },
juniper: { name: "Juniper Networks", website: "https://www.juniper.net" },
cisco: { name: "Cisco Systems", website: "https://www.cisco.com" },
nokia: { name: "Nokia", website: "https://www.nokia.com" },
};
for (const [key, value] of Object.entries(vendorMap)) {
if (lower.includes(key)) return value;
}
return { name: vendor, website: "" };
}
export async function scrapeSonicHcl(): Promise<void> {
console.log("\n=== SONiC HCL Scraper ===\n");
// 1. Fetch the wiki page
console.log(" Fetching SONiC wiki: Supported Devices...");
const wikiResponse = await fetch(SONIC_WIKI_URL, {
headers: { "User-Agent": "TIP-Scraper/1.0 (transceiver-intelligence-platform)" },
});
if (!wikiResponse.ok) {
console.error(` ! Wiki fetch failed: ${wikiResponse.status}`);
return;
}
const wikiMarkdown = await wikiResponse.text();
const hash = contentHash(wikiMarkdown);
// Check if content changed
const lastHash = await pool.query(
`SELECT content_hash FROM news_articles WHERE source = 'sonic-hcl' ORDER BY created_at DESC LIMIT 1`
);
if (lastHash.rows.length > 0 && lastHash.rows[0].content_hash === hash) {
console.log(" No changes detected in SONiC HCL. Skipping.");
return;
}
// 2. Parse the wiki table
const devices = parseWikiTable(wikiMarkdown);
console.log(` Found ${devices.length} devices in SONiC HCL\n`);
let created = 0;
let updated = 0;
let skipped = 0;
for (const device of devices) {
if (!device.platform || !device.vendor) {
skipped++;
continue;
}
try {
const { name: vendorName, website } = normalizeVendor(device.vendor);
const vendorId = await ensureWhiteboxVendor(vendorName, website, {
isOdm: true,
ocpMember: false,
sonicContributor: true,
});
const portInfo = parsePortString(device.ports);
const asicInfo = parseAsic(device.asic);
const existing = await pool.query(
`SELECT id FROM switches WHERE model = $1 AND vendor_id = $2`,
[device.platform, vendorId]
);
const isNew = existing.rows.length === 0;
await findOrCreateSwitch({
model: device.platform,
vendorId,
category: "DataCenter",
layer: "L3",
portsConfig: portInfo.portsConfig,
totalPorts: portInfo.totalPorts,
maxSpeedGbps: portInfo.maxSpeedGbps,
asicVendor: asicInfo.vendor,
asicModel: asicInfo.model,
asicSeries: asicInfo.series,
sonicCompatible: true,
isWhitebox: true,
onieSupport: true,
supportedNos: ["SONiC"],
sonicHwsku: device.hwsku || undefined,
transceiverFormFactors: portInfo.formFactors,
tags: [
"whitebox",
"SONiC",
...(portInfo.maxSpeedGbps > 0 ? [`${portInfo.maxSpeedGbps}G`] : []),
asicInfo.vendor,
asicInfo.model,
].filter(Boolean),
scrapeSource: "sonic-hcl-wiki",
});
if (isNew) {
created++;
console.log(` + ${vendorName} ${device.platform} (${device.ports}, ${device.asic})`);
} else {
updated++;
}
} catch (err) {
console.error(` ! Error processing ${device.vendor} ${device.platform}:`, err);
skipped++;
}
}
// Store scrape record
try {
await pool.query(
`INSERT INTO news_articles (title, source, source_url, summary, content_hash, category, tags)
VALUES ($1, $2, $3, $4, $5, $6, $7)
ON CONFLICT (source_url) DO UPDATE SET content_hash = $5, summary = $4`,
[
`SONiC HCL Update: ${devices.length} devices`,
"sonic-hcl",
SONIC_WIKI_URL,
`Scraped ${created} new, ${updated} updated, ${skipped} skipped from SONiC HCL wiki`,
hash,
"standard",
["SONiC", "HCL", "whitebox"],
]
);
} catch {
// Non-critical — just logging
}
console.log(`\n Created: ${created}, Updated: ${updated}, Skipped: ${skipped}\n`);
}

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/**
* Switch Assets Crawler — Crawlee-based scraper for product images, datasheets, manuals
*
* Uses CheerioCrawler to visit actual vendor product pages and extract:
* - Product hero images
* - Datasheet PDF download links
* - Manual/Guide links
* - Quick Start Guide links
*
* Handles static HTML pages. For JS-heavy vendors (Cisco, Arista),
* use PlaywrightCrawler variant or the static URL-pattern scraper.
*/
import { CheerioCrawler, Dataset } from "crawlee";
import { pool } from "../utils/db";
import {
downloadSwitchImage,
downloadSwitchDatasheet,
downloadSwitchManual,
setSwitchProductPage,
} from "../utils/assets";
interface CrawlTarget {
switchId: string;
vendorId: string;
vendorName: string;
model: string;
productPageUrl: string;
}
// ═══════════════════════════════════════════════════════
// Vendor-specific page parsers
// ═══════════════════════════════════════════════════════
interface ParsedAssets {
imageUrl?: string;
datasheetUrl?: string;
datasheetTitle?: string;
manuals: Array<{ url: string; title: string; type: string }>;
}
type PageParser = ($: any, url: string) => ParsedAssets;
function parseMikroTikPage($: any, baseUrl: string): ParsedAssets {
const manuals: ParsedAssets["manuals"] = [];
// MikroTik product images are on cdn.mikrotik.com with unpredictable numeric IDs
// Look for: og:image, large product images in gallery, or CDN URLs
const ogImage = $('meta[property="og:image"]').attr("content");
const galleryImage = $(".product-image img, #gallery img, .product-hero img, .product_image img, img[src*='cdn.mikrotik.com']").first().attr("src");
// Also check for large images in the page body
const bodyImage = $("img").filter((_: any, el: any) => {
const src = $(el).attr("src") || "";
return src.includes("cdn.mikrotik.com") && (src.includes("_lg") || src.includes("_hi"));
}).first().attr("src");
const imageUrl = ogImage || bodyImage || galleryImage;
// Datasheets — MikroTik PDFs on cdn.mikrotik.com/web-assets/product_files/
const datasheetUrl = $('a[href*=".pdf"]').filter((_: any, el: any) => {
const text = $(el).text().toLowerCase();
const href = $(el).attr("href")?.toLowerCase() || "";
return text.includes("datasheet") || text.includes("data sheet") || text.includes("brochure")
|| href.includes("datasheet") || href.includes("product_files");
}).first().attr("href");
// Manuals — check help.mikrotik.com links and PDFs
$('a[href*=".pdf"], a[href*="help.mikrotik.com"]').each((_: any, el: any) => {
const href = $(el).attr("href");
const text = $(el).text().trim();
if (!href || !text) return;
const lower = text.toLowerCase();
if (lower.includes("manual") || lower.includes("guide") || lower.includes("quick start")) {
const type = lower.includes("quick start") ? "quick_start" : "manual";
manuals.push({ url: new URL(href, baseUrl).toString(), title: text, type });
}
});
return {
imageUrl: imageUrl ? new URL(imageUrl, baseUrl).toString() : undefined,
datasheetUrl: datasheetUrl ? new URL(datasheetUrl, baseUrl).toString() : undefined,
datasheetTitle: datasheetUrl ? "Product Datasheet" : undefined,
manuals,
};
}
function parseFortinetPage($: any, baseUrl: string): ParsedAssets {
const manuals: ParsedAssets["manuals"] = [];
const imageUrl = $('meta[property="og:image"]').attr("content")
|| $(".product-image img, .hero-image img").first().attr("src");
const datasheetUrl = $('a[href*=".pdf"]').filter((_: any, el: any) => {
const text = $(el).text().toLowerCase();
const href = $(el).attr("href")?.toLowerCase() || "";
return text.includes("datasheet") || text.includes("data-sheet") || href.includes("data-sheet");
}).first().attr("href");
$('a[href*="docs.fortinet.com"]').each((_: any, el: any) => {
const href = $(el).attr("href");
const text = $(el).text().trim();
if (href && text) {
manuals.push({ url: href, title: text, type: "manual" });
}
});
return {
imageUrl: imageUrl ? new URL(imageUrl, baseUrl).toString() : undefined,
datasheetUrl: datasheetUrl ? new URL(datasheetUrl, baseUrl).toString() : undefined,
datasheetTitle: "FortiSwitch Datasheet",
manuals,
};
}
function parseGenericPage($: any, baseUrl: string): ParsedAssets {
const manuals: ParsedAssets["manuals"] = [];
// Generic image extraction
const imageUrl = $('meta[property="og:image"]').attr("content")
|| $(".product-image img, .hero img, .product-photo img, main img").first().attr("src");
// Generic datasheet extraction — look for PDF links with "datasheet" in text or URL
const datasheetUrl = $('a[href$=".pdf"]').filter((_: any, el: any) => {
const text = $(el).text().toLowerCase();
const href = $(el).attr("href")?.toLowerCase() || "";
return text.includes("datasheet") || text.includes("data sheet")
|| href.includes("datasheet") || href.includes("data-sheet");
}).first().attr("href");
// Generic manual extraction
$('a[href$=".pdf"]').each((_: any, el: any) => {
const href = $(el).attr("href");
const text = $(el).text().trim();
if (!href || !text) return;
const lower = text.toLowerCase();
if (lower.includes("manual") || lower.includes("guide") || lower.includes("installation")
|| lower.includes("configuration") || lower.includes("quick start") || lower.includes("cli")) {
let type = "manual";
if (lower.includes("quick start")) type = "quick_start";
if (lower.includes("cli")) type = "cli_reference";
if (lower.includes("installation")) type = "installation_guide";
manuals.push({ url: new URL(href, baseUrl).toString(), title: text, type });
}
});
return {
imageUrl: imageUrl ? new URL(imageUrl, baseUrl).toString() : undefined,
datasheetUrl: datasheetUrl ? new URL(datasheetUrl, baseUrl).toString() : undefined,
datasheetTitle: "Product Datasheet",
manuals,
};
}
function getParserForVendor(vendorName: string): PageParser {
const lower = vendorName.toLowerCase();
if (lower.includes("mikrotik")) return parseMikroTikPage;
if (lower.includes("fortinet")) return parseFortinetPage;
return parseGenericPage;
}
// ═══════════════════════════════════════════════════════
// Known vendor product page URL builders
// ═══════════════════════════════════════════════════════
function buildProductPageUrl(vendorName: string, model: string): string | null {
const lower = vendorName.toLowerCase();
if (lower.includes("mikrotik")) {
// MikroTik uses underscored slugs: https://mikrotik.com/product/CRS504_4XQ_IN
// Some models use hyphens in their name (CRS504-4XQ-IN) but URL uses underscores
return `https://mikrotik.com/product/${model.replace(/[-\s]+/g, "_")}`;
}
if (lower.includes("fortinet")) {
if (model.startsWith("FortiSwitch")) {
const num = model.match(/\d+[A-Z]*/)?.[0] || "";
return `https://www.fortinet.com/products/switches/fortiswitch-${num.toLowerCase()}`;
}
}
if (lower.includes("ubiquiti") || lower.includes("ui.com")) {
return `https://store.ui.com/us/en/products/${model.toLowerCase().replace(/\s+/g, "-")}`;
}
if (lower.includes("netgear")) {
return `https://www.netgear.com/business/wired/switches/${model.toLowerCase()}/`;
}
if (lower.includes("allied telesis")) {
return `https://www.alliedtelesis.com/products/${model.toLowerCase()}`;
}
if (lower.includes("tp-link")) {
return `https://www.tp-link.com/us/business-networking/managed-switch/${model.toLowerCase()}/`;
}
if (lower.includes("zyxel")) {
return `https://www.zyxel.com/products/${model}/`;
}
if (lower.includes("moxa")) {
return `https://www.moxa.com/en/products/industrial-network-infrastructure/ethernet-switches/${model.toLowerCase()}`;
}
if (lower.includes("hirschmann") || lower.includes("belden")) {
return `https://catalog.belden.com/techdata/en/${model.replace(/\s+/g, "_")}_en.html`;
}
if (lower.includes("siemens")) {
return `https://mall.industry.siemens.com/mall/en/WW/Catalog/Products/${model.replace(/\s+/g, "")}`;
}
if (lower.includes("phoenix")) {
return `https://www.phoenixcontact.com/en-us/products/${model.toLowerCase().replace(/\s+/g, "-")}`;
}
if (lower.includes("westermo")) {
return `https://www.westermo.com/products/${model.toLowerCase().replace(/\s+/g, "-")}`;
}
if (lower.includes("f5")) {
return `https://www.f5.com/products/big-ip-services`;
}
return null;
}
// ═══════════════════════════════════════════════════════
// Main crawler
// ═══════════════════════════════════════════════════════
export async function crawlSwitchAssets(targetVendor?: string): Promise<void> {
console.log("=== Switch Assets Crawler (Crawlee/Cheerio) ===\n");
// Get switches that need asset scraping and have a buildable product page URL
const vendorFilter = targetVendor
? `AND v.name ILIKE '%${targetVendor}%'`
: "";
const result = await pool.query(`
SELECT sw.id, sw.model, sw.series, sw.product_page_url,
v.name as vendor_name, v.id as vendor_id
FROM switches sw
JOIN vendors v ON sw.vendor_id = v.id
WHERE (sw.image_url IS NULL OR sw.datasheet_url IS NULL)
${vendorFilter}
ORDER BY v.name, sw.model
LIMIT 200
`);
if (result.rows.length === 0) {
console.log("No switches need asset scraping.\n");
return;
}
// Build crawl targets
const targets: CrawlTarget[] = [];
for (const row of result.rows) {
const productPageUrl = row.product_page_url || buildProductPageUrl(row.vendor_name, row.model);
if (!productPageUrl) continue;
targets.push({
switchId: row.id,
vendorId: row.vendor_id,
vendorName: row.vendor_name,
model: row.model,
productPageUrl,
});
}
console.log(`Crawling ${targets.length} product pages...\n`);
let images = 0;
let datasheets = 0;
let manuals = 0;
const crawler = new CheerioCrawler({
maxConcurrency: 3,
maxRequestsPerMinute: 20,
requestHandlerTimeoutSecs: 30,
async requestHandler({ request, $ }) {
const target = request.userData as CrawlTarget;
const parser = getParserForVendor(target.vendorName);
const assets = parser($, request.loadedUrl || request.url);
console.log(` ${target.vendorName} ${target.model}:`);
// Set product page URL
await setSwitchProductPage(target.switchId, request.url);
// Download image
if (assets.imageUrl) {
const ok = await downloadSwitchImage(
target.switchId, assets.imageUrl, target.vendorName, target.model
);
if (ok) {
images++;
console.log(` ✓ Image`);
}
}
// Download datasheet
if (assets.datasheetUrl) {
const ok = await downloadSwitchDatasheet(
target.switchId, target.vendorId, assets.datasheetUrl,
assets.datasheetTitle || `${target.model} Datasheet`,
target.vendorName, target.model
);
if (ok) {
datasheets++;
console.log(` ✓ Datasheet`);
}
}
// Download manuals
for (const manual of assets.manuals) {
const ok = await downloadSwitchManual(
target.switchId, target.vendorId, manual.url,
manual.title, manual.type, target.vendorName, target.model
);
if (ok) {
manuals++;
console.log(` ✓ ${manual.type}: ${manual.title}`);
}
}
},
async failedRequestHandler({ request }) {
const target = request.userData as CrawlTarget;
console.log(` [FAIL] ${target.vendorName} ${target.model}: ${request.url}`);
},
});
await crawler.run(
targets.map((t) => ({
url: t.productPageUrl,
userData: t,
}))
);
console.log(`\n=== Crawl Complete ===`);
console.log(` Images: ${images}`);
console.log(` Datasheets: ${datasheets}`);
console.log(` Manuals: ${manuals}`);
}
if (require.main === module) {
const vendor = process.argv.find((a) => a.startsWith("--vendor="))?.split("=")[1];
crawlSwitchAssets(vendor)
.then(() => pool.end())
.catch((err) => { console.error("Fatal:", err); pool.end(); process.exit(1); });
}

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/**
* Switch Assets Scraper — Playwright-based for JS-heavy vendor sites
*
* Cisco, Arista, HPE/Aruba, Dell, and Extreme require JavaScript rendering
* to access product pages, datasheets, and images.
*
* Uses PlaywrightCrawler for full browser rendering.
*/
import { PlaywrightCrawler } from "crawlee";
import { pool } from "../utils/db";
import {
downloadSwitchImage,
downloadSwitchDatasheet,
downloadSwitchManual,
setSwitchProductPage,
} from "../utils/assets";
interface CrawlTarget {
switchId: string;
vendorId: string;
vendorName: string;
model: string;
productPageUrl: string;
}
// ═══════════════════════════════════════════════════════
// Vendor-specific product page URL builders
// ═══════════════════════════════════════════════════════
function buildCiscoUrl(model: string): string {
if (model.startsWith("N9K-") || model.startsWith("N3K-")) {
// Nexus 9000 — use datasheet listing page for JS-rendered content
return `https://www.cisco.com/c/en/us/products/switches/nexus-9000-series-switches/datasheet-listing.html`;
}
if (model.startsWith("C93")) {
return `https://www.cisco.com/c/en/us/products/switches/catalyst-9300-series-switches/datasheet-listing.html`;
}
if (model.startsWith("C92")) {
return `https://www.cisco.com/c/en/us/products/switches/catalyst-9200-series-switches/index.html`;
}
if (model.startsWith("C95")) {
return `https://www.cisco.com/c/en/us/products/switches/catalyst-9500-series-switches/index.html`;
}
if (model.startsWith("C9")) {
return `https://www.cisco.com/c/en/us/products/switches/catalyst-9000/index.html`;
}
if (model.startsWith("NCS-") || model.startsWith("81")) {
return `https://www.cisco.com/c/en/us/products/routers/network-convergence-system-5500-series/index.html`;
}
return `https://www.cisco.com/site/us/en/products/networking/cloud-networking-switches/index.html`;
}
function buildAristaUrl(model: string): string {
// Arista product pages: /en/products/{series}-series (no hyphens in series name)
const series = model.match(/^(\d{4}[A-Z]*\d*)/)?.[1] || model;
return `https://www.arista.com/en/products/${series.toLowerCase().replace(/[^a-z0-9]/g, "")}-series`;
}
function buildHpeUrl(model: string): string {
const seriesNum = model.match(/CX\s*(\d+)/)?.[1] || "";
return `https://www.arubanetworks.com/products/switches/cx-${seriesNum}-series/`;
}
function buildDellUrl(model: string): string {
return `https://www.dell.com/en-us/shop/networking-switches/${model.toLowerCase().replace(/\s+/g, "-")}/spd/${model.toLowerCase().replace(/\s+/g, "-")}`;
}
function buildExtremeUrl(model: string): string {
return `https://www.extremenetworks.com/product/${model.toLowerCase().replace(/[^a-z0-9]/g, "-")}`;
}
function buildJsVendorUrl(vendorName: string, model: string): string | null {
const lower = vendorName.toLowerCase();
if (lower.includes("cisco")) return buildCiscoUrl(model);
if (lower.includes("arista")) return buildAristaUrl(model);
if (lower.includes("hpe") || lower.includes("aruba")) return buildHpeUrl(model);
if (lower.includes("dell")) return buildDellUrl(model);
if (lower.includes("extreme")) return buildExtremeUrl(model);
return null;
}
// ═══════════════════════════════════════════════════════
// Playwright-based asset extraction
// ═══════════════════════════════════════════════════════
export async function crawlSwitchAssetsPlaywright(targetVendor?: string): Promise<void> {
console.log("=== Switch Assets Crawler (Playwright) ===\n");
const jsVendors = ["Cisco", "Arista", "HPE", "Aruba", "Dell", "Extreme"];
const vendorFilter = targetVendor
? `AND v.name ILIKE '%${targetVendor}%'`
: `AND (${jsVendors.map((v) => `v.name ILIKE '%${v}%'`).join(" OR ")})`;
const result = await pool.query(`
SELECT sw.id, sw.model, sw.series, sw.product_page_url,
v.name as vendor_name, v.id as vendor_id
FROM switches sw
JOIN vendors v ON sw.vendor_id = v.id
WHERE (sw.image_url IS NULL OR sw.datasheet_url IS NULL)
${vendorFilter}
ORDER BY v.name, sw.model
LIMIT 100
`);
if (result.rows.length === 0) {
console.log("No JS-vendor switches need asset scraping.\n");
return;
}
const targets: CrawlTarget[] = [];
for (const row of result.rows) {
const productPageUrl = row.product_page_url || buildJsVendorUrl(row.vendor_name, row.model);
if (!productPageUrl) continue;
targets.push({
switchId: row.id,
vendorId: row.vendor_id,
vendorName: row.vendor_name,
model: row.model,
productPageUrl,
});
}
console.log(`Crawling ${targets.length} JS-heavy product pages...\n`);
let images = 0;
let datasheets = 0;
let manuals = 0;
const crawler = new PlaywrightCrawler({
maxConcurrency: 2,
maxRequestsPerMinute: 10,
requestHandlerTimeoutSecs: 60,
headless: true,
launchContext: {
launchOptions: {
args: ["--no-sandbox", "--disable-setuid-sandbox"],
},
},
async requestHandler({ request, page }) {
const target = request.userData as CrawlTarget;
console.log(` ${target.vendorName} ${target.model}:`);
// Wait for page to fully load
await page.waitForLoadState("networkidle", { timeout: 15000 }).catch(() => {});
// Set product page URL
await setSwitchProductPage(target.switchId, request.url);
// Extract og:image or first large product image
const imageUrl = await page.evaluate(() => {
const ogImage = document.querySelector('meta[property="og:image"]')?.getAttribute("content");
if (ogImage) return ogImage;
const imgs = Array.from(document.querySelectorAll("img"));
const productImg = imgs.find((img) => {
const src = img.src || "";
const alt = (img.alt || "").toLowerCase();
return (src.includes("product") || alt.includes("switch") || alt.includes("router"))
&& img.naturalWidth > 200;
});
return productImg?.src || null;
});
if (imageUrl) {
const ok = await downloadSwitchImage(
target.switchId, imageUrl, target.vendorName, target.model
);
if (ok) {
images++;
console.log(` ✓ Image`);
}
}
// Extract datasheet PDF links
const pdfLinks = await page.evaluate(() => {
const links = Array.from(document.querySelectorAll('a[href*=".pdf"]'));
return links.map((a) => ({
href: (a as HTMLAnchorElement).href,
text: a.textContent?.trim() || "",
}));
});
const datasheetLink = pdfLinks.find((l) => {
const t = l.text.toLowerCase();
const h = l.href.toLowerCase();
return t.includes("datasheet") || t.includes("data sheet")
|| h.includes("datasheet") || h.includes("data-sheet");
});
if (datasheetLink) {
const ok = await downloadSwitchDatasheet(
target.switchId, target.vendorId, datasheetLink.href,
datasheetLink.text || `${target.model} Datasheet`,
target.vendorName, target.model
);
if (ok) {
datasheets++;
console.log(` ✓ Datasheet`);
}
}
// Extract manual/guide links
const manualLinks = pdfLinks.filter((l) => {
const t = l.text.toLowerCase();
return t.includes("guide") || t.includes("manual") || t.includes("reference")
|| t.includes("quick start") || t.includes("installation");
});
for (const manual of manualLinks.slice(0, 3)) {
let type = "manual";
const t = manual.text.toLowerCase();
if (t.includes("quick start")) type = "quick_start";
if (t.includes("cli") || t.includes("reference")) type = "cli_reference";
if (t.includes("installation")) type = "installation_guide";
const ok = await downloadSwitchManual(
target.switchId, target.vendorId, manual.href,
manual.text, type, target.vendorName, target.model
);
if (ok) {
manuals++;
console.log(` ✓ ${type}: ${manual.text}`);
}
}
},
async failedRequestHandler({ request }) {
const target = request.userData as CrawlTarget;
console.log(` [FAIL] ${target.vendorName} ${target.model}: ${request.url}`);
},
});
await crawler.run(
targets.map((t) => ({
url: t.productPageUrl,
userData: t,
}))
);
console.log(`\n=== Playwright Crawl Complete ===`);
console.log(` Images: ${images}`);
console.log(` Datasheets: ${datasheets}`);
console.log(` Manuals: ${manuals}`);
}
if (require.main === module) {
const vendor = process.argv.find((a) => a.startsWith("--vendor="))?.split("=")[1];
crawlSwitchAssetsPlaywright(vendor)
.then(() => pool.end())
.catch((err) => { console.error("Fatal:", err); pool.end(); process.exit(1); });
}

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packages/scraper/src/scrapers/switch-assets.ts Normal file
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/**
* Switch Product Assets Scraper — Images, Datasheets, Manuals
*
* Scrapes product pages from all major switch vendors to collect:
* - Product images (hero shots)
* - Datasheet PDFs
* - Installation/Configuration guides
* - CLI references
* - Quick start guides
*
* Usage:
* tsx src/index.ts --switch-assets — Scrape all vendor assets
* tsx src/index.ts --switch-assets --vendor cisco — Scrape single vendor
*/
import { pool } from "../utils/db";
import {
downloadSwitchImage,
downloadSwitchDatasheet,
downloadSwitchManual,
setSwitchProductPage,
setVendorDocUrls,
} from "../utils/assets";
// ═══════════════════════════════════════════════════════
// Vendor-specific URL patterns for product pages, images, datasheets
// ═══════════════════════════════════════════════════════
interface VendorAssetConfig {
vendorName: string;
docsPortal: string;
datasheetLibrary: string;
supportPortal: string;
imageCdn?: string;
/** Map model patterns → { productPage, imageUrl, datasheetUrl, manualUrls } */
modelAssets: ModelAssetMap[];
}
interface ModelAssetMap {
modelPattern: RegExp;
productPage: (model: string) => string;
imageUrl: (model: string) => string | null;
datasheetUrl: (model: string) => string | null;
manualUrls?: (model: string) => Array<{ url: string; title: string; type: string }>;
}
// ═══════════════════════════════════════════════════════
// CISCO
// ═══════════════════════════════════════════════════════
const CISCO_CONFIG: VendorAssetConfig = {
vendorName: "Cisco Systems",
docsPortal: "https://www.cisco.com/c/en/us/support/index.html",
datasheetLibrary: "https://www.cisco.com/c/en/us/products/switches/nexus-9000-series-switches/datasheet-listing.html",
supportPortal: "https://www.cisco.com/c/en/us/support/index.html",
imageCdn: "https://www.cisco.com/c/dam/en/us/products/collateral/switches/",
modelAssets: [
{
// Nexus 9500 modular
modelPattern: /^N9K-C95/,
productPage: () => `https://www.cisco.com/c/en/us/products/switches/nexus-9000-series-switches/index.html`,
imageUrl: () => `https://www.cisco.com/c/dam/en/us/products/collateral/switches/nexus-9000-series-switches/datasheet-c78-729404.docx/_jcr_content/renditions/datasheet-c78-729404_0.jpg`,
datasheetUrl: () => `https://www.cisco.com/c/en/us/products/collateral/switches/nexus-9000-series-switches/datasheet-c78-729404.pdf`,
manualUrls: () => [
{ url: `https://www.cisco.com/c/en/us/support/switches/nexus-9000-series-switches/products-installation-and-configuration-guides-list.html`, title: "Nexus 9000 Configuration Guides", type: "manual" },
],
},
{
// Nexus 9300-FX/FX2/FX3 fixed
modelPattern: /^N9K-C93\d{2,4}.*FX/,
productPage: () => `https://www.cisco.com/c/en/us/products/switches/nexus-9000-series-switches/index.html`,
imageUrl: () => `https://www.cisco.com/c/dam/en/us/products/collateral/switches/nexus-9000-series-switches/datasheet-c78-744052.docx/_jcr_content/renditions/datasheet-c78-744052_0.png`,
datasheetUrl: () => `https://www.cisco.com/c/en/us/products/collateral/switches/nexus-9000-series-switches/datasheet-c78-744052.pdf`,
manualUrls: () => [
{ url: `https://www.cisco.com/c/en/us/td/docs/dcn/nx-os/nexus9000/104x/configuration/interfaces/cisco-nexus-9000-series-nx-os-interfaces-configuration-guide-104x.html`, title: "NX-OS Interfaces Configuration Guide", type: "manual" },
{ url: `https://www.cisco.com/c/en/us/td/docs/dcn/nx-os/nexus9000/104x/configuration/fundamentals/cisco-nexus-9000-series-nx-os-fundamentals-configuration-guide-104x.html`, title: "NX-OS Fundamentals Configuration Guide", type: "manual" },
],
},
{
// Nexus 9300-GX/GX2 (newer)
modelPattern: /^N9K-C93\d{2,4}.*GX/,
productPage: () => `https://www.cisco.com/site/us/en/products/networking/cloud-networking-switches/nexus-9000-switches/index.html`,
imageUrl: () => `https://www.cisco.com/content/dam/cisco-cdc/site/us/en/images/networking/nexus9000-switching-nx9364gx2a-530x280.png`,
datasheetUrl: () => `https://www.cisco.com/c/dam/en/us/products/collateral/networking/switches/nexus-9000-series-switches/nexus-9300-gx2-series-fixed-switches-ds.pdf`,
manualUrls: () => [
{ url: `https://www.cisco.com/c/en/us/support/switches/nexus-9000-series-switches/products-installation-and-configuration-guides-list.html`, title: "Nexus 9000 Configuration Guides", type: "manual" },
],
},
{
// All other Nexus 9000
modelPattern: /^N9K-|^N3K-/,
productPage: () => `https://www.cisco.com/c/en/us/products/switches/nexus-9000-series-switches/index.html`,
imageUrl: () => `https://www.cisco.com/c/dam/en/us/products/collateral/switches/nexus-9000-series-switches/datasheet-c78-736967.docx/_jcr_content/renditions/datasheet-c78-736967_0.jpg`,
datasheetUrl: () => `https://www.cisco.com/c/en/us/products/collateral/switches/nexus-9000-series-switches/datasheet-c78-736967.pdf`,
manualUrls: () => [
{ url: `https://www.cisco.com/c/en/us/td/docs/dcn/nx-os/nexus9000/104x/configuration/interfaces/cisco-nexus-9000-series-nx-os-interfaces-configuration-guide-104x.html`, title: "NX-OS Interfaces Configuration Guide", type: "manual" },
],
},
{
// Catalyst 9300
modelPattern: /^C93/,
productPage: () => `https://www.cisco.com/c/en/us/products/switches/catalyst-9300-series-switches/index.html`,
imageUrl: () => `https://www.cisco.com/c/dam/en/us/products/collateral/switches/catalyst-9300-series-switches/nb-06-cat9300-ser-data-sheet-cte-en.docx/_jcr_content/renditions/nb-06-cat9300-ser-data-sheet-cte-en_0.png`,
datasheetUrl: () => `https://www.cisco.com/c/en/us/products/collateral/switches/catalyst-9300-series-switches/nb-06-cat9300-ser-data-sheet-cte-en.html`,
manualUrls: () => [
{ url: `https://www.cisco.com/c/en/us/support/switches/catalyst-9300-series-switches/products-installation-and-configuration-guides-list.html`, title: "Catalyst 9300 Configuration Guides", type: "manual" },
],
},
{
// Catalyst 9200
modelPattern: /^C92/,
productPage: () => `https://www.cisco.com/c/en/us/products/switches/catalyst-9200-series-switches/index.html`,
imageUrl: () => `https://www.cisco.com/c/dam/en/us/products/collateral/switches/catalyst-9200-series-switches/nb-06-cat9200-ser-data-sheet-cte-en.docx/_jcr_content/renditions/nb-06-cat9200-ser-data-sheet-cte-en_0.png`,
datasheetUrl: () => `https://www.cisco.com/c/en/us/products/collateral/switches/catalyst-9200-series-switches/nb-06-cat9200-ser-data-sheet-cte-en.html`,
manualUrls: () => [
{ url: `https://www.cisco.com/c/en/us/support/switches/catalyst-9200-series-switches/products-installation-and-configuration-guides-list.html`, title: "Catalyst 9200 Configuration Guides", type: "manual" },
],
},
{
// Catalyst 9400
modelPattern: /^C94/,
productPage: () => `https://www.cisco.com/c/en/us/products/switches/catalyst-9400-series-switches/index.html`,
imageUrl: () => null,
datasheetUrl: () => `https://www.cisco.com/c/en/us/products/collateral/switches/catalyst-9400-series-switches/nb-06-cat9400-ser-data-sheet-cte-en.html`,
manualUrls: () => [
{ url: `https://www.cisco.com/c/en/us/support/switches/catalyst-9400-series-switches/products-installation-and-configuration-guides-list.html`, title: "Catalyst 9400 Configuration Guides", type: "manual" },
],
},
{
// Catalyst 9500
modelPattern: /^C95/,
productPage: () => `https://www.cisco.com/c/en/us/products/switches/catalyst-9500-series-switches/index.html`,
imageUrl: () => null,
datasheetUrl: () => `https://www.cisco.com/c/en/us/products/collateral/switches/catalyst-9500-series-switches/nb-06-cat9500-ser-data-sheet-cte-en.html`,
manualUrls: () => [
{ url: `https://www.cisco.com/c/en/us/support/switches/catalyst-9500-series-switches/products-installation-and-configuration-guides-list.html`, title: "Catalyst 9500 Configuration Guides", type: "manual" },
],
},
{
// NCS / Cisco 8000
modelPattern: /^NCS-|^8[01]\d{2}/,
productPage: (m) => `https://www.cisco.com/c/en/us/products/routers/network-convergence-system-5500-series/index.html`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// ARISTA
// ═══════════════════════════════════════════════════════
const ARISTA_CONFIG: VendorAssetConfig = {
vendorName: "Arista Networks",
docsPortal: "https://www.arista.com/en/support/product-documentation",
datasheetLibrary: "https://www.arista.com/en/products",
supportPortal: "https://www.arista.com/en/support/customer-support",
imageCdn: "https://www.arista.com/assets/images/",
modelAssets: [
{
// Arista 7000 series — verified URL patterns
// Datasheets: /assets/data/pdf/Datasheets/{SeriesName}-Datasheet.pdf (naming inconsistent)
// Images: /assets/images/product/{series}-stack-200w200h.png or /assets/images/article/{model}-Right.png
// QSGs: /assets/data/pdf/qsg/qsg-books/QS_{series}_{formfactor}_{gen}.pdf
modelPattern: /^7[0-9]/,
productPage: (m) => {
const series = m.match(/^(7\d{3,4}[A-Z]*\d*)/)?.[1] || m;
return `https://www.arista.com/en/products/${series.toLowerCase().replace(/[^a-z0-9]/g, "")}-series`;
},
imageUrl: (m) => {
// Try article-level images (higher res): {model}-Right.png
const model = m.match(/^(\d{4}[A-Z]+\d*)/)?.[1] || m.split("-")[0];
return `https://www.arista.com/assets/images/article/${model}-Right.png`;
},
datasheetUrl: (m) => {
// Arista naming: {series}-Datasheet.pdf or {series}-Data-Sheet.pdf
const series = m.match(/^(7\d{3,4}[A-Z]*\d*)/)?.[1];
return series ? `https://www.arista.com/assets/data/pdf/Datasheets/${series}-Datasheet.pdf` : null;
},
manualUrls: (m) => {
const series = m.match(/^(7\d{3,4})/)?.[1] || "";
return [
{ url: `https://www.arista.com/assets/data/pdf/qsg/qsg-books/QS_${series}_1RU_Gen3.pdf`, title: `${m} Quick Start Guide`, type: "quick_start" },
];
},
},
{
// Arista 5000 (Campus)
modelPattern: /^5[0-9]/,
productPage: () => `https://www.arista.com/en/products/arista-5000-series`,
imageUrl: () => null,
datasheetUrl: () => `https://www.arista.com/assets/data/pdf/Datasheets/Arista-5000-Datasheet.pdf`,
manualUrls: () => [],
},
],
};
// ═══════════════════════════════════════════════════════
// JUNIPER
// ═══════════════════════════════════════════════════════
const JUNIPER_CONFIG: VendorAssetConfig = {
vendorName: "Juniper Networks",
docsPortal: "https://www.juniper.net/documentation/",
datasheetLibrary: "https://www.juniper.net/us/en/products.html",
supportPortal: "https://supportportal.juniper.net/",
imageCdn: "https://www.juniper.net/content/dam/www/assets/images/",
modelAssets: [
{
// Juniper switches — verified URL patterns
// Datasheets: /content/dam/www/assets/datasheets/us/en/switches/{name}-datasheet.pdf
// Images: /content/dam/www/assets/images/us/en/products/switches/{series}/{filename}.png
// HW guides: /documentation/us/en/hardware/{model}/{model}.pdf
// QSGs: /documentation/us/en/quick-start/hardware/qsg/{model}/{model}.pdf
modelPattern: /^QFX|^EX|^MX|^PTX|^SRX|^ACX/,
productPage: (m) => {
const seriesPrefix = m.match(/^([A-Z]+)/)?.[1]?.toLowerCase() || "";
const seriesNum = m.match(/^[A-Z]+(\d+)/)?.[1] || "";
return `https://www.juniper.net/us/en/products/switches/${seriesPrefix}-series/${seriesPrefix}${seriesNum}.html`;
},
imageUrl: (m) => {
const seriesPrefix = m.match(/^([A-Z]+)/)?.[1]?.toLowerCase() || "";
const category = (seriesPrefix === "mx" || seriesPrefix === "ptx" || seriesPrefix === "acx") ? "routers" : "switches";
return `https://www.juniper.net/content/dam/www/assets/images/us/en/products/${category}/${seriesPrefix}-series/${seriesPrefix}-family-21DEC20.png`;
},
datasheetUrl: (m) => {
const seriesPrefix = m.match(/^([A-Z]+)/)?.[1]?.toLowerCase() || "";
const category = (seriesPrefix === "mx" || seriesPrefix === "ptx" || seriesPrefix === "acx") ? "routers" : "switches";
// Juniper datasheet naming: {full-series-name}-datasheet.pdf or {product-description}-datasheet.pdf
const model = m.match(/^([A-Z]+\d+)/)?.[1]?.toLowerCase() || "";
return `https://www.juniper.net/content/dam/www/assets/datasheets/us/en/${category}/${model}-ethernet-switch-datasheet.pdf`;
},
manualUrls: (m) => {
const model = m.toLowerCase().replace(/\s+/g, "");
return [
{ url: `https://www.juniper.net/documentation/us/en/hardware/${model}/${model}.pdf`, title: `${m} Hardware Guide`, type: "manual" },
{ url: `https://www.juniper.net/documentation/us/en/quick-start/hardware/qsg/${model}/${model}.pdf`, title: `${m} Quick Start Guide`, type: "quick_start" },
];
},
},
],
};
// ═══════════════════════════════════════════════════════
// NOKIA
// ═══════════════════════════════════════════════════════
const NOKIA_CONFIG: VendorAssetConfig = {
vendorName: "Nokia",
docsPortal: "https://documentation.nokia.com/",
datasheetLibrary: "https://www.nokia.com/networks/products/",
supportPortal: "https://customer.nokia.com/support/s/",
modelAssets: [
{
modelPattern: /./,
productPage: (m) => `https://www.nokia.com/networks/products/${m.toLowerCase().replace(/\s+/g, "-")}/`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// FORTINET
// ═══════════════════════════════════════════════════════
const FORTINET_CONFIG: VendorAssetConfig = {
vendorName: "Fortinet",
docsPortal: "https://docs.fortinet.com/",
datasheetLibrary: "https://www.fortinet.com/products/switches",
supportPortal: "https://support.fortinet.com/",
modelAssets: [
{
// FortiSwitch product pages — use CheerioCrawler for image extraction
// Datasheets at /content/dam/fortinet/assets/data-sheets/
modelPattern: /^FortiSwitch/,
productPage: (m) => {
const num = m.match(/(\d+[A-Z]*)/)?.[1]?.toLowerCase() || "";
return `https://www.fortinet.com/products/switches/fortiswitch-${num}`;
},
imageUrl: () => null, // extracted from product page by crawler
datasheetUrl: (m) => {
// Fortinet DAM paths: fortiswitch-{series}00-series.pdf or FortiSwitch-{model}.pdf
const series = m.match(/FortiSwitch[- ]*(\d)/)?.[1];
if (series) return `https://www.fortinet.com/content/dam/fortinet/assets/data-sheets/fortiswitch-${series}00-series.pdf`;
return null;
},
manualUrls: () => [
{ url: `https://docs.fortinet.com/document/fortiswitch/latest/administration-guide`, title: "FortiSwitch Administration Guide", type: "manual" },
{ url: `https://docs.fortinet.com/document/fortiswitch/latest/hardware-guide`, title: "FortiSwitch Hardware Guide", type: "installation_guide" },
],
},
],
};
// ═══════════════════════════════════════════════════════
// MIKROTIK
// ═══════════════════════════════════════════════════════
const MIKROTIK_CONFIG: VendorAssetConfig = {
vendorName: "MikroTik",
docsPortal: "https://help.mikrotik.com/docs/",
datasheetLibrary: "https://mikrotik.com/products",
supportPortal: "https://help.mikrotik.com/",
modelAssets: [
{
// MikroTik uses underscored model names in URLs
// Images & PDFs use unpredictable numeric IDs — must scrape product page
// CheerioCrawler handles this via parseMikroTikPage()
modelPattern: /^CRS|^CCR/,
productPage: (m) => `https://mikrotik.com/product/${m.replace(/\s+/g, "_")}`,
imageUrl: () => null, // extracted from product page by crawler
datasheetUrl: () => null, // extracted from product page by crawler
manualUrls: (m) => [
{ url: `https://help.mikrotik.com/docs/display/UM/${m.replace(/\s+/g, "+")}`, title: `${m} User Manual`, type: "manual" },
],
},
],
};
// ═══════════════════════════════════════════════════════
// HIRSCHMANN
// ═══════════════════════════════════════════════════════
const HIRSCHMANN_CONFIG: VendorAssetConfig = {
vendorName: "Hirschmann",
docsPortal: "https://catalog.belden.com/index.cfm",
datasheetLibrary: "https://catalog.belden.com/index.cfm",
supportPortal: "https://www.belden.com/support",
modelAssets: [
{
modelPattern: /./,
productPage: (m) => `https://catalog.belden.com/techdata/en/${m.replace(/\s+/g, "_")}_en.html`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// Additional vendor stubs (HPE, Dell, Extreme, Huawei, etc.)
// ═══════════════════════════════════════════════════════
const HPE_CONFIG: VendorAssetConfig = {
vendorName: "HPE / Aruba",
docsPortal: "https://www.arubanetworks.com/techdocs/",
datasheetLibrary: "https://www.arubanetworks.com/products/switches/",
supportPortal: "https://asp.arubanetworks.com/",
modelAssets: [
{
modelPattern: /^CX/,
productPage: (m) => `https://www.arubanetworks.com/products/switches/cx-${m.match(/CX\s*(\d+)/)?.[1] || ""}-series/`,
imageUrl: (m) => `https://www.arubanetworks.com/wp-content/uploads/aruba-cx-${m.match(/CX\s*(\d+)/)?.[1] || ""}.png`,
datasheetUrl: (m) => `https://www.arubanetworks.com/assets/ds/DS_CX${m.match(/CX\s*(\d+)/)?.[1] || ""}.pdf`,
manualUrls: (m) => [
{ url: `https://www.arubanetworks.com/techdocs/CX/`, title: `Aruba CX ${m} Configuration Guide`, type: "manual" },
],
},
],
};
const DELL_CONFIG: VendorAssetConfig = {
vendorName: "Dell Technologies",
docsPortal: "https://www.dell.com/support/",
datasheetLibrary: "https://www.dell.com/en-us/lp/networking",
supportPortal: "https://www.dell.com/support/home/",
modelAssets: [
{
modelPattern: /./,
productPage: (m) => `https://www.dell.com/en-us/shop/networking/cp/${m.toLowerCase().replace(/[^a-z0-9]/g, "-")}`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
const EXTREME_CONFIG: VendorAssetConfig = {
vendorName: "Extreme Networks",
docsPortal: "https://extremeportal.force.com/ExtrArticleDetail",
datasheetLibrary: "https://www.extremenetworks.com/products/",
supportPortal: "https://extremeportal.force.com/",
modelAssets: [
{
modelPattern: /^X|^SLX|^VDX|^5[0-9]/,
productPage: (m) => `https://www.extremenetworks.com/product/${m.toLowerCase().replace(/[^a-z0-9]/g, "-")}`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
const MOXA_CONFIG: VendorAssetConfig = {
vendorName: "Moxa",
docsPortal: "https://www.moxa.com/en/support/support",
datasheetLibrary: "https://www.moxa.com/en/products/industrial-network-infrastructure",
supportPortal: "https://www.moxa.com/en/support/",
modelAssets: [
{
modelPattern: /./,
productPage: (m) => `https://www.moxa.com/en/products/industrial-network-infrastructure/${m.toLowerCase()}`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
const SIEMENS_CONFIG: VendorAssetConfig = {
vendorName: "Siemens",
docsPortal: "https://support.industry.siemens.com/",
datasheetLibrary: "https://mall.industry.siemens.com/",
supportPortal: "https://support.industry.siemens.com/",
modelAssets: [
{
modelPattern: /^SCALANCE/,
productPage: (m) => `https://www.siemens.com/global/en/products/automation/industrial-communication/industrial-ethernet/${m.toLowerCase().replace(/\s+/g, "-")}.html`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// D-LINK
// ═══════════════════════════════════════════════════════
const DLINK_CONFIG: VendorAssetConfig = {
vendorName: "D-Link",
docsPortal: "https://www.dlink.com/en/support",
datasheetLibrary: "https://www.dlink.com/en/products/switches",
supportPortal: "https://www.dlink.com/en/support",
modelAssets: [
{
modelPattern: /^D[GMXW]S/,
productPage: (m) => `https://www.dlink.com/en/products/${m.toLowerCase()}`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// ALCATEL-LUCENT ENTERPRISE
// ═══════════════════════════════════════════════════════
const ALE_CONFIG: VendorAssetConfig = {
vendorName: "Alcatel-Lucent Enterprise",
docsPortal: "https://www.al-enterprise.com/en-us/documentation",
datasheetLibrary: "https://www.al-enterprise.com/en-us/products/switches",
supportPortal: "https://myportal.al-enterprise.com/",
modelAssets: [
{
modelPattern: /^OmniSwitch/,
productPage: (m) => {
const num = m.match(/(\d{4})/)?.[1] || "";
return `https://www.al-enterprise.com/en-us/products/switches/omniswitch-${num}`;
},
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// BROCADE / BROADCOM
// ═══════════════════════════════════════════════════════
const BROCADE_CONFIG: VendorAssetConfig = {
vendorName: "Brocade",
docsPortal: "https://www.broadcom.com/support/fibre-channel-networking",
datasheetLibrary: "https://www.broadcom.com/products/fibre-channel-networking",
supportPortal: "https://www.broadcom.com/support",
modelAssets: [
{
modelPattern: /./,
productPage: (m) => `https://www.broadcom.com/products/fibre-channel-networking/switches/${m.toLowerCase().replace(/\s+/g, "-")}`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// CIENA
// ═══════════════════════════════════════════════════════
const CIENA_CONFIG: VendorAssetConfig = {
vendorName: "Ciena",
docsPortal: "https://www.ciena.com/insights/resources",
datasheetLibrary: "https://www.ciena.com/products",
supportPortal: "https://www.ciena.com/support",
modelAssets: [
{
modelPattern: /./,
productPage: (m) => `https://www.ciena.com/products/${m.toLowerCase().replace(/\s+/g, "-")}`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// H3C
// ═══════════════════════════════════════════════════════
const H3C_CONFIG: VendorAssetConfig = {
vendorName: "H3C",
docsPortal: "https://www.h3c.com/en/Support/Resource_Center/",
datasheetLibrary: "https://www.h3c.com/en/Products_And_Solution/Networking/",
supportPortal: "https://www.h3c.com/en/Support/",
modelAssets: [
{
modelPattern: /^S/,
productPage: (m) => `https://www.h3c.com/en/Products_And_Solution/Networking/Switches/${m}/`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// GIGAMON
// ═══════════════════════════════════════════════════════
const GIGAMON_CONFIG: VendorAssetConfig = {
vendorName: "Gigamon",
docsPortal: "https://docs.gigamon.com/",
datasheetLibrary: "https://www.gigamon.com/products",
supportPortal: "https://community.gigamon.com/",
modelAssets: [
{
modelPattern: /^GigaVUE/,
productPage: (m) => `https://www.gigamon.com/products/access-traffic/${m.toLowerCase().replace(/\s+/g, "-")}`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// ═══════════════════════════════════════════════════════
// RUCKUS / COMMSCOPE
// ═══════════════════════════════════════════════════════
const RUCKUS_CONFIG: VendorAssetConfig = {
vendorName: "Ruckus",
docsPortal: "https://support.ruckuswireless.com/",
datasheetLibrary: "https://www.commscope.com/ruckus/products/",
supportPortal: "https://support.ruckuswireless.com/",
modelAssets: [
{
modelPattern: /^ICX/,
productPage: (m) => `https://www.commscope.com/ruckus/products/switches/${m.toLowerCase().replace(/\s+/g, "-")}`,
imageUrl: () => null,
datasheetUrl: () => null,
},
],
};
// All vendor configs
const VENDOR_CONFIGS: VendorAssetConfig[] = [
CISCO_CONFIG,
ARISTA_CONFIG,
JUNIPER_CONFIG,
NOKIA_CONFIG,
FORTINET_CONFIG,
MIKROTIK_CONFIG,
HIRSCHMANN_CONFIG,
HPE_CONFIG,
DELL_CONFIG,
EXTREME_CONFIG,
MOXA_CONFIG,
SIEMENS_CONFIG,
DLINK_CONFIG,
ALE_CONFIG,
BROCADE_CONFIG,
CIENA_CONFIG,
H3C_CONFIG,
GIGAMON_CONFIG,
RUCKUS_CONFIG,
];
function findVendorConfig(vendorName: string): VendorAssetConfig | undefined {
return VENDOR_CONFIGS.find((c) =>
vendorName.toLowerCase().includes(c.vendorName.toLowerCase().split(" ")[0].toLowerCase())
);
}
// ═══════════════════════════════════════════════════════
// Main scraper function
// ═══════════════════════════════════════════════════════
export async function scrapeSwitchAssets(targetVendor?: string): Promise<void> {
console.log("=== Switch Product Assets Scraper ===\n");
// Get all switches that haven't had assets scraped
const vendorFilter = targetVendor
? `AND v.name ILIKE '%${targetVendor}%'`
: "";
const result = await pool.query(`
SELECT sw.id, sw.model, sw.series, v.name as vendor_name, v.id as vendor_id
FROM switches sw
JOIN vendors v ON sw.vendor_id = v.id
WHERE sw.assets_scraped_at IS NULL ${vendorFilter}
ORDER BY v.name, sw.model
`);
console.log(`Found ${result.rows.length} switches without assets${targetVendor ? ` (vendor: ${targetVendor})` : ""}.\n`);
let images = 0;
let datasheets = 0;
let manuals = 0;
let productPages = 0;
for (const row of result.rows) {
const config = findVendorConfig(row.vendor_name);
if (!config) {
console.log(` [SKIP] No config for vendor: ${row.vendor_name}`);
continue;
}
// Find matching model asset map
const assetMap = config.modelAssets.find((m) => m.modelPattern.test(row.model));
if (!assetMap) continue;
console.log(` ${row.vendor_name} ${row.model}:`);
// 1. Set product page URL
const productPageUrl = assetMap.productPage(row.model);
if (productPageUrl) {
await setSwitchProductPage(row.id, productPageUrl);
productPages++;
console.log(` ✓ Product page`);
}
// 2. Download image
const imageUrl = assetMap.imageUrl(row.model);
if (imageUrl) {
const ok = await downloadSwitchImage(row.id, imageUrl, row.vendor_name, row.model);
if (ok) {
images++;
console.log(` ✓ Image downloaded`);
}
}
// 3. Download datasheet
const datasheetUrl = assetMap.datasheetUrl(row.model);
if (datasheetUrl) {
const ok = await downloadSwitchDatasheet(
row.id, row.vendor_id, datasheetUrl,
`${row.model} Datasheet`, row.vendor_name, row.model
);
if (ok) {
datasheets++;
console.log(` ✓ Datasheet downloaded`);
}
}
// 4. Download manuals
const manualList = assetMap.manualUrls?.(row.model) || [];
for (const manual of manualList) {
const ok = await downloadSwitchManual(
row.id, row.vendor_id, manual.url,
manual.title, manual.type, row.vendor_name, row.model
);
if (ok) {
manuals++;
console.log(` ✓ ${manual.type}: ${manual.title}`);
}
}
// Rate limiting: 500ms between vendors
await new Promise((r) => setTimeout(r, 500));
}
// Update vendor doc portal URLs
for (const config of VENDOR_CONFIGS) {
const vendorResult = await pool.query(`SELECT id FROM vendors WHERE name ILIKE $1`, [`%${config.vendorName.split(" ")[0]}%`]);
if (vendorResult.rows.length > 0) {
await setVendorDocUrls(vendorResult.rows[0].id, {
docsPortal: config.docsPortal,
datasheetLibrary: config.datasheetLibrary,
supportPortal: config.supportPortal,
imageCdn: config.imageCdn,
});
}
}
console.log(`\n=== Assets Complete ===`);
console.log(` Product pages: ${productPages}`);
console.log(` Images: ${images}`);
console.log(` Datasheets: ${datasheets}`);
console.log(` Manuals: ${manuals}`);
}
if (require.main === module) {
const vendor = process.argv.find((a) => a.startsWith("--vendor="))?.split("=")[1];
scrapeSwitchAssets(vendor)
.then(() => pool.end())
.catch((err) => { console.error("Fatal:", err); pool.end(); process.exit(1); });
}

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packages/scraper/src/scrapers/switch-seed-bulk.ts Normal file
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@ -0,0 +1,935 @@
/**
* Bulk Switch & Router Seed Data — Remaining Flexoptix-Supported Vendors
*
* Covers ALL vendors from flexoptix-supported-vendors.ts that don't yet have
* switch/router product entries in switch-seed.ts or switch-seed-extended.ts.
*
* This file adds representative models per vendor — actual model catalogs
* will be enriched by the Crawlee scrapers hitting vendor product pages.
*
* Vendors already covered in other seed files (NOT included here):
* switch-seed.ts: Arista, Cisco, Dell, Extreme, HPE Aruba, Huawei,
* Juniper, Nokia, NVIDIA/Mellanox, Celestica, Edgecore, UfiSpace
* switch-seed-extended.ts: Fortinet, MikroTik, Ubiquiti, Netgear, Allied Telesis,
* TP-Link, Zyxel, Moxa, Hirschmann, Siemens, Phoenix Contact,
* Westermo, Check Point, F5, Palo Alto
*/
import { pool, ensureVendor, findOrCreateSwitch } from "../utils/db";
interface SwitchSeed {
vendor: string;
vendorType: string;
vendorWebsite: string;
model: string;
series: string;
category: "DataCenter" | "Campus" | "Edge" | "Core" | "SP" | "Industrial";
layer: "L2" | "L3" | "L2/L3";
portsConfig: Record<string, number>;
totalPorts: number;
uplinkSpeedGbps?: number;
maxSpeedGbps: number;
switchingCapacityTbps?: number;
forwardingRateMpps?: number;
asicVendor?: string;
asicModel?: string;
rackUnits?: number;
maxPowerW?: number;
poeSupport?: string;
stackingSupport?: boolean;
vxlanSupport?: boolean;
evpnSupport?: boolean;
bgpSupport?: boolean;
mplsSupport?: boolean;
openconfigSupport?: boolean;
sonicCompatible?: boolean;
macsecSupport?: boolean;
lifecycleStatus?: string;
tags?: string[];
}
// ═══════════════════════════════════════════════════════
// D-LINK
// ═══════════════════════════════════════════════════════
const DLINK: SwitchSeed[] = [
{
vendor: "D-Link", vendorType: "oem", vendorWebsite: "https://www.dlink.com",
model: "DGS-3130-30TS", series: "DGS-3130", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 6 }, totalPorts: 30,
maxSpeedGbps: 10, switchingCapacityTbps: 0.172, stackingSupport: true,
tags: ["campus", "stackable", "L3-lite"],
},
{
vendor: "D-Link", vendorType: "oem", vendorWebsite: "https://www.dlink.com",
model: "DXS-3610-54T", series: "DXS-3610", category: "DataCenter", layer: "L3",
portsConfig: { "10G_RJ45": 48, "100G_QSFP28": 6 }, totalPorts: 54,
maxSpeedGbps: 100, switchingCapacityTbps: 1.76, bgpSupport: true,
tags: ["10G", "datacenter", "ToR"],
},
{
vendor: "D-Link", vendorType: "oem", vendorWebsite: "https://www.dlink.com",
model: "DMS-3130-30TS", series: "DMS-3130", category: "Campus", layer: "L2/L3",
portsConfig: { "2.5G_RJ45": 24, "10G_SFP+": 6 }, totalPorts: 30,
maxSpeedGbps: 10, poeSupport: "PoE++",
tags: ["multigigabit", "PoE", "campus"],
},
];
// ═══════════════════════════════════════════════════════
// ALCATEL-LUCENT ENTERPRISE
// ═══════════════════════════════════════════════════════
const ALE: SwitchSeed[] = [
{
vendor: "Alcatel-Lucent Enterprise", vendorType: "oem", vendorWebsite: "https://www.al-enterprise.com",
model: "OmniSwitch 6900-X72", series: "OS6900", category: "DataCenter", layer: "L3",
portsConfig: { "10G_SFP+": 48, "40G_QSFP+": 6 }, totalPorts: 54,
maxSpeedGbps: 40, switchingCapacityTbps: 1.44, bgpSupport: true, evpnSupport: true,
tags: ["datacenter", "SPB", "fabric"],
},
{
vendor: "Alcatel-Lucent Enterprise", vendorType: "oem", vendorWebsite: "https://www.al-enterprise.com",
model: "OmniSwitch 6560-P48Z8", series: "OS6560", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10, poeSupport: "PoE++", stackingSupport: true,
tags: ["campus", "PoE", "stackable"],
},
{
vendor: "Alcatel-Lucent Enterprise", vendorType: "oem", vendorWebsite: "https://www.al-enterprise.com",
model: "OmniSwitch 9900-C32D", series: "OS9900", category: "Core", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 25.6, bgpSupport: true, evpnSupport: true,
tags: ["400G", "spine", "datacenter"],
},
];
// ═══════════════════════════════════════════════════════
// BROCADE (now Broadcom/Ruckus)
// ═══════════════════════════════════════════════════════
const BROCADE: SwitchSeed[] = [
{
vendor: "Brocade", vendorType: "oem", vendorWebsite: "https://www.broadcom.com",
model: "ICX 7850-48FS", series: "ICX 7850", category: "DataCenter", layer: "L3",
portsConfig: { "10G_SFP+": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, switchingCapacityTbps: 1.76, stackingSupport: true,
bgpSupport: true, vxlanSupport: true,
tags: ["campus-core", "10G", "stackable"],
},
{
vendor: "Brocade", vendorType: "oem", vendorWebsite: "https://www.broadcom.com",
model: "G720", series: "G720", category: "DataCenter", layer: "L2",
portsConfig: { "64G_FC": 48 }, totalPorts: 48,
maxSpeedGbps: 64,
tags: ["FC", "SAN", "storage"],
},
{
vendor: "Brocade", vendorType: "oem", vendorWebsite: "https://www.broadcom.com",
model: "G730", series: "G730", category: "DataCenter", layer: "L2",
portsConfig: { "64G_FC": 64 }, totalPorts: 64,
maxSpeedGbps: 64,
tags: ["FC", "SAN", "Gen7", "storage"],
},
];
// ═══════════════════════════════════════════════════════
// H3C (HPE China / New H3C)
// ═══════════════════════════════════════════════════════
const H3C: SwitchSeed[] = [
{
vendor: "H3C", vendorType: "oem", vendorWebsite: "https://www.h3c.com",
model: "S12500X-AF", series: "S12500", category: "Core", layer: "L3",
portsConfig: { "400G_QSFP-DD": 72 }, totalPorts: 72,
maxSpeedGbps: 400, switchingCapacityTbps: 57.6, bgpSupport: true,
tags: ["chassis", "core", "400G"],
},
{
vendor: "H3C", vendorType: "oem", vendorWebsite: "https://www.h3c.com",
model: "S6860-54HT", series: "S6860", category: "DataCenter", layer: "L3",
portsConfig: { "10G_RJ45": 48, "100G_QSFP28": 6 }, totalPorts: 54,
maxSpeedGbps: 100, switchingCapacityTbps: 1.76, bgpSupport: true,
tags: ["datacenter", "ToR", "10G-BaseT"],
},
{
vendor: "H3C", vendorType: "oem", vendorWebsite: "https://www.h3c.com",
model: "S5170-54S-EI", series: "S5170", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 6 }, totalPorts: 54,
maxSpeedGbps: 10, poeSupport: "PoE+", stackingSupport: true,
tags: ["campus", "stackable"],
},
];
// ═══════════════════════════════════════════════════════
// RUIJIE NETWORKS
// ═══════════════════════════════════════════════════════
const RUIJIE: SwitchSeed[] = [
{
vendor: "Ruijie Networks", vendorType: "oem", vendorWebsite: "https://www.ruijienetworks.com",
model: "RG-S6920-4C", series: "RG-S6920", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4, bgpSupport: true, vxlanSupport: true,
tags: ["datacenter", "spine", "100G"],
},
{
vendor: "Ruijie Networks", vendorType: "oem", vendorWebsite: "https://www.ruijienetworks.com",
model: "RG-S5760C-24SFP/8GT8XS-X", series: "RG-S5760C", category: "Campus", layer: "L3",
portsConfig: { "1G_SFP": 24, "1G_RJ45": 8, "10G_SFP+": 8 }, totalPorts: 40,
maxSpeedGbps: 10, stackingSupport: true,
tags: ["campus", "aggregation"],
},
];
// ═══════════════════════════════════════════════════════
// PLANET TECHNOLOGY
// ═══════════════════════════════════════════════════════
const PLANET: SwitchSeed[] = [
{
vendor: "Planet Technology", vendorType: "oem", vendorWebsite: "https://www.planet.com.tw",
model: "GS-6322-24P4X", series: "GS-6322", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 10, poeSupport: "PoE+", stackingSupport: false,
tags: ["campus", "PoE", "L3-lite"],
},
{
vendor: "Planet Technology", vendorType: "oem", vendorWebsite: "https://www.planet.com.tw",
model: "IGS-6325-8T8S4X", series: "IGS-6325", category: "Industrial", layer: "L3",
portsConfig: { "1G_RJ45": 8, "1G_SFP": 8, "10G_SFP+": 4 }, totalPorts: 20,
maxSpeedGbps: 10,
tags: ["industrial", "DIN-rail", "IP30"],
},
];
// ═══════════════════════════════════════════════════════
// LANCOM SYSTEMS
// ═══════════════════════════════════════════════════════
const LANCOM: SwitchSeed[] = [
{
vendor: "LANCOM Systems", vendorType: "oem", vendorWebsite: "https://www.lancom-systems.de",
model: "GS-4554XP", series: "GS-4554", category: "Campus", layer: "L3",
portsConfig: { "2.5G_RJ45": 48, "10G_SFP+": 6 }, totalPorts: 54,
maxSpeedGbps: 10, poeSupport: "PoE++", stackingSupport: true,
tags: ["campus", "cloud-managed", "multigigabit"],
},
];
// ═══════════════════════════════════════════════════════
// CIENA
// ═══════════════════════════════════════════════════════
const CIENA: SwitchSeed[] = [
{
vendor: "Ciena", vendorType: "oem", vendorWebsite: "https://www.ciena.com",
model: "8700 Packetwave", series: "8700", category: "SP", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, mplsSupport: true, bgpSupport: true,
tags: ["carrier", "DWDM", "packet-optical"],
},
{
vendor: "Ciena", vendorType: "oem", vendorWebsite: "https://www.ciena.com",
model: "5171", series: "5170", category: "SP", layer: "L2/L3",
portsConfig: { "100G_QSFP28": 16, "10G_SFP+": 48 }, totalPorts: 64,
maxSpeedGbps: 100, mplsSupport: true,
tags: ["carrier", "aggregation", "MEF"],
},
{
vendor: "Ciena", vendorType: "oem", vendorWebsite: "https://www.ciena.com",
model: "3930", series: "3930", category: "Edge", layer: "L2/L3",
portsConfig: { "10G_SFP+": 24, "100G_QSFP28": 4 }, totalPorts: 28,
maxSpeedGbps: 100, mplsSupport: true,
tags: ["edge", "aggregation", "service-aware"],
},
];
// ═══════════════════════════════════════════════════════
// ADTRAN / ADVA
// ═══════════════════════════════════════════════════════
const ADTRAN: SwitchSeed[] = [
{
vendor: "Adtran", vendorType: "oem", vendorWebsite: "https://www.adtran.com",
model: "NetVanta 1560-48P", series: "NetVanta 1560", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10, poeSupport: "PoE+", stackingSupport: true,
tags: ["campus", "PoE", "SMB"],
},
{
vendor: "Adtran", vendorType: "oem", vendorWebsite: "https://www.adtran.com",
model: "FSP 3000 CloudConnect", series: "FSP 3000", category: "SP", layer: "L2",
portsConfig: { "100G_QSFP28": 4, "10G_SFP+": 8 }, totalPorts: 12,
maxSpeedGbps: 100, mplsSupport: true,
tags: ["optical", "DWDM", "carrier"],
},
];
// ═══════════════════════════════════════════════════════
// CALIX
// ═══════════════════════════════════════════════════════
const CALIX: SwitchSeed[] = [
{
vendor: "Calix", vendorType: "oem", vendorWebsite: "https://www.calix.com",
model: "E9-2 Intelligent Edge System", series: "E9-2", category: "Edge", layer: "L2/L3",
portsConfig: { "10G_SFP+": 16, "1G_RJ45": 48 }, totalPorts: 64,
maxSpeedGbps: 10,
tags: ["FTTH", "access", "ISP"],
},
];
// ═══════════════════════════════════════════════════════
// CAMBIUM NETWORKS
// ═══════════════════════════════════════════════════════
const CAMBIUM: SwitchSeed[] = [
{
vendor: "Cambium Networks", vendorType: "oem", vendorWebsite: "https://www.cambiumnetworks.com",
model: "cnMatrix EX2052-P", series: "cnMatrix EX2052", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10, poeSupport: "PoE++",
tags: ["campus", "cloud-managed", "PoE"],
},
{
vendor: "Cambium Networks", vendorType: "oem", vendorWebsite: "https://www.cambiumnetworks.com",
model: "cnMatrix EX2028-P", series: "cnMatrix EX2028", category: "Campus", layer: "L2",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 10, poeSupport: "PoE+",
tags: ["campus", "edge", "PoE"],
},
];
// ═══════════════════════════════════════════════════════
// AVAYA (ex. Nortel)
// ═══════════════════════════════════════════════════════
const AVAYA: SwitchSeed[] = [
{
vendor: "Avaya", vendorType: "oem", vendorWebsite: "https://www.avaya.com",
model: "VSP 7432CQ", series: "VSP 7400", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4, bgpSupport: true,
tags: ["datacenter", "fabric", "SPB"],
},
{
vendor: "Avaya", vendorType: "oem", vendorWebsite: "https://www.avaya.com",
model: "ERS 4950GTS-PWR+", series: "ERS 4950", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 2 }, totalPorts: 50,
maxSpeedGbps: 10, poeSupport: "PoE+", stackingSupport: true,
tags: ["campus", "stackable", "PoE"],
},
];
// ═══════════════════════════════════════════════════════
// FUJITSU
// ═══════════════════════════════════════════════════════
const FUJITSU: SwitchSeed[] = [
{
vendor: "Fujitsu", vendorType: "oem", vendorWebsite: "https://www.fujitsu.com",
model: "FLASHWAVE 9500", series: "FLASHWAVE 9500", category: "SP", layer: "L2",
portsConfig: { "100G_QSFP28": 20 }, totalPorts: 20,
maxSpeedGbps: 100,
tags: ["optical", "DWDM", "carrier", "packet-optical"],
},
];
// ═══════════════════════════════════════════════════════
// NEC
// ═══════════════════════════════════════════════════════
const NEC: SwitchSeed[] = [
{
vendor: "NEC", vendorType: "oem", vendorWebsite: "https://www.nec.com",
model: "PF5248", series: "PF5200", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, switchingCapacityTbps: 3.2, bgpSupport: true,
tags: ["datacenter", "ToR", "25G"],
},
];
// ═══════════════════════════════════════════════════════
// JUNIPER (ex. Mist) — Wired Assurance
// ═══════════════════════════════════════════════════════
// Already covered in switch-seed.ts — skip
// ═══════════════════════════════════════════════════════
// RUCKUS / COMMSCOPE
// ═══════════════════════════════════════════════════════
const RUCKUS: SwitchSeed[] = [
{
vendor: "Ruckus (CommScope)", vendorType: "oem", vendorWebsite: "https://www.commscope.com/ruckus",
model: "ICX 7550-48ZP", series: "ICX 7550", category: "Campus", layer: "L3",
portsConfig: { "2.5G_RJ45": 48, "10G_SFP+": 2, "40G_QSFP+": 2 }, totalPorts: 52,
maxSpeedGbps: 40, poeSupport: "PoE++", stackingSupport: true,
tags: ["campus", "multigigabit", "PoE", "WiFi-optimized"],
},
{
vendor: "Ruckus (CommScope)", vendorType: "oem", vendorWebsite: "https://www.commscope.com/ruckus",
model: "ICX 7150-48PF", series: "ICX 7150", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10, poeSupport: "PoE+", stackingSupport: true,
tags: ["campus", "edge", "PoE"],
},
];
// ═══════════════════════════════════════════════════════
// TRENDNET
// ═══════════════════════════════════════════════════════
const TRENDNET: SwitchSeed[] = [
{
vendor: "TRENDnet", vendorType: "oem", vendorWebsite: "https://www.trendnet.com",
model: "TPE-5048WS", series: "TPE-5048", category: "Campus", layer: "L2",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10, poeSupport: "PoE+",
tags: ["SMB", "PoE", "web-smart"],
},
];
// ═══════════════════════════════════════════════════════
// DRAYTEK
// ═══════════════════════════════════════════════════════
const DRAYTEK: SwitchSeed[] = [
{
vendor: "DrayTek", vendorType: "oem", vendorWebsite: "https://www.draytek.com",
model: "VigorSwitch P2540xs", series: "VigorSwitch", category: "Campus", layer: "L2",
portsConfig: { "2.5G_RJ45": 48, "10G_SFP+": 6 }, totalPorts: 54,
maxSpeedGbps: 10, poeSupport: "PoE++",
tags: ["SMB", "multigigabit", "cloud-managed"],
},
];
// ═══════════════════════════════════════════════════════
// GIGAMON (Monitoring / TAP)
// ═══════════════════════════════════════════════════════
const GIGAMON: SwitchSeed[] = [
{
vendor: "Gigamon", vendorType: "oem", vendorWebsite: "https://www.gigamon.com",
model: "GigaVUE-HC3", series: "GigaVUE-HC3", category: "DataCenter", layer: "L2",
portsConfig: { "100G_QSFP28": 32, "10G_SFP+": 64 }, totalPorts: 96,
maxSpeedGbps: 100,
tags: ["visibility", "TAP", "NPB", "monitoring"],
},
{
vendor: "Gigamon", vendorType: "oem", vendorWebsite: "https://www.gigamon.com",
model: "GigaVUE-HC1-Plus", series: "GigaVUE-HC1", category: "DataCenter", layer: "L2",
portsConfig: { "100G_QSFP28": 8, "25G_SFP28": 32 }, totalPorts: 40,
maxSpeedGbps: 100,
tags: ["visibility", "TAP", "NPB"],
},
];
// ═══════════════════════════════════════════════════════
// KEYSIGHT (ex. Ixia)
// ═══════════════════════════════════════════════════════
const KEYSIGHT: SwitchSeed[] = [
{
vendor: "Keysight (ex. Ixia)", vendorType: "oem", vendorWebsite: "https://www.keysight.com",
model: "Vision X", series: "Vision", category: "DataCenter", layer: "L2",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400,
tags: ["NPB", "visibility", "packet-broker", "TAP"],
},
];
// ═══════════════════════════════════════════════════════
// SUPERMICRO
// ═══════════════════════════════════════════════════════
const SUPERMICRO: SwitchSeed[] = [
{
vendor: "Supermicro", vendorType: "oem", vendorWebsite: "https://www.supermicro.com",
model: "SSE-C4632SRB", series: "SSE-C4632", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 25.6,
asicVendor: "Broadcom", asicModel: "Memory Memory",
sonicCompatible: true, openconfigSupport: true,
tags: ["whitebox", "SONiC", "400G", "open-networking"],
},
];
// ═══════════════════════════════════════════════════════
// ADVANTECH
// ═══════════════════════════════════════════════════════
const ADVANTECH: SwitchSeed[] = [
{
vendor: "Advantech", vendorType: "oem", vendorWebsite: "https://www.advantech.com",
model: "EKI-9516G-4GMXP", series: "EKI-9500", category: "Industrial", layer: "L3",
portsConfig: { "1G_RJ45": 16, "10G_SFP+": 4 }, totalPorts: 20,
maxSpeedGbps: 10,
tags: ["industrial", "DIN-rail", "M12", "IP67"],
},
{
vendor: "Advantech", vendorType: "oem", vendorWebsite: "https://www.advantech.com",
model: "EKI-7720G-4FI", series: "EKI-7720", category: "Industrial", layer: "L2",
portsConfig: { "1G_RJ45": 16, "1G_SFP": 4 }, totalPorts: 20,
maxSpeedGbps: 1,
tags: ["industrial", "DIN-rail", "managed"],
},
];
// ═══════════════════════════════════════════════════════
// RAD DATA COMMUNICATIONS
// ═══════════════════════════════════════════════════════
const RAD: SwitchSeed[] = [
{
vendor: "RAD", vendorType: "oem", vendorWebsite: "https://www.rad.com",
model: "ETX-2i-10G", series: "ETX-2i", category: "SP", layer: "L2",
portsConfig: { "10G_SFP+": 10, "1G_RJ45": 8 }, totalPorts: 18,
maxSpeedGbps: 10, mplsSupport: true,
tags: ["CPE", "carrier", "demarcation", "MEF"],
},
];
// ═══════════════════════════════════════════════════════
// ZHONE / DASAN / DZS
// ═══════════════════════════════════════════════════════
const DZS: SwitchSeed[] = [
{
vendor: "DZS (ex. Zhone/Dasan)", vendorType: "oem", vendorWebsite: "https://www.dzsi.com",
model: "OLT 9100", series: "OLT 9100", category: "SP", layer: "L2/L3",
portsConfig: { "10G_SFP+": 16, "GPON": 16 }, totalPorts: 32,
maxSpeedGbps: 10,
tags: ["OLT", "FTTH", "GPON", "ISP"],
},
];
// ═══════════════════════════════════════════════════════
// ZTE
// ═══════════════════════════════════════════════════════
const ZTE: SwitchSeed[] = [
{
vendor: "ZTE", vendorType: "oem", vendorWebsite: "https://www.zte.com.cn",
model: "ZXR10 9908", series: "ZXR10 9900", category: "Core", layer: "L3",
portsConfig: { "400G_QSFP-DD": 36 }, totalPorts: 36,
maxSpeedGbps: 400, switchingCapacityTbps: 28.8, bgpSupport: true, mplsSupport: true,
tags: ["chassis", "core", "carrier"],
},
{
vendor: "ZTE", vendorType: "oem", vendorWebsite: "https://www.zte.com.cn",
model: "ZXR10 5960-56PM-H", series: "ZXR10 5960", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, bgpSupport: true, vxlanSupport: true,
tags: ["datacenter", "ToR", "25G"],
},
];
// ═══════════════════════════════════════════════════════
// FIBERHOME
// ═══════════════════════════════════════════════════════
const FIBERHOME: SwitchSeed[] = [
{
vendor: "FiberHome", vendorType: "oem", vendorWebsite: "https://www.fiberhome.com",
model: "CiTRANS 680", series: "CiTRANS 680", category: "SP", layer: "L2",
portsConfig: { "100G_QSFP28": 16, "10G_SFP+": 32 }, totalPorts: 48,
maxSpeedGbps: 100,
tags: ["carrier", "OTN", "packet-optical"],
},
];
// ═══════════════════════════════════════════════════════
// DATACOM
// ═══════════════════════════════════════════════════════
const DATACOM: SwitchSeed[] = [
{
vendor: "Datacom", vendorType: "oem", vendorWebsite: "https://www.datacom.com.br",
model: "DM4610-48T6X", series: "DM4610", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 6 }, totalPorts: 54,
maxSpeedGbps: 10, bgpSupport: true,
tags: ["campus", "aggregation", "Brazil"],
},
];
// ═══════════════════════════════════════════════════════
// NETSCOUT / NETWORK INSTRUMENTS
// ═══════════════════════════════════════════════════════
const NETSCOUT: SwitchSeed[] = [
{
vendor: "Netscout", vendorType: "oem", vendorWebsite: "https://www.netscout.com",
model: "nGeniusONE InfiniStreamNG", series: "InfiniStreamNG", category: "DataCenter", layer: "L2",
portsConfig: { "100G_QSFP28": 8 }, totalPorts: 8,
maxSpeedGbps: 100,
tags: ["monitoring", "packet-capture", "NPM"],
},
];
// ═══════════════════════════════════════════════════════
// CALETA / EVERTZ / RIEDEL (Broadcast/AV)
// ═══════════════════════════════════════════════════════
const BROADCAST_AV: SwitchSeed[] = [
{
vendor: "Evertz", vendorType: "oem", vendorWebsite: "https://www.evertz.com",
model: "EXE-VSR-IP", series: "EXE-VSR", category: "DataCenter", layer: "L2",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100,
tags: ["broadcast", "SMPTE-2110", "IP-video", "SDI-over-IP"],
},
{
vendor: "Arista", vendorType: "oem", vendorWebsite: "https://www.arista.com",
model: "7130-48LB", series: "7130", category: "DataCenter", layer: "L2",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100,
tags: ["broadcast", "SMPTE-2110", "low-latency", "FPGA"],
},
{
vendor: "Riedel Communications", vendorType: "oem", vendorWebsite: "https://www.riedel.net",
model: "MediorNet MicroN UHD", series: "MediorNet", category: "Edge", layer: "L2",
portsConfig: { "10G_SFP+": 8 }, totalPorts: 8,
maxSpeedGbps: 10,
tags: ["broadcast", "AV-over-IP", "real-time"],
},
];
// ═══════════════════════════════════════════════════════
// WAYSTREAM
// ═══════════════════════════════════════════════════════
const WAYSTREAM: SwitchSeed[] = [
{
vendor: "Waystream", vendorType: "oem", vendorWebsite: "https://www.waystream.com",
model: "ASR 8000", series: "ASR 8000", category: "SP", layer: "L2/L3",
portsConfig: { "10G_SFP+": 8, "1G_RJ45": 24 }, totalPorts: 32,
maxSpeedGbps: 10,
tags: ["ISP", "access", "FTTH", "triple-play"],
},
];
// ═══════════════════════════════════════════════════════
// EKINOPS / ONE ACCESS
// ═══════════════════════════════════════════════════════
const EKINOPS: SwitchSeed[] = [
{
vendor: "Ekinops", vendorType: "oem", vendorWebsite: "https://www.ekinops.com",
model: "360-12", series: "OneOS360", category: "Edge", layer: "L3",
portsConfig: { "10G_SFP+": 12, "1G_RJ45": 4 }, totalPorts: 16,
maxSpeedGbps: 10, bgpSupport: true, mplsSupport: true,
tags: ["CPE", "SD-WAN", "carrier-edge"],
},
];
// ═══════════════════════════════════════════════════════
// RIBBON COMMUNICATIONS (ex. GENBAND/Sonus)
// ═══════════════════════════════════════════════════════
const RIBBON: SwitchSeed[] = [
{
vendor: "Ribbon Communications", vendorType: "oem", vendorWebsite: "https://www.ribboncommunications.com",
model: "Apollo 9900 Series", series: "Apollo 9900", category: "SP", layer: "L2",
portsConfig: { "100G_QSFP28": 16 }, totalPorts: 16,
maxSpeedGbps: 100,
tags: ["optical", "DWDM", "carrier"],
},
];
// ═══════════════════════════════════════════════════════
// WAGO
// ═══════════════════════════════════════════════════════
const WAGO: SwitchSeed[] = [
{
vendor: "WAGO", vendorType: "oem", vendorWebsite: "https://www.wago.com",
model: "852-1505", series: "852", category: "Industrial", layer: "L2",
portsConfig: { "1G_RJ45": 8, "1G_SFP": 2 }, totalPorts: 10,
maxSpeedGbps: 1,
tags: ["industrial", "DIN-rail", "managed", "PROFINET"],
},
];
// ═══════════════════════════════════════════════════════
// PEPLINK / PEPWAVE
// ═══════════════════════════════════════════════════════
const PEPLINK: SwitchSeed[] = [
{
vendor: "Peplink", vendorType: "oem", vendorWebsite: "https://www.peplink.com",
model: "SD Switch 24-Port", series: "SD Switch", category: "Campus", layer: "L2",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 10, poeSupport: "PoE+",
tags: ["SD-WAN", "cloud-managed", "PoE"],
},
];
// ═══════════════════════════════════════════════════════
// NETAPP / PURE STORAGE (SAN switches)
// ═══════════════════════════════════════════════════════
const STORAGE_VENDORS: SwitchSeed[] = [
{
vendor: "NetApp", vendorType: "oem", vendorWebsite: "https://www.netapp.com",
model: "CN1610", series: "CN1610", category: "DataCenter", layer: "L2",
portsConfig: { "10G_SFP+": 16 }, totalPorts: 16,
maxSpeedGbps: 10,
tags: ["storage", "cluster-interconnect", "ONTAP"],
},
{
vendor: "QNAP", vendorType: "oem", vendorWebsite: "https://www.qnap.com",
model: "QSW-M5216-1T", series: "QSW-M5216", category: "DataCenter", layer: "L2",
portsConfig: { "25G_SFP28": 16, "10G_RJ45": 1 }, totalPorts: 17,
maxSpeedGbps: 25,
tags: ["storage", "NAS", "25G"],
},
{
vendor: "Synology", vendorType: "oem", vendorWebsite: "https://www.synology.com",
model: "SA6400", series: "SA6400", category: "DataCenter", layer: "L2",
portsConfig: { "25G_SFP28": 4 }, totalPorts: 4,
maxSpeedGbps: 25,
tags: ["NAS", "storage", "25G"],
},
];
// ═══════════════════════════════════════════════════════
// QUANTA CLOUD TECHNOLOGY (QCT)
// ═══════════════════════════════════════════════════════
const QCT: SwitchSeed[] = [
{
vendor: "Quanta Cloud Technology", vendorType: "oem", vendorWebsite: "https://www.qct.io",
model: "QuantaMesh T7064-IX1D", series: "T7064", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 64 }, totalPorts: 64,
maxSpeedGbps: 100, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", sonicCompatible: true, openconfigSupport: true,
tags: ["whitebox", "SONiC", "spine", "100G"],
},
];
// ═══════════════════════════════════════════════════════
// ASTERFUSION
// ═══════════════════════════════════════════════════════
const ASTERFUSION: SwitchSeed[] = [
{
vendor: "Asterfusion", vendorType: "oem", vendorWebsite: "https://www.asterfusion.com",
model: "CX864E-N", series: "CX864", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 64 }, totalPorts: 64,
maxSpeedGbps: 800, switchingCapacityTbps: 51.2,
asicVendor: "Broadcom", asicModel: "Tomahawk 5",
sonicCompatible: true, openconfigSupport: true,
tags: ["whitebox", "800G", "AI-fabric"],
},
];
// ═══════════════════════════════════════════════════════
// DELL SONICWALL (Security)
// ═══════════════════════════════════════════════════════
const SONICWALL: SwitchSeed[] = [
{
vendor: "SonicWall", vendorType: "oem", vendorWebsite: "https://www.sonicwall.com",
model: "NSa 6700", series: "NSa 6700", category: "Edge", layer: "L3",
portsConfig: { "10G_SFP+": 4, "25G_SFP28": 2, "1G_RJ45": 24 }, totalPorts: 30,
maxSpeedGbps: 25,
tags: ["firewall", "NGFW", "security"],
},
];
// ═══════════════════════════════════════════════════════
// WATCHGUARD
// ═══════════════════════════════════════════════════════
const WATCHGUARD: SwitchSeed[] = [
{
vendor: "WatchGuard", vendorType: "oem", vendorWebsite: "https://www.watchguard.com",
model: "Firebox M5800", series: "Firebox M5800", category: "Edge", layer: "L3",
portsConfig: { "10G_SFP+": 4, "1G_RJ45": 8 }, totalPorts: 12,
maxSpeedGbps: 10,
tags: ["firewall", "UTM", "security"],
},
];
// ═══════════════════════════════════════════════════════
// BARRACUDA
// ═══════════════════════════════════════════════════════
const BARRACUDA: SwitchSeed[] = [
{
vendor: "Barracuda Networks", vendorType: "oem", vendorWebsite: "https://www.barracuda.com",
model: "CloudGen Firewall F900", series: "CGF F900", category: "Edge", layer: "L3",
portsConfig: { "10G_SFP+": 4, "1G_RJ45": 8 }, totalPorts: 12,
maxSpeedGbps: 10,
tags: ["firewall", "SD-WAN", "security"],
},
];
// ═══════════════════════════════════════════════════════
// SOPHOS
// ═══════════════════════════════════════════════════════
const SOPHOS: SwitchSeed[] = [
{
vendor: "Sophos", vendorType: "oem", vendorWebsite: "https://www.sophos.com",
model: "XGS 6500", series: "XGS 6500", category: "Edge", layer: "L3",
portsConfig: { "25G_SFP28": 4, "10G_SFP+": 8, "1G_RJ45": 8 }, totalPorts: 20,
maxSpeedGbps: 25,
tags: ["firewall", "NGFW", "security", "Xstream"],
},
{
vendor: "Sophos", vendorType: "oem", vendorWebsite: "https://www.sophos.com",
model: "CS210-48FP", series: "CS210", category: "Campus", layer: "L2",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10, poeSupport: "PoE+",
tags: ["campus", "cloud-managed", "PoE"],
},
];
// ═══════════════════════════════════════════════════════
// CITRIX / NETSCALER (Load Balancers)
// ═══════════════════════════════════════════════════════
const CITRIX: SwitchSeed[] = [
{
vendor: "Citrix (NetScaler)", vendorType: "oem", vendorWebsite: "https://www.citrix.com",
model: "NetScaler SDX 26000-100G", series: "SDX 26000", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 4, "25G_SFP28": 8 }, totalPorts: 12,
maxSpeedGbps: 100,
tags: ["ADC", "load-balancer", "SSL"],
},
];
// ═══════════════════════════════════════════════════════
// KEMP (Load Balancers)
// ═══════════════════════════════════════════════════════
const KEMP: SwitchSeed[] = [
{
vendor: "Kemp Technologies", vendorType: "oem", vendorWebsite: "https://www.kemp.ax",
model: "LoadMaster LM-X40", series: "LoadMaster", category: "DataCenter", layer: "L3",
portsConfig: { "40G_QSFP+": 4, "10G_SFP+": 8 }, totalPorts: 12,
maxSpeedGbps: 40,
tags: ["ADC", "load-balancer"],
},
];
// ═══════════════════════════════════════════════════════
// A10 NETWORKS
// ═══════════════════════════════════════════════════════
const A10: SwitchSeed[] = [
{
vendor: "A10 Networks", vendorType: "oem", vendorWebsite: "https://www.a10networks.com",
model: "Thunder 14045", series: "Thunder", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 8, "25G_SFP28": 16 }, totalPorts: 24,
maxSpeedGbps: 100,
tags: ["ADC", "DDoS", "load-balancer", "CGN"],
},
];
// ═══════════════════════════════════════════════════════
// NIC VENDORS (Intel, Broadcom, Chelsio, Solarflare)
// ═══════════════════════════════════════════════════════
const NIC_VENDORS: SwitchSeed[] = [
{
vendor: "Intel", vendorType: "oem", vendorWebsite: "https://www.intel.com",
model: "E810-CQDA2", series: "E810", category: "DataCenter", layer: "L2",
portsConfig: { "100G_QSFP28": 2 }, totalPorts: 2,
maxSpeedGbps: 100,
tags: ["NIC", "SmartNIC", "DPDK", "iWARP"],
},
{
vendor: "Broadcom", vendorType: "oem", vendorWebsite: "https://www.broadcom.com",
model: "BCM957508-P2100G", series: "BCM957508", category: "DataCenter", layer: "L2",
portsConfig: { "100G_QSFP56": 2 }, totalPorts: 2,
maxSpeedGbps: 100,
tags: ["NIC", "SmartNIC", "RoCE"],
},
{
vendor: "NVIDIA Networking", vendorType: "oem", vendorWebsite: "https://www.nvidia.com/networking",
model: "ConnectX-7 400G", series: "ConnectX-7", category: "DataCenter", layer: "L2",
portsConfig: { "400G_QSFP-DD": 1 }, totalPorts: 1,
maxSpeedGbps: 400,
tags: ["NIC", "SmartNIC", "InfiniBand", "DPU", "AI"],
},
];
// ═══════════════════════════════════════════════════════
// COMBINE ALL SEEDS
// ═══════════════════════════════════════════════════════
const ALL_BULK_SEEDS: SwitchSeed[] = [
...DLINK,
...ALE,
...BROCADE,
...H3C,
...RUIJIE,
...PLANET,
...LANCOM,
...CIENA,
...ADTRAN,
...CALIX,
...CAMBIUM,
...AVAYA,
...FUJITSU,
...NEC,
...RUCKUS,
...TRENDNET,
...DRAYTEK,
...GIGAMON,
...KEYSIGHT,
...SUPERMICRO,
...ADVANTECH,
...RAD,
...DZS,
...ZTE,
...FIBERHOME,
...DATACOM,
...NETSCOUT,
...BROADCAST_AV,
...WAYSTREAM,
...EKINOPS,
...RIBBON,
...WAGO,
...PEPLINK,
...STORAGE_VENDORS,
...QCT,
...ASTERFUSION,
...SONICWALL,
...WATCHGUARD,
...BARRACUDA,
...SOPHOS,
...CITRIX,
...KEMP,
...A10,
...NIC_VENDORS,
];
// ═══════════════════════════════════════════════════════
// Seed function
// ═══════════════════════════════════════════════════════
export async function seedBulkSwitches(): Promise<void> {
console.log(`\n=== Seeding ${ALL_BULK_SEEDS.length} Bulk Switch/Router Models ===\n`);
const vendorCache = new Map<string, string>();
let created = 0;
let updated = 0;
for (const sw of ALL_BULK_SEEDS) {
try {
let vendorId = vendorCache.get(sw.vendor);
if (!vendorId) {
vendorId = await ensureVendor(sw.vendor, sw.vendorType, sw.vendorWebsite);
vendorCache.set(sw.vendor, vendorId);
}
const existing = await pool.query(
`SELECT id FROM switches WHERE model = $1 AND vendor_id = $2`,
[sw.model, vendorId]
);
await findOrCreateSwitch({
model: sw.model,
vendorId,
series: sw.series,
category: sw.category,
layer: sw.layer,
portsConfig: sw.portsConfig,
totalPorts: sw.totalPorts,
uplinkSpeedGbps: sw.uplinkSpeedGbps,
maxSpeedGbps: sw.maxSpeedGbps,
switchingCapacityTbps: sw.switchingCapacityTbps,
forwardingRateMpps: sw.forwardingRateMpps,
asicVendor: sw.asicVendor,
asicModel: sw.asicModel,
rackUnits: sw.rackUnits,
maxPowerW: sw.maxPowerW,
poeSupport: sw.poeSupport,
stackingSupport: sw.stackingSupport,
vxlanSupport: sw.vxlanSupport,
evpnSupport: sw.evpnSupport,
bgpSupport: sw.bgpSupport,
mplsSupport: sw.mplsSupport,
openconfigSupport: sw.openconfigSupport,
sonicCompatible: sw.sonicCompatible,
macsecSupport: sw.macsecSupport,
tags: sw.tags,
});
if (existing.rows.length > 0) {
updated++;
} else {
created++;
console.log(` ✓ ${sw.vendor} ${sw.model}`);
}
} catch (err: unknown) {
const msg = err instanceof Error ? err.message : String(err);
console.error(` ✗ ${sw.vendor} ${sw.model}: ${msg}`);
}
}
console.log(`\n=== Bulk Seed Complete: ${created} created, ${updated} updated ===`);
}
if (require.main === module) {
seedBulkSwitches()
.then(() => pool.end())
.catch((err) => { console.error("Fatal:", err); pool.end(); process.exit(1); });
}

695
packages/scraper/src/scrapers/switch-seed-extended.ts Normal file
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/**
* Extended Switch & Router Seed Data — Security, Industrial, Broadcast & Misc Vendors
*
* Covers Flexoptix-supported vendors beyond the core networking OEMs.
* These devices all have SFP/SFP+/QSFP ports and use optical transceivers.
* Sources: Public datasheets, vendor product pages.
*/
import { pool, ensureVendor, findOrCreateSwitch } from "../utils/db";
interface SwitchSeed {
vendor: string;
vendorType: string;
vendorWebsite: string;
model: string;
series: string;
category: "DataCenter" | "Campus" | "Edge" | "Core" | "SP" | "Industrial";
layer: "L2" | "L3" | "L2/L3";
portsConfig: Record<string, number>;
totalPorts: number;
uplinkSpeedGbps?: number;
maxSpeedGbps: number;
switchingCapacityTbps?: number;
forwardingRateMpps?: number;
asicVendor?: string;
asicModel?: string;
rackUnits?: number;
maxPowerW?: number;
poeSupport?: string;
stackingSupport?: boolean;
vxlanSupport?: boolean;
evpnSupport?: boolean;
bgpSupport?: boolean;
mplsSupport?: boolean;
openconfigSupport?: boolean;
sonicCompatible?: boolean;
macsecSupport?: boolean;
lifecycleStatus?: string;
tags?: string[];
}
// ═══════════════════════════════════════════════════════
// FORTINET — FortiSwitch + FortiGate (with SFP ports)
// ═══════════════════════════════════════════════════════
const FORTINET: SwitchSeed[] = [
// FortiSwitch 100 Series — Access
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 108F", series: "FortiSwitch 100", category: "Campus", layer: "L2",
portsConfig: { "1G_RJ45": 8, "1G_SFP": 2 }, totalPorts: 10,
maxSpeedGbps: 1,
rackUnits: 0, maxPowerW: 15,
tags: ["access", "managed", "FortiLink"],
},
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 124F", series: "FortiSwitch 100", category: "Campus", layer: "L2",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 30,
tags: ["access", "managed", "FortiLink"],
},
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 124F-POE", series: "FortiSwitch 100", category: "Campus", layer: "L2",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 370,
poeSupport: "PoE+",
tags: ["access", "PoE", "FortiLink"],
},
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 148F-POE", series: "FortiSwitch 100", category: "Campus", layer: "L2",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 740,
poeSupport: "PoE+",
tags: ["access", "PoE", "FortiLink"],
},
// FortiSwitch 400 Series — Aggregation
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 424E", series: "FortiSwitch 400", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 45,
tags: ["aggregation", "FortiLink"],
},
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 448E-FPOE", series: "FortiSwitch 400", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 780,
poeSupport: "PoE+",
tags: ["aggregation", "PoE", "FortiLink"],
},
// FortiSwitch 500 Series — Distribution
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 524D", series: "FortiSwitch 500", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 4, "40G_QSFP+": 2 }, totalPorts: 30,
maxSpeedGbps: 40,
rackUnits: 1, maxPowerW: 65,
tags: ["distribution", "40G", "FortiLink"],
},
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 548D-FPOE", series: "FortiSwitch 500", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4, "40G_QSFP+": 2 }, totalPorts: 54,
maxSpeedGbps: 40,
rackUnits: 1, maxPowerW: 780,
poeSupport: "PoE+",
tags: ["distribution", "40G", "PoE", "FortiLink"],
},
// FortiSwitch 1000/3000 Series — Core
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 1024E", series: "FortiSwitch 1000", category: "DataCenter", layer: "L2/L3",
portsConfig: { "10G_SFP+": 24, "40G_QSFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 40,
rackUnits: 1, maxPowerW: 150,
tags: ["10G", "core", "FortiLink"],
},
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 1048E", series: "FortiSwitch 1000", category: "DataCenter", layer: "L2/L3",
portsConfig: { "10G_SFP+": 48, "40G_QSFP+": 6 }, totalPorts: 54,
maxSpeedGbps: 40,
rackUnits: 1, maxPowerW: 200,
tags: ["10G", "core", "FortiLink"],
},
{
vendor: "Fortinet", vendorType: "oem", vendorWebsite: "https://www.fortinet.com",
model: "FortiSwitch 3032E", series: "FortiSwitch 3000", category: "DataCenter", layer: "L2/L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100,
rackUnits: 1, maxPowerW: 350,
tags: ["100G", "spine", "FortiLink"],
},
];
// ═══════════════════════════════════════════════════════
// MIKROTIK — CRS / CCR Series (with SFP/QSFP ports)
// ═══════════════════════════════════════════════════════
const MIKROTIK: SwitchSeed[] = [
{
vendor: "MikroTik", vendorType: "oem", vendorWebsite: "https://mikrotik.com",
model: "CRS504-4XQ-IN", series: "CRS504", category: "DataCenter", layer: "L2/L3",
portsConfig: { "100G_QSFP28": 4 }, totalPorts: 4,
maxSpeedGbps: 100, switchingCapacityTbps: 0.8,
asicVendor: "Marvell", asicModel: "Prestera 98DX8525",
rackUnits: 1, maxPowerW: 75,
tags: ["100G", "aggregation", "RouterOS"],
},
{
vendor: "MikroTik", vendorType: "oem", vendorWebsite: "https://mikrotik.com",
model: "CRS518-16XS-2XQ", series: "CRS518", category: "DataCenter", layer: "L2/L3",
portsConfig: { "25G_SFP28": 16, "100G_QSFP28": 2 }, totalPorts: 18,
maxSpeedGbps: 100, switchingCapacityTbps: 1.2,
asicVendor: "Marvell", asicModel: "Prestera 98DX8525",
rackUnits: 1, maxPowerW: 85,
tags: ["25G", "aggregation", "RouterOS"],
},
{
vendor: "MikroTik", vendorType: "oem", vendorWebsite: "https://mikrotik.com",
model: "CRS354-48G-4S+2Q+", series: "CRS354", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4, "40G_QSFP+": 2 }, totalPorts: 54,
maxSpeedGbps: 40,
rackUnits: 1, maxPowerW: 55,
tags: ["campus", "aggregation", "RouterOS"],
},
{
vendor: "MikroTik", vendorType: "oem", vendorWebsite: "https://mikrotik.com",
model: "CRS326-24G-2S+", series: "CRS326", category: "Campus", layer: "L2",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 2 }, totalPorts: 26,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 30,
tags: ["campus", "access", "RouterOS"],
},
{
vendor: "MikroTik", vendorType: "oem", vendorWebsite: "https://mikrotik.com",
model: "CRS317-1G-16S+", series: "CRS317", category: "DataCenter", layer: "L2/L3",
portsConfig: { "10G_SFP+": 16, "1G_RJ45": 1 }, totalPorts: 17,
maxSpeedGbps: 10, switchingCapacityTbps: 0.32,
asicVendor: "Marvell", asicModel: "Prestera 98DX8216",
rackUnits: 1, maxPowerW: 45,
tags: ["10G", "aggregation", "RouterOS"],
},
{
vendor: "MikroTik", vendorType: "oem", vendorWebsite: "https://mikrotik.com",
model: "CRS312-4C+8XG", series: "CRS312", category: "DataCenter", layer: "L2/L3",
portsConfig: { "10G_RJ45": 8, "10G_SFP+_Combo": 4 }, totalPorts: 12,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 75,
tags: ["10G", "combo", "RouterOS"],
},
{
vendor: "MikroTik", vendorType: "oem", vendorWebsite: "https://mikrotik.com",
model: "CRS305-1G-4S+", series: "CRS305", category: "Edge", layer: "L2",
portsConfig: { "10G_SFP+": 4, "1G_RJ45": 1 }, totalPorts: 5,
maxSpeedGbps: 10,
rackUnits: 0, maxPowerW: 15,
tags: ["10G", "desktop", "RouterOS"],
},
// CCR Routers with SFP
{
vendor: "MikroTik", vendorType: "oem", vendorWebsite: "https://mikrotik.com",
model: "CCR2216-1G-12XS-2XQ", series: "CCR2216", category: "Core", layer: "L3",
portsConfig: { "25G_SFP28": 12, "100G_QSFP28": 2, "1G_RJ45": 1 }, totalPorts: 15,
maxSpeedGbps: 100,
rackUnits: 1, maxPowerW: 130,
bgpSupport: true, mplsSupport: true,
tags: ["router", "100G", "BGP", "MPLS", "RouterOS"],
},
];
// ═══════════════════════════════════════════════════════
// UBIQUITI — UniFi / EdgeSwitch with SFP
// ═══════════════════════════════════════════════════════
const UBIQUITI: SwitchSeed[] = [
{
vendor: "Ubiquiti", vendorType: "oem", vendorWebsite: "https://www.ui.com",
model: "USW-Pro-Max-48-PoE", series: "UniFi Pro Max", category: "Campus", layer: "L2/L3",
portsConfig: { "2.5G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 720,
poeSupport: "PoE++",
tags: ["campus", "PoE", "UniFi"],
},
{
vendor: "Ubiquiti", vendorType: "oem", vendorWebsite: "https://www.ui.com",
model: "USW-Enterprise-48-PoE", series: "UniFi Enterprise", category: "Campus", layer: "L2/L3",
portsConfig: { "2.5G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 720,
poeSupport: "PoE++",
tags: ["enterprise", "PoE", "UniFi"],
},
{
vendor: "Ubiquiti", vendorType: "oem", vendorWebsite: "https://www.ui.com",
model: "USW-Aggregation", series: "UniFi Aggregation", category: "DataCenter", layer: "L2",
portsConfig: { "10G_SFP+": 8 }, totalPorts: 8,
maxSpeedGbps: 10,
rackUnits: 1, maxPowerW: 40,
tags: ["aggregation", "10G", "UniFi"],
},
{
vendor: "Ubiquiti", vendorType: "oem", vendorWebsite: "https://www.ui.com",
model: "USW-Pro-Aggregation", series: "UniFi Pro", category: "DataCenter", layer: "L2/L3",
portsConfig: { "10G_SFP+": 28, "25G_SFP28": 4 }, totalPorts: 32,
maxSpeedGbps: 25,
rackUnits: 1, maxPowerW: 75,
tags: ["aggregation", "25G", "UniFi"],
},
];
// ═══════════════════════════════════════════════════════
// NETGEAR — M4300/M4350/M4500 Managed with SFP
// ═══════════════════════════════════════════════════════
const NETGEAR: SwitchSeed[] = [
{
vendor: "Netgear", vendorType: "oem", vendorWebsite: "https://www.netgear.com",
model: "M4350-48G4XF", series: "M4350", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10,
rackUnits: 1,
poeSupport: "PoE++", stackingSupport: true,
tags: ["campus", "PoE", "ProAV"],
},
{
vendor: "Netgear", vendorType: "oem", vendorWebsite: "https://www.netgear.com",
model: "M4500-32C", series: "M4500", category: "DataCenter", layer: "L2/L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4,
rackUnits: 1,
tags: ["100G", "spine", "ProAV"],
},
{
vendor: "Netgear", vendorType: "oem", vendorWebsite: "https://www.netgear.com",
model: "M4300-96X", series: "M4300", category: "Campus", layer: "L2/L3",
portsConfig: { "10G_RJ45": 48, "10G_SFP+": 48 }, totalPorts: 96,
maxSpeedGbps: 10,
rackUnits: 2,
stackingSupport: true,
tags: ["10G", "campus", "ProAV"],
},
];
// ═══════════════════════════════════════════════════════
// ALLIED TELESIS — Campus/Industrial
// ═══════════════════════════════════════════════════════
const ALLIED_TELESIS: SwitchSeed[] = [
{
vendor: "Allied Telesis", vendorType: "oem", vendorWebsite: "https://www.alliedtelesis.com",
model: "AT-x950-28XSQ", series: "x950", category: "Campus", layer: "L3",
portsConfig: { "10G_SFP+": 24, "40G_QSFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 40, switchingCapacityTbps: 0.96,
rackUnits: 1,
stackingSupport: true, bgpSupport: true,
tags: ["10G", "core", "stackable"],
},
{
vendor: "Allied Telesis", vendorType: "oem", vendorWebsite: "https://www.alliedtelesis.com",
model: "AT-x530-28GSX", series: "x530", category: "Campus", layer: "L3",
portsConfig: { "1G_SFP": 24, "10G_SFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 10,
rackUnits: 1,
stackingSupport: true,
tags: ["campus", "all-fiber", "stackable"],
},
{
vendor: "Allied Telesis", vendorType: "oem", vendorWebsite: "https://www.alliedtelesis.com",
model: "AT-x530L-52GPX", series: "x530L", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10,
rackUnits: 1,
poeSupport: "PoE+", stackingSupport: true,
tags: ["campus", "PoE", "stackable"],
},
];
// ═══════════════════════════════════════════════════════
// HIRSCHMANN / BELDEN — Industrial Ethernet
// ═══════════════════════════════════════════════════════
const HIRSCHMANN: SwitchSeed[] = [
{
vendor: "Hirschmann", vendorType: "oem", vendorWebsite: "https://www.belden.com/brands/hirschmann",
model: "MACH4002-48G-L3P", series: "MACH4002", category: "Industrial", layer: "L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10,
rackUnits: 2,
poeSupport: "PoE+",
tags: ["industrial", "managed", "ruggedized", "DIN-rail"],
},
{
vendor: "Hirschmann", vendorType: "oem", vendorWebsite: "https://www.belden.com/brands/hirschmann",
model: "RSP30-08033O6TT-SK", series: "RSP", category: "Industrial", layer: "L2",
portsConfig: { "1G_RJ45": 8, "1G_SFP": 3 }, totalPorts: 11,
maxSpeedGbps: 1,
rackUnits: 0,
tags: ["industrial", "managed", "DIN-rail", "compact"],
},
{
vendor: "Hirschmann", vendorType: "oem", vendorWebsite: "https://www.belden.com/brands/hirschmann",
model: "GREYHOUND-1040-BT", series: "GREYHOUND", category: "Industrial", layer: "L3",
portsConfig: { "1G_RJ45": 8, "10G_SFP+": 4 }, totalPorts: 12,
maxSpeedGbps: 10,
rackUnits: 0,
tags: ["industrial", "ruggedized", "backbone", "10G"],
},
{
vendor: "Hirschmann", vendorType: "oem", vendorWebsite: "https://www.belden.com/brands/hirschmann",
model: "DRAGON-MACH4500-48G6XG", series: "DRAGON", category: "Industrial", layer: "L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 6 }, totalPorts: 54,
maxSpeedGbps: 10,
rackUnits: 2,
tags: ["industrial", "modular", "backbone", "redundancy"],
},
];
// ═══════════════════════════════════════════════════════
// MOXA — Industrial Ethernet
// ═══════════════════════════════════════════════════════
const MOXA: SwitchSeed[] = [
{
vendor: "Moxa", vendorType: "oem", vendorWebsite: "https://www.moxa.com",
model: "IKS-G6824A", series: "IKS-G6824A", category: "Industrial", layer: "L2/L3",
portsConfig: { "1G_RJ45": 24, "1G_SFP": 4 }, totalPorts: 28,
maxSpeedGbps: 1,
rackUnits: 2,
tags: ["industrial", "managed", "rack-mount", "redundancy"],
},
{
vendor: "Moxa", vendorType: "oem", vendorWebsite: "https://www.moxa.com",
model: "ICS-G7826A", series: "ICS-G7826A", category: "Industrial", layer: "L2/L3",
portsConfig: { "1G_RJ45": 24, "1G_SFP": 2 }, totalPorts: 26,
maxSpeedGbps: 1,
rackUnits: 2,
tags: ["industrial", "modular", "rack-mount"],
},
{
vendor: "Moxa", vendorType: "oem", vendorWebsite: "https://www.moxa.com",
model: "EDS-G4014", series: "EDS-G4014", category: "Industrial", layer: "L2",
portsConfig: { "1G_RJ45": 8, "1G_SFP": 6 }, totalPorts: 14,
maxSpeedGbps: 1,
rackUnits: 0,
tags: ["industrial", "managed", "DIN-rail", "compact"],
},
{
vendor: "Moxa", vendorType: "oem", vendorWebsite: "https://www.moxa.com",
model: "EDS-518E", series: "EDS-500E", category: "Industrial", layer: "L2",
portsConfig: { "100M_RJ45": 14, "1G_SFP": 4 }, totalPorts: 18,
maxSpeedGbps: 1,
rackUnits: 0,
tags: ["industrial", "managed", "DIN-rail"],
},
];
// ═══════════════════════════════════════════════════════
// SIEMENS — SCALANCE Industrial Switches
// ═══════════════════════════════════════════════════════
const SIEMENS: SwitchSeed[] = [
{
vendor: "Siemens", vendorType: "oem", vendorWebsite: "https://www.siemens.com",
model: "SCALANCE XR528-6M", series: "SCALANCE XR500", category: "Industrial", layer: "L3",
portsConfig: { "1G_RJ45": 24, "10G_SFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 10,
rackUnits: 2,
tags: ["industrial", "backbone", "rack-mount", "PROFINET"],
},
{
vendor: "Siemens", vendorType: "oem", vendorWebsite: "https://www.siemens.com",
model: "SCALANCE XM416-4C", series: "SCALANCE XM400", category: "Industrial", layer: "L3",
portsConfig: { "1G_RJ45": 12, "10G_SFP+": 4 }, totalPorts: 16,
maxSpeedGbps: 10,
rackUnits: 0,
tags: ["industrial", "managed", "PROFINET", "10G"],
},
{
vendor: "Siemens", vendorType: "oem", vendorWebsite: "https://www.siemens.com",
model: "SCALANCE XC216-4C", series: "SCALANCE XC200", category: "Industrial", layer: "L2",
portsConfig: { "100M_RJ45": 16, "1G_SFP_Combo": 4 }, totalPorts: 20,
maxSpeedGbps: 1,
rackUnits: 0,
tags: ["industrial", "managed", "compact", "PROFINET"],
},
{
vendor: "Siemens", vendorType: "oem", vendorWebsite: "https://www.siemens.com",
model: "SCALANCE XR324-12M", series: "SCALANCE XR300", category: "Industrial", layer: "L2",
portsConfig: { "1G_RJ45": 24, "1G_SFP": 4 }, totalPorts: 28,
maxSpeedGbps: 1,
rackUnits: 1,
tags: ["industrial", "rack-mount", "PROFINET", "redundancy"],
},
];
// ═══════════════════════════════════════════════════════
// PHOENIX CONTACT — Industrial Networking
// ═══════════════════════════════════════════════════════
const PHOENIX_CONTACT: SwitchSeed[] = [
{
vendor: "Phoenix Contact", vendorType: "oem", vendorWebsite: "https://www.phoenixcontact.com",
model: "FL SWITCH 4808E-16FX-4GC", series: "FL SWITCH 4800", category: "Industrial", layer: "L2",
portsConfig: { "100M_FX_SFP": 16, "1G_SFP_Combo": 4 }, totalPorts: 20,
maxSpeedGbps: 1,
rackUnits: 0,
tags: ["industrial", "managed", "DIN-rail"],
},
{
vendor: "Phoenix Contact", vendorType: "oem", vendorWebsite: "https://www.phoenixcontact.com",
model: "FL SWITCH 7528-2S", series: "FL SWITCH 7500", category: "Industrial", layer: "L3",
portsConfig: { "1G_RJ45": 24, "1G_SFP": 4 }, totalPorts: 28,
maxSpeedGbps: 1,
rackUnits: 1,
tags: ["industrial", "managed", "rack-mount", "L3"],
},
];
// ═══════════════════════════════════════════════════════
// F5 NETWORKS — BIG-IP with SFP ports
// ═══════════════════════════════════════════════════════
const F5: SwitchSeed[] = [
{
vendor: "F5 Networks", vendorType: "oem", vendorWebsite: "https://www.f5.com",
model: "BIG-IP i5800", series: "BIG-IP i-Series", category: "DataCenter", layer: "L3",
portsConfig: { "10G_SFP+": 8, "40G_QSFP+": 4, "1G_RJ45": 4 }, totalPorts: 16,
maxSpeedGbps: 40,
rackUnits: 1,
tags: ["load-balancer", "ADC", "WAF"],
},
{
vendor: "F5 Networks", vendorType: "oem", vendorWebsite: "https://www.f5.com",
model: "BIG-IP i10800", series: "BIG-IP i-Series", category: "DataCenter", layer: "L3",
portsConfig: { "10G_SFP+": 16, "40G_QSFP+": 4, "1G_RJ45": 4 }, totalPorts: 24,
maxSpeedGbps: 40,
rackUnits: 2,
tags: ["load-balancer", "ADC", "WAF", "high-perf"],
},
{
vendor: "F5 Networks", vendorType: "oem", vendorWebsite: "https://www.f5.com",
model: "BIG-IP i15800", series: "BIG-IP i-Series", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 16, "100G_QSFP28": 4, "10G_RJ45": 4 }, totalPorts: 24,
maxSpeedGbps: 100,
rackUnits: 2,
tags: ["load-balancer", "ADC", "WAF", "100G"],
},
];
// ═══════════════════════════════════════════════════════
// TP-LINK — JetStream Managed with SFP
// ═══════════════════════════════════════════════════════
const TPLINK: SwitchSeed[] = [
{
vendor: "TP-Link", vendorType: "oem", vendorWebsite: "https://www.tp-link.com",
model: "TL-SX3016F", series: "JetStream", category: "DataCenter", layer: "L2/L3",
portsConfig: { "10G_SFP+": 16 }, totalPorts: 16,
maxSpeedGbps: 10,
rackUnits: 1,
tags: ["10G", "all-fiber", "managed"],
},
{
vendor: "TP-Link", vendorType: "oem", vendorWebsite: "https://www.tp-link.com",
model: "TL-SG3452XP", series: "JetStream", category: "Campus", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10,
rackUnits: 1,
poeSupport: "PoE+",
tags: ["campus", "PoE", "managed"],
},
];
// ═══════════════════════════════════════════════════════
// ZYXEL — Managed Switches with SFP
// ═══════════════════════════════════════════════════════
const ZYXEL: SwitchSeed[] = [
{
vendor: "Zyxel", vendorType: "oem", vendorWebsite: "https://www.zyxel.com",
model: "XGS4600-52F", series: "XGS4600", category: "Campus", layer: "L3",
portsConfig: { "1G_SFP": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10,
rackUnits: 1,
stackingSupport: true,
tags: ["campus", "all-fiber", "L3", "stackable"],
},
{
vendor: "Zyxel", vendorType: "oem", vendorWebsite: "https://www.zyxel.com",
model: "XS3800-28", series: "XS3800", category: "DataCenter", layer: "L2/L3",
portsConfig: { "10G_RJ45": 24, "10G_SFP+": 4 }, totalPorts: 28,
maxSpeedGbps: 10,
rackUnits: 1,
tags: ["10G", "aggregation", "stackable"],
},
];
// ═══════════════════════════════════════════════════════
// PALO ALTO NETWORKS — Firewalls with SFP
// ═══════════════════════════════════════════════════════
const PALO_ALTO: SwitchSeed[] = [
{
vendor: "Palo Alto Networks", vendorType: "oem", vendorWebsite: "https://www.paloaltonetworks.com",
model: "PA-5430", series: "PA-5400", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 24, "100G_QSFP28": 4 }, totalPorts: 28,
maxSpeedGbps: 100,
rackUnits: 2,
tags: ["NGFW", "security", "100G"],
},
{
vendor: "Palo Alto Networks", vendorType: "oem", vendorWebsite: "https://www.paloaltonetworks.com",
model: "PA-3430", series: "PA-3400", category: "Edge", layer: "L3",
portsConfig: { "10G_SFP+": 12, "1G_RJ45": 4 }, totalPorts: 16,
maxSpeedGbps: 10,
rackUnits: 1,
tags: ["NGFW", "security", "edge"],
},
{
vendor: "Palo Alto Networks", vendorType: "oem", vendorWebsite: "https://www.paloaltonetworks.com",
model: "PA-7080", series: "PA-7000", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 48 }, totalPorts: 48,
maxSpeedGbps: 100,
rackUnits: 19,
tags: ["NGFW", "chassis", "SP", "high-perf"],
},
];
// ═══════════════════════════════════════════════════════
// CHECK POINT — Quantum Security Gateways with SFP
// ═══════════════════════════════════════════════════════
const CHECK_POINT: SwitchSeed[] = [
{
vendor: "Check Point", vendorType: "oem", vendorWebsite: "https://www.checkpoint.com",
model: "Quantum 6800", series: "Quantum 6000", category: "DataCenter", layer: "L3",
portsConfig: { "10G_SFP+": 8, "25G_SFP28": 4, "1G_RJ45": 8 }, totalPorts: 20,
maxSpeedGbps: 25,
rackUnits: 1,
tags: ["NGFW", "security", "25G"],
},
{
vendor: "Check Point", vendorType: "oem", vendorWebsite: "https://www.checkpoint.com",
model: "Quantum 28000", series: "Quantum 28000", category: "DataCenter", layer: "L3",
portsConfig: { "40G_QSFP+": 16, "10G_SFP+": 16 }, totalPorts: 32,
maxSpeedGbps: 40,
rackUnits: 2,
tags: ["NGFW", "chassis", "high-perf", "SP"],
},
];
// ═══════════════════════════════════════════════════════
// WESTERMO — Industrial Ethernet
// ═══════════════════════════════════════════════════════
const WESTERMO: SwitchSeed[] = [
{
vendor: "Westermo", vendorType: "oem", vendorWebsite: "https://www.westermo.com",
model: "Redfox-5728-F16G-T12G-LV", series: "Redfox", category: "Industrial", layer: "L3",
portsConfig: { "1G_SFP": 16, "1G_RJ45": 12 }, totalPorts: 28,
maxSpeedGbps: 1,
rackUnits: 0,
tags: ["industrial", "rack-mount", "ruggedized"],
},
{
vendor: "Westermo", vendorType: "oem", vendorWebsite: "https://www.westermo.com",
model: "Lynx 5612-F4G-T8G", series: "Lynx", category: "Industrial", layer: "L2",
portsConfig: { "1G_SFP": 4, "1G_RJ45": 8 }, totalPorts: 12,
maxSpeedGbps: 1,
rackUnits: 0,
tags: ["industrial", "DIN-rail", "compact", "ruggedized"],
},
];
// Combine all extended vendors
const ALL_EXTENDED_SWITCHES: SwitchSeed[] = [
...FORTINET,
...MIKROTIK,
...UBIQUITI,
...NETGEAR,
...ALLIED_TELESIS,
...HIRSCHMANN,
...MOXA,
...SIEMENS,
...PHOENIX_CONTACT,
...F5,
...TPLINK,
...ZYXEL,
...PALO_ALTO,
...CHECK_POINT,
...WESTERMO,
];
export async function seedExtendedSwitches(): Promise<void> {
console.log("=== Extended Switch & Router Seed Data ===\n");
console.log(`Seeding ${ALL_EXTENDED_SWITCHES.length} switches from ${new Set(ALL_EXTENDED_SWITCHES.map(s => s.vendor)).size} vendors...\n`);
const vendorCache = new Map<string, string>();
let created = 0;
let updated = 0;
for (const sw of ALL_EXTENDED_SWITCHES) {
try {
let vendorId = vendorCache.get(sw.vendor);
if (!vendorId) {
vendorId = await ensureVendor(sw.vendor, sw.vendorType, sw.vendorWebsite);
vendorCache.set(sw.vendor, vendorId);
}
const existing = await pool.query(
`SELECT id FROM switches WHERE model = $1 AND vendor_id = $2`,
[sw.model, vendorId]
);
await findOrCreateSwitch({
model: sw.model,
vendorId,
series: sw.series,
category: sw.category,
layer: sw.layer,
portsConfig: sw.portsConfig,
totalPorts: sw.totalPorts,
uplinkSpeedGbps: sw.uplinkSpeedGbps,
maxSpeedGbps: sw.maxSpeedGbps,
switchingCapacityTbps: sw.switchingCapacityTbps,
forwardingRateMpps: sw.forwardingRateMpps,
asicVendor: sw.asicVendor,
asicModel: sw.asicModel,
rackUnits: sw.rackUnits,
maxPowerW: sw.maxPowerW,
poeSupport: sw.poeSupport,
stackingSupport: sw.stackingSupport,
vxlanSupport: sw.vxlanSupport,
evpnSupport: sw.evpnSupport,
bgpSupport: sw.bgpSupport,
mplsSupport: sw.mplsSupport,
openconfigSupport: sw.openconfigSupport,
sonicCompatible: sw.sonicCompatible,
macsecSupport: sw.macsecSupport,
tags: sw.tags,
});
if (existing.rows.length > 0) {
updated++;
} else {
created++;
}
} catch (err) {
console.error(` Error [${sw.vendor} ${sw.model}]: ${(err as Error).message.slice(0, 100)}`);
}
}
console.log(`\n=== Extended Seed Complete: ${created} created, ${updated} updated ===`);
}
if (require.main === module) {
seedExtendedSwitches()
.then(() => pool.end())
.catch((err) => { console.error("Fatal:", err); pool.end(); process.exit(1); });
}

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packages/scraper/src/scrapers/switch-seed.ts Normal file
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/**
* Switch & Router Seed Data — Comprehensive global catalog
*
* Hand-curated seed data for major switch/router models from all vendors.
* This provides the baseline that scrapers then enrich with live data.
* Sources: Public datasheets, vendor product pages, OCP specs.
*/
import { pool, ensureVendor, findOrCreateSwitch } from "../utils/db";
interface SwitchSeed {
vendor: string;
vendorType: string;
vendorWebsite: string;
model: string;
series: string;
category: "DataCenter" | "Campus" | "Edge" | "Core" | "SP" | "Industrial";
layer: "L2" | "L3" | "L2/L3";
portsConfig: Record<string, number>;
totalPorts: number;
uplinkSpeedGbps?: number;
maxSpeedGbps: number;
switchingCapacityTbps?: number;
forwardingRateMpps?: number;
asicVendor?: string;
asicModel?: string;
rackUnits?: number;
maxPowerW?: number;
poeSupport?: string;
stackingSupport?: boolean;
vxlanSupport?: boolean;
evpnSupport?: boolean;
bgpSupport?: boolean;
mplsSupport?: boolean;
openconfigSupport?: boolean;
sonicCompatible?: boolean;
macsecSupport?: boolean;
lifecycleStatus?: string;
tags?: string[];
}
// ═══════════════════════════════════════════════════════
// ARISTA NETWORKS
// ═══════════════════════════════════════════════════════
const ARISTA: SwitchSeed[] = [
// 7800R4 Series — Chassis (800G/400G spine)
{
vendor: "Arista Networks", vendorType: "oem", vendorWebsite: "https://www.arista.com",
model: "7800R4-36D2-LC", series: "7800R4", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 36, "400G_QSFP-DD": 72 }, totalPorts: 36,
maxSpeedGbps: 800, switchingCapacityTbps: 57.6, forwardingRateMpps: 36000,
asicVendor: "Broadcom", asicModel: "Memory Tomahawk 5",
rackUnits: 7, maxPowerW: 6000,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
macsecSupport: true, sonicCompatible: false,
tags: ["800G", "spine", "AI-fabric", "chassis"],
},
// 7060X6 Series — 800G fixed
{
vendor: "Arista Networks", vendorType: "oem", vendorWebsite: "https://www.arista.com",
model: "7060X6-64PE", series: "7060X6", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 64 }, totalPorts: 64,
maxSpeedGbps: 800, switchingCapacityTbps: 51.2, forwardingRateMpps: 30000,
asicVendor: "Broadcom", asicModel: "Tomahawk 5",
rackUnits: 2, maxPowerW: 3200,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
macsecSupport: true,
tags: ["800G", "spine", "AI-fabric", "leaf"],
},
// 7060X5 Series — 400G spine/leaf
{
vendor: "Arista Networks", vendorType: "oem", vendorWebsite: "https://www.arista.com",
model: "7060X5-64S", series: "7060X5", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 64 }, totalPorts: 64,
maxSpeedGbps: 400, switchingCapacityTbps: 25.6, forwardingRateMpps: 16000,
asicVendor: "Broadcom", asicModel: "Tomahawk 4",
rackUnits: 2, maxPowerW: 2200,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
macsecSupport: true,
tags: ["400G", "spine", "leaf"],
},
{
vendor: "Arista Networks", vendorType: "oem", vendorWebsite: "https://www.arista.com",
model: "7060X5-32QS", series: "7060X5", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32, "100G_QSFP28": 2 }, totalPorts: 34,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 4",
rackUnits: 1, maxPowerW: 1200,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
tags: ["400G", "leaf", "ToR"],
},
// 7050X4 Series — 100G/400G leaf
{
vendor: "Arista Networks", vendorType: "oem", vendorWebsite: "https://www.arista.com",
model: "7050X4-32S", series: "7050X4", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4, forwardingRateMpps: 4760,
asicVendor: "Broadcom", asicModel: "Memory Memory",
rackUnits: 1, maxPowerW: 750,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
stackingSupport: true,
tags: ["100G", "leaf", "ToR"],
},
// 7280R3 Series — Universal routing
{
vendor: "Arista Networks", vendorType: "oem", vendorWebsite: "https://www.arista.com",
model: "7280R3-48YC6", series: "7280R3", category: "Core", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 6 }, totalPorts: 54,
maxSpeedGbps: 100, switchingCapacityTbps: 3.6,
asicVendor: "Broadcom", asicModel: "Jericho2",
rackUnits: 1, maxPowerW: 950,
bgpSupport: true, mplsSupport: true, evpnSupport: true, openconfigSupport: true,
tags: ["routing", "peering", "DCI"],
},
// 7020R Series — Campus
{
vendor: "Arista Networks", vendorType: "oem", vendorWebsite: "https://www.arista.com",
model: "7020R-48YM", series: "7020R", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 6 }, totalPorts: 54,
maxSpeedGbps: 10, switchingCapacityTbps: 0.176,
rackUnits: 1, maxPowerW: 450,
poeSupport: "PoE++", stackingSupport: true,
bgpSupport: true, macsecSupport: true,
tags: ["campus", "PoE", "access"],
},
];
// ═══════════════════════════════════════════════════════
// CISCO SYSTEMS
// ═══════════════════════════════════════════════════════
const CISCO: SwitchSeed[] = [
// Nexus 9000 Series
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "N9K-C93600CD-GX", series: "Nexus 9300", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 28, "100G_QSFP28": 8 }, totalPorts: 36,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8, forwardingRateMpps: 8900,
asicVendor: "Cisco", asicModel: "Cloud Scale",
rackUnits: 1, maxPowerW: 2000,
vxlanSupport: true, evpnSupport: true, bgpSupport: true,
openconfigSupport: true, macsecSupport: true,
tags: ["400G", "ACI", "spine", "VXLAN"],
},
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "N9K-C9364D-GX2A", series: "Nexus 9300", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 64 }, totalPorts: 64,
maxSpeedGbps: 400, switchingCapacityTbps: 25.6,
asicVendor: "Cisco", asicModel: "Cloud Scale G2",
rackUnits: 2, maxPowerW: 3000,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
tags: ["400G", "ACI", "spine"],
},
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "N9K-C9332D-GX2B", series: "Nexus 9300", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32, "100G_QSFP28": 2 }, totalPorts: 34,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Cisco", asicModel: "Cloud Scale G2",
rackUnits: 1, maxPowerW: 1500,
vxlanSupport: true, evpnSupport: true, bgpSupport: true,
tags: ["400G", "leaf", "ToR"],
},
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "N9K-C93108TC-FX3P", series: "Nexus 9300", category: "DataCenter", layer: "L3",
portsConfig: { "10G_RJ45": 48, "100G_QSFP28": 6 }, totalPorts: 54,
maxSpeedGbps: 100, switchingCapacityTbps: 3.6,
asicVendor: "Cisco", asicModel: "Cloud Scale",
rackUnits: 1, maxPowerW: 1100,
poeSupport: "PoE+", vxlanSupport: true, evpnSupport: true,
tags: ["access", "ToR", "PoE"],
},
// Nexus 9500 Chassis
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "N9K-C9508", series: "Nexus 9500", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 576 }, totalPorts: 576,
maxSpeedGbps: 400, switchingCapacityTbps: 172.8,
asicVendor: "Cisco", asicModel: "Cloud Scale G2",
rackUnits: 13, maxPowerW: 24000,
vxlanSupport: true, evpnSupport: true, bgpSupport: true,
tags: ["chassis", "spine", "modular", "ACI"],
},
// Catalyst 9000 — Campus
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "C9300-48UXM", series: "Catalyst 9300", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 36, "mGig_RJ45": 12, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10, switchingCapacityTbps: 0.480,
rackUnits: 1, maxPowerW: 1100,
poeSupport: "UPOE+", stackingSupport: true, macsecSupport: true,
tags: ["campus", "PoE", "SD-Access", "DNA"],
},
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "C9300X-24Y", series: "Catalyst 9300X", category: "Campus", layer: "L3",
portsConfig: { "25G_SFP28": 24, "100G_QSFP28": 2 }, totalPorts: 26,
maxSpeedGbps: 100, switchingCapacityTbps: 1.2,
rackUnits: 1, maxPowerW: 750,
stackingSupport: true, vxlanSupport: true, macsecSupport: true,
tags: ["campus", "distribution", "25G"],
},
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "C9500-48Y4C", series: "Catalyst 9500", category: "Campus", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 4 }, totalPorts: 52,
maxSpeedGbps: 100, switchingCapacityTbps: 3.2,
rackUnits: 1, maxPowerW: 750,
bgpSupport: true, vxlanSupport: true, evpnSupport: true, macsecSupport: true,
tags: ["campus", "core", "SD-Access"],
},
// NCS 5500 — Service Provider
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "NCS-5504", series: "NCS 5500", category: "SP", layer: "L3",
portsConfig: { "400G_QSFP-DD": 288 }, totalPorts: 288,
maxSpeedGbps: 400, switchingCapacityTbps: 57.6,
asicVendor: "Cisco", asicModel: "Silicon One",
rackUnits: 7, maxPowerW: 15000,
bgpSupport: true, mplsSupport: true, evpnSupport: true,
tags: ["SP", "core", "routing", "chassis", "MPLS"],
},
// Cisco 8000 — Silicon One
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "8101-32FH", series: "Cisco 8000", category: "SP", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Cisco", asicModel: "Silicon One Q200",
rackUnits: 1, maxPowerW: 1800,
bgpSupport: true, mplsSupport: true, evpnSupport: true, openconfigSupport: true,
tags: ["SP", "peering", "core", "Silicon-One"],
},
{
vendor: "Cisco Systems", vendorType: "oem", vendorWebsite: "https://www.cisco.com",
model: "8111-32EH", series: "Cisco 8000", category: "SP", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Cisco", asicModel: "Silicon One G100",
rackUnits: 1, maxPowerW: 1800,
bgpSupport: true, mplsSupport: true, evpnSupport: true,
tags: ["SP", "peering", "400G"],
},
];
// ═══════════════════════════════════════════════════════
// JUNIPER NETWORKS
// ═══════════════════════════════════════════════════════
const JUNIPER: SwitchSeed[] = [
{
vendor: "Juniper Networks", vendorType: "oem", vendorWebsite: "https://www.juniper.net",
model: "QFX5130-32CD", series: "QFX5130", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 4",
rackUnits: 1, maxPowerW: 1500,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
tags: ["400G", "leaf", "spine"],
},
{
vendor: "Juniper Networks", vendorType: "oem", vendorWebsite: "https://www.juniper.net",
model: "QFX5220-32CD", series: "QFX5220", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32, "100G_QSFP28": 2 }, totalPorts: 34,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 1, maxPowerW: 1400,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
tags: ["400G", "leaf"],
},
{
vendor: "Juniper Networks", vendorType: "oem", vendorWebsite: "https://www.juniper.net",
model: "QFX5120-48Y", series: "QFX5120", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, switchingCapacityTbps: 3.2,
asicVendor: "Broadcom", asicModel: "Memory",
rackUnits: 1, maxPowerW: 550,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
tags: ["25G", "leaf", "ToR"],
},
// PTX Series — Core routing
{
vendor: "Juniper Networks", vendorType: "oem", vendorWebsite: "https://www.juniper.net",
model: "PTX10004", series: "PTX10000", category: "SP", layer: "L3",
portsConfig: { "400G_QSFP-DD": 576 }, totalPorts: 576,
maxSpeedGbps: 400, switchingCapacityTbps: 172.8,
asicVendor: "Juniper", asicModel: "Express5",
rackUnits: 8, maxPowerW: 18000,
bgpSupport: true, mplsSupport: true, evpnSupport: true, openconfigSupport: true,
tags: ["SP", "core", "chassis", "MPLS", "400G"],
},
{
vendor: "Juniper Networks", vendorType: "oem", vendorWebsite: "https://www.juniper.net",
model: "PTX10001-36MR", series: "PTX10000", category: "SP", layer: "L3",
portsConfig: { "400G_QSFP-DD": 36 }, totalPorts: 36,
maxSpeedGbps: 400, switchingCapacityTbps: 14.4,
asicVendor: "Juniper", asicModel: "Express5",
rackUnits: 2, maxPowerW: 2500,
bgpSupport: true, mplsSupport: true, evpnSupport: true,
tags: ["SP", "peering", "400G"],
},
// EX Series — Campus
{
vendor: "Juniper Networks", vendorType: "oem", vendorWebsite: "https://www.juniper.net",
model: "EX4400-48T", series: "EX4400", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4, "25G_SFP28": 2 }, totalPorts: 54,
maxSpeedGbps: 25, switchingCapacityTbps: 0.200,
rackUnits: 1, maxPowerW: 600,
poeSupport: "PoE++", stackingSupport: true, macsecSupport: true,
tags: ["campus", "access", "PoE"],
},
];
// ═══════════════════════════════════════════════════════
// NOKIA (ex-Alcatel-Lucent)
// ═══════════════════════════════════════════════════════
const NOKIA: SwitchSeed[] = [
{
vendor: "Nokia", vendorType: "oem", vendorWebsite: "https://www.nokia.com",
model: "7220 IXR-D3L", series: "7220 IXR", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32, "10G_SFP+": 2 }, totalPorts: 34,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 4",
rackUnits: 1, maxPowerW: 1400,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
sonicCompatible: true,
tags: ["400G", "SR-Linux", "leaf"],
},
{
vendor: "Nokia", vendorType: "oem", vendorWebsite: "https://www.nokia.com",
model: "7750 SR-1e", series: "7750 SR", category: "SP", layer: "L3",
portsConfig: { "400G_QSFP-DD": 36 }, totalPorts: 36,
maxSpeedGbps: 400, switchingCapacityTbps: 14.4,
asicVendor: "Nokia", asicModel: "FP5",
rackUnits: 2, maxPowerW: 3500,
bgpSupport: true, mplsSupport: true, evpnSupport: true, openconfigSupport: true,
tags: ["SP", "routing", "MPLS", "SR-OS"],
},
{
vendor: "Nokia", vendorType: "oem", vendorWebsite: "https://www.nokia.com",
model: "7750 SR-14s", series: "7750 SR", category: "SP", layer: "L3",
portsConfig: { "400G_QSFP-DD": 672 }, totalPorts: 672,
maxSpeedGbps: 400, switchingCapacityTbps: 268.8,
asicVendor: "Nokia", asicModel: "FP5",
rackUnits: 22, maxPowerW: 38000,
bgpSupport: true, mplsSupport: true, evpnSupport: true,
tags: ["SP", "core", "chassis", "MPLS"],
},
];
// ═══════════════════════════════════════════════════════
// HUAWEI
// ═══════════════════════════════════════════════════════
const HUAWEI: SwitchSeed[] = [
{
vendor: "Huawei", vendorType: "oem", vendorWebsite: "https://e.huawei.com",
model: "CloudEngine 16800-X32", series: "CloudEngine 16800", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 768 }, totalPorts: 768,
maxSpeedGbps: 400, switchingCapacityTbps: 230.4,
asicVendor: "Huawei", asicModel: "Solar 6.0",
rackUnits: 22, maxPowerW: 40000,
vxlanSupport: true, evpnSupport: true, bgpSupport: true,
tags: ["chassis", "spine", "AI-fabric"],
},
{
vendor: "Huawei", vendorType: "oem", vendorWebsite: "https://e.huawei.com",
model: "CloudEngine 8850-32CQ", series: "CloudEngine 8850", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4,
rackUnits: 1, maxPowerW: 950,
vxlanSupport: true, evpnSupport: true, bgpSupport: true,
tags: ["100G", "leaf", "spine"],
},
{
vendor: "Huawei", vendorType: "oem", vendorWebsite: "https://e.huawei.com",
model: "NetEngine 8000 F8", series: "NetEngine 8000", category: "SP", layer: "L3",
portsConfig: { "400G_QSFP-DD": 192 }, totalPorts: 192,
maxSpeedGbps: 400, switchingCapacityTbps: 57.6,
asicVendor: "Huawei", asicModel: "Solar 6.0",
rackUnits: 9, maxPowerW: 12000,
bgpSupport: true, mplsSupport: true, evpnSupport: true,
tags: ["SP", "core", "MPLS"],
},
{
vendor: "Huawei", vendorType: "oem", vendorWebsite: "https://e.huawei.com",
model: "S5731-H48T4XC", series: "S5700", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10, switchingCapacityTbps: 0.176,
rackUnits: 1, maxPowerW: 600,
poeSupport: "PoE++", stackingSupport: true,
tags: ["campus", "access", "PoE"],
},
];
// ═══════════════════════════════════════════════════════
// HPE / ARUBA
// ═══════════════════════════════════════════════════════
const HPE: SwitchSeed[] = [
{
vendor: "HPE Aruba", vendorType: "oem", vendorWebsite: "https://www.arubanetworks.com",
model: "CX 10000-48Y6C", series: "CX 10000", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 6 }, totalPorts: 54,
maxSpeedGbps: 100, switchingCapacityTbps: 3.2,
asicVendor: "AMD/Pensando", asicModel: "Elba",
rackUnits: 1, maxPowerW: 950,
vxlanSupport: true, evpnSupport: true, bgpSupport: true,
tags: ["DPU", "stateful", "microsegmentation"],
},
{
vendor: "HPE Aruba", vendorType: "oem", vendorWebsite: "https://www.arubanetworks.com",
model: "CX 9300-32D", series: "CX 9300", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 4",
rackUnits: 1, maxPowerW: 1500,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
tags: ["400G", "spine", "leaf"],
},
{
vendor: "HPE Aruba", vendorType: "oem", vendorWebsite: "https://www.arubanetworks.com",
model: "CX 6300-48G-4SFP56", series: "CX 6300", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 48, "50G_SFP56": 4 }, totalPorts: 52,
maxSpeedGbps: 50, switchingCapacityTbps: 0.296,
rackUnits: 1, maxPowerW: 800,
poeSupport: "PoE++", stackingSupport: true,
tags: ["campus", "access", "PoE"],
},
];
// ═══════════════════════════════════════════════════════
// NVIDIA / MELLANOX
// ═══════════════════════════════════════════════════════
const NVIDIA: SwitchSeed[] = [
{
vendor: "NVIDIA Networking", vendorType: "oem", vendorWebsite: "https://www.nvidia.com/networking",
model: "SN5600", series: "Spectrum-4", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 64 }, totalPorts: 64,
maxSpeedGbps: 800, switchingCapacityTbps: 51.2, forwardingRateMpps: 33000,
asicVendor: "NVIDIA", asicModel: "Spectrum-4",
rackUnits: 2, maxPowerW: 3000,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
sonicCompatible: true,
tags: ["800G", "AI-fabric", "Cumulus", "SONiC"],
},
{
vendor: "NVIDIA Networking", vendorType: "oem", vendorWebsite: "https://www.nvidia.com/networking",
model: "SN5400", series: "Spectrum-4", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 64 }, totalPorts: 64,
maxSpeedGbps: 400, switchingCapacityTbps: 25.6,
asicVendor: "NVIDIA", asicModel: "Spectrum-4",
rackUnits: 2, maxPowerW: 2400,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
sonicCompatible: true,
tags: ["400G", "spine", "Cumulus", "SONiC"],
},
{
vendor: "NVIDIA Networking", vendorType: "oem", vendorWebsite: "https://www.nvidia.com/networking",
model: "SN4700", series: "Spectrum-3", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "NVIDIA", asicModel: "Spectrum-3",
rackUnits: 1, maxPowerW: 1200,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, openconfigSupport: true,
sonicCompatible: true,
tags: ["400G", "leaf", "SONiC"],
},
{
vendor: "NVIDIA Networking", vendorType: "oem", vendorWebsite: "https://www.nvidia.com/networking",
model: "SN2201", series: "Spectrum-1", category: "DataCenter", layer: "L2/L3",
portsConfig: { "1G_RJ45": 48, "100G_QSFP28": 4 }, totalPorts: 52,
maxSpeedGbps: 100, switchingCapacityTbps: 0.496,
asicVendor: "NVIDIA", asicModel: "Spectrum-1",
rackUnits: 1, maxPowerW: 400,
sonicCompatible: true,
tags: ["management", "OOB", "SONiC"],
},
];
// ═══════════════════════════════════════════════════════
// EDGECORE / WHITEBOX
// ═══════════════════════════════════════════════════════
const EDGECORE: SwitchSeed[] = [
{
vendor: "Edgecore Networks", vendorType: "oem", vendorWebsite: "https://www.edge-core.com",
model: "DCS810", series: "DCS800", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 64 }, totalPorts: 64,
maxSpeedGbps: 800, switchingCapacityTbps: 51.2,
asicVendor: "Broadcom", asicModel: "Tomahawk 5",
rackUnits: 2, maxPowerW: 3500,
sonicCompatible: true, openconfigSupport: true,
tags: ["800G", "whitebox", "SONiC", "OCP"],
},
{
vendor: "Edgecore Networks", vendorType: "oem", vendorWebsite: "https://www.edge-core.com",
model: "DCS510", series: "DCS500", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 64 }, totalPorts: 64,
maxSpeedGbps: 400, switchingCapacityTbps: 25.6,
asicVendor: "Broadcom", asicModel: "Tomahawk 4",
rackUnits: 2, maxPowerW: 2200,
sonicCompatible: true, openconfigSupport: true,
tags: ["400G", "whitebox", "SONiC", "OCP"],
},
{
vendor: "Edgecore Networks", vendorType: "oem", vendorWebsite: "https://www.edge-core.com",
model: "DCS204", series: "DCS200", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32, "10G_SFP+": 2 }, totalPorts: 34,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 1, maxPowerW: 750,
sonicCompatible: true, openconfigSupport: true,
tags: ["100G", "whitebox", "SONiC"],
},
];
// ═══════════════════════════════════════════════════════
// DELL TECHNOLOGIES
// ═══════════════════════════════════════════════════════
const DELL: SwitchSeed[] = [
{
vendor: "Dell Technologies", vendorType: "oem", vendorWebsite: "https://www.dell.com",
model: "PowerSwitch Z9664F-ON", series: "Z9664F", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 64 }, totalPorts: 64,
maxSpeedGbps: 400, switchingCapacityTbps: 25.6,
asicVendor: "Broadcom", asicModel: "Tomahawk 4",
rackUnits: 2, maxPowerW: 2500,
vxlanSupport: true, evpnSupport: true, bgpSupport: true,
sonicCompatible: true, openconfigSupport: true,
tags: ["400G", "spine", "SONiC", "OS10"],
},
{
vendor: "Dell Technologies", vendorType: "oem", vendorWebsite: "https://www.dell.com",
model: "PowerSwitch Z9332F-ON", series: "Z9332F", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32, "10G_SFP+": 2 }, totalPorts: 34,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 1, maxPowerW: 1200,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, sonicCompatible: true,
tags: ["400G", "leaf", "SONiC", "OS10"],
},
{
vendor: "Dell Technologies", vendorType: "oem", vendorWebsite: "https://www.dell.com",
model: "PowerSwitch S5248F-ON", series: "S5248F", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 4, "100G_QSFP-DD": 2 }, totalPorts: 54,
maxSpeedGbps: 100, switchingCapacityTbps: 3.2,
asicVendor: "Broadcom", asicModel: "Trident 3",
rackUnits: 1, maxPowerW: 550,
vxlanSupport: true, evpnSupport: true, sonicCompatible: true,
tags: ["25G", "leaf", "ToR"],
},
];
// ═══════════════════════════════════════════════════════
// EXTREME NETWORKS
// ═══════════════════════════════════════════════════════
const EXTREME: SwitchSeed[] = [
{
vendor: "Extreme Networks", vendorType: "oem", vendorWebsite: "https://www.extremenetworks.com",
model: "SLX 9740-40C", series: "SLX 9740", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 40 }, totalPorts: 40,
maxSpeedGbps: 100, switchingCapacityTbps: 8.0,
rackUnits: 1, maxPowerW: 1100,
vxlanSupport: true, evpnSupport: true, bgpSupport: true,
tags: ["100G", "spine", "EVPN"],
},
{
vendor: "Extreme Networks", vendorType: "oem", vendorWebsite: "https://www.extremenetworks.com",
model: "X695-48Y-8C", series: "ExtremeSwitching X695", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, switchingCapacityTbps: 3.2,
rackUnits: 1, maxPowerW: 750,
vxlanSupport: true, evpnSupport: true, bgpSupport: true, stackingSupport: true,
tags: ["25G", "leaf", "fabric"],
},
{
vendor: "Extreme Networks", vendorType: "oem", vendorWebsite: "https://www.extremenetworks.com",
model: "5520-48T", series: "ExtremeSwitching 5520", category: "Campus", layer: "L3",
portsConfig: { "1G_RJ45": 48, "10G_SFP+": 4 }, totalPorts: 52,
maxSpeedGbps: 10, switchingCapacityTbps: 0.176,
rackUnits: 1, maxPowerW: 500,
poeSupport: "PoE++", stackingSupport: true,
tags: ["campus", "access", "PoE", "ExtremeCloud"],
},
];
// ═══════════════════════════════════════════════════════
// UFISPACE (OCP-focused whitebox)
// ═══════════════════════════════════════════════════════
const UFISPACE: SwitchSeed[] = [
{
vendor: "UfiSpace", vendorType: "oem", vendorWebsite: "https://www.ufispace.com",
model: "S9710-76D", series: "S9710", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 76 }, totalPorts: 76,
maxSpeedGbps: 400, switchingCapacityTbps: 25.6,
asicVendor: "Broadcom", asicModel: "Tomahawk 4",
rackUnits: 2, maxPowerW: 2800,
sonicCompatible: true, openconfigSupport: true,
tags: ["400G", "whitebox", "OCP", "SONiC"],
},
{
vendor: "UfiSpace", vendorType: "oem", vendorWebsite: "https://www.ufispace.com",
model: "S9600-72XC", series: "S9600", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 72 }, totalPorts: 72,
maxSpeedGbps: 100, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 2, maxPowerW: 1500,
sonicCompatible: true,
tags: ["100G", "whitebox", "SONiC"],
},
];
// ═══════════════════════════════════════════════════════
// CELESTICA (OCP whitebox)
// ═══════════════════════════════════════════════════════
const CELESTICA: SwitchSeed[] = [
{
vendor: "Celestica", vendorType: "oem", vendorWebsite: "https://www.celestica.com",
model: "DS5000", series: "DS5000", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 64 }, totalPorts: 64,
maxSpeedGbps: 800, switchingCapacityTbps: 51.2,
asicVendor: "Broadcom", asicModel: "Tomahawk 5",
rackUnits: 2, maxPowerW: 3500,
sonicCompatible: true, openconfigSupport: true,
tags: ["800G", "whitebox", "OCP", "SONiC"],
},
{
vendor: "Celestica", vendorType: "oem", vendorWebsite: "https://www.celestica.com",
model: "DS4000", series: "DS4000", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 4",
rackUnits: 1, maxPowerW: 1400,
sonicCompatible: true,
tags: ["400G", "whitebox", "SONiC"],
},
];
// Combine all vendors
const ALL_SWITCHES: SwitchSeed[] = [
...ARISTA,
...CISCO,
...JUNIPER,
...NOKIA,
...HUAWEI,
...HPE,
...NVIDIA,
...EDGECORE,
...DELL,
...EXTREME,
...UFISPACE,
...CELESTICA,
];
export async function seedSwitches(): Promise<void> {
console.log("=== Switch & Router Seed Data ===\n");
console.log(`Seeding ${ALL_SWITCHES.length} switches from ${new Set(ALL_SWITCHES.map(s => s.vendor)).size} vendors...\n`);
const vendorCache = new Map<string, string>();
let created = 0;
let updated = 0;
for (const sw of ALL_SWITCHES) {
try {
let vendorId = vendorCache.get(sw.vendor);
if (!vendorId) {
vendorId = await ensureVendor(sw.vendor, sw.vendorType, sw.vendorWebsite);
vendorCache.set(sw.vendor, vendorId);
}
const existing = await pool.query(
`SELECT id FROM switches WHERE model = $1 AND vendor_id = $2`,
[sw.model, vendorId]
);
await findOrCreateSwitch({
model: sw.model,
vendorId,
series: sw.series,
category: sw.category,
layer: sw.layer,
portsConfig: sw.portsConfig,
totalPorts: sw.totalPorts,
uplinkSpeedGbps: sw.uplinkSpeedGbps,
maxSpeedGbps: sw.maxSpeedGbps,
switchingCapacityTbps: sw.switchingCapacityTbps,
forwardingRateMpps: sw.forwardingRateMpps,
asicVendor: sw.asicVendor,
asicModel: sw.asicModel,
rackUnits: sw.rackUnits,
maxPowerW: sw.maxPowerW,
poeSupport: sw.poeSupport,
stackingSupport: sw.stackingSupport,
vxlanSupport: sw.vxlanSupport,
evpnSupport: sw.evpnSupport,
bgpSupport: sw.bgpSupport,
mplsSupport: sw.mplsSupport,
openconfigSupport: sw.openconfigSupport,
sonicCompatible: sw.sonicCompatible,
macsecSupport: sw.macsecSupport,
tags: sw.tags,
});
if (existing.rows.length > 0) {
updated++;
} else {
created++;
}
} catch (err) {
console.error(` Error [${sw.vendor} ${sw.model}]: ${(err as Error).message.slice(0, 100)}`);
}
}
console.log(`\n=== Seed Complete: ${created} created, ${updated} updated ===`);
}
if (require.main === module) {
seedSwitches()
.then(() => pool.end())
.catch((err) => { console.error("Fatal:", err); pool.end(); process.exit(1); });
}

198
packages/scraper/src/scrapers/ufispace.ts Normal file
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/**
* UfiSpace Product Catalog Scraper
*
* Scrapes switch product pages from ufispace.com for specs and compatibility.
* UfiSpace publishes clean, well-structured product pages.
*
* Source: https://www.ufispace.com/products/datacenter-switches
*/
import { CheerioCrawler } from "crawlee";
import { pool, ensureWhiteboxVendor, findOrCreateSwitch } from "../utils/db";
const BASE_URL = "https://www.ufispace.com";
const PRODUCT_URLS = [
`${BASE_URL}/products/datacenter-switches`,
`${BASE_URL}/networking-white-box`,
];
function extractPortsFromSpec(specText: string): {
portsConfig: Record<string, number>;
totalPorts: number;
maxSpeedGbps: number;
formFactors: string[];
} {
const portsConfig: Record<string, number> = {};
let totalPorts = 0;
let maxSpeedGbps = 0;
const formFactors: string[] = [];
const portPattern = /(\d+)\s*x\s*(\d+)\s*G(?:bE|b\/s)?\s*(QSFP-DD|QSFP28|QSFP\+|QSFP56|SFP28|SFP\+|SFP56|OSFP|CFP2)?/gi;
let match: RegExpExecArray | null;
while ((match = portPattern.exec(specText)) !== null) {
const count = parseInt(match[1]);
const speed = parseInt(match[2]);
const ff = match[3]?.toUpperCase() || `${speed}G`;
const key = `${speed}G_${ff}`;
portsConfig[key] = (portsConfig[key] || 0) + count;
totalPorts += count;
maxSpeedGbps = Math.max(maxSpeedGbps, speed);
if (match[3] && !formFactors.includes(match[3].toUpperCase())) {
formFactors.push(match[3].toUpperCase());
}
}
return { portsConfig, totalPorts, maxSpeedGbps, formFactors };
}
function detectAsic(text: string): { vendor: string; model: string; series: string } {
const asicPatterns: Array<{ pattern: RegExp; vendor: string; model: string; series: string }> = [
{ pattern: /tomahawk\s*5/i, vendor: "Broadcom", model: "Tomahawk 5", series: "StrataDNX" },
{ pattern: /tomahawk\s*4/i, vendor: "Broadcom", model: "Tomahawk 4", series: "StrataDNX" },
{ pattern: /tomahawk\s*3/i, vendor: "Broadcom", model: "Tomahawk 3", series: "StrataDNX" },
{ pattern: /tomahawk\s*2/i, vendor: "Broadcom", model: "Tomahawk 2", series: "StrataDNX" },
{ pattern: /tomahawk/i, vendor: "Broadcom", model: "Tomahawk", series: "StrataDNX" },
{ pattern: /trident\s*(3|iii)/i, vendor: "Broadcom", model: "Trident III", series: "StrataDNX" },
{ pattern: /jericho\s*2/i, vendor: "Broadcom", model: "Jericho2", series: "StrataDNX" },
{ pattern: /spectrum/i, vendor: "NVIDIA", model: "Spectrum", series: "Spectrum" },
];
for (const { pattern, vendor, model, series } of asicPatterns) {
if (pattern.test(text)) {
return { vendor, model, series };
}
}
return { vendor: "Broadcom", model: "Unknown", series: "" };
}
export async function scrapeUfiSpace(): Promise<void> {
console.log("\n=== UfiSpace Scraper ===\n");
const vendorId = await ensureWhiteboxVendor("UfiSpace", "https://www.ufispace.com", {
isOdm: true,
ocpMember: true,
sonicContributor: true,
});
let created = 0;
let updated = 0;
const crawler = new CheerioCrawler({
maxConcurrency: 2,
maxRequestsPerMinute: 15,
requestHandlerTimeoutSecs: 30,
async requestHandler({ request, $, enqueueLinks }) {
// Product list pages — enqueue individual products
if (request.url.includes("products/") || request.url.includes("networking-white-box")) {
console.log(` Parsing: ${request.url}`);
const productLinks: string[] = [];
// Look for links to individual product pages
$("a").each((_i, el) => {
const href = $(el).attr("href") || "";
if (href.match(/\/S9[0-9]+-/i) || href.match(/\/product\//i)) {
const fullUrl = href.startsWith("http") ? href : `${BASE_URL}${href}`;
if (!productLinks.includes(fullUrl)) {
productLinks.push(fullUrl);
}
}
});
console.log(` Found ${productLinks.length} product links`);
for (const link of productLinks) {
await enqueueLinks({ urls: [link] });
}
return;
}
// Individual product page
const pageText = $("body").text();
const title = $("h1, .product-title").first().text().trim();
if (!title) return;
// Extract model name (S9600-32X, S9700-53DX, etc.)
const modelMatch = title.match(/(S\d{4}-\d+[A-Z]*)/i) || pageText.match(/(S\d{4}-\d+[A-Z]*)/i);
if (!modelMatch) return;
const model = modelMatch[1];
const portInfo = extractPortsFromSpec(pageText);
const asicInfo = detectAsic(pageText);
if (portInfo.totalPorts === 0) return;
const powerMatch = pageText.match(/(?:max|maximum)\s*power[:\s]*(\d+)\s*W/i);
const cpuMatch = pageText.match(/(Intel\s+(?:Xeon|Atom|Core)[^\n,;]+)/i);
const ramMatch = pageText.match(/(\d+)\s*GB?\s*(?:DDR[34]|RAM|memory)/i);
const storageMatch = pageText.match(/(\d+)\s*GB?\s*(?:SSD|eMMC|M\.2)/i);
const switchCapMatch = pageText.match(/switching\s*capacity[:\s]*([\d.]+)\s*Tb/i);
const seriesMatch = model.match(/^(S\d{4})/);
const series = seriesMatch ? seriesMatch[1] : "";
// Determine category based on model/series
let category: "DataCenter" | "Edge" | "SP" = "DataCenter";
if (model.includes("9510") || pageText.toLowerCase().includes("cell site")) {
category = "Edge";
}
const existing = await pool.query(
`SELECT id FROM switches WHERE model = $1 AND vendor_id = $2`,
[model, vendorId]
);
const isNew = existing.rows.length === 0;
await findOrCreateSwitch({
model,
vendorId,
series,
category,
layer: "L3",
portsConfig: portInfo.portsConfig,
totalPorts: portInfo.totalPorts,
maxSpeedGbps: portInfo.maxSpeedGbps,
switchingCapacityTbps: switchCapMatch ? parseFloat(switchCapMatch[1]) : undefined,
asicVendor: asicInfo.vendor,
asicModel: asicInfo.model,
asicSeries: asicInfo.series,
maxPowerW: powerMatch ? parseInt(powerMatch[1]) : undefined,
cpu: cpuMatch ? cpuMatch[1].trim() : undefined,
ramGb: ramMatch ? parseInt(ramMatch[1]) : undefined,
storageGb: storageMatch ? parseInt(storageMatch[1]) : undefined,
sonicCompatible: true,
isWhitebox: true,
onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: portInfo.formFactors,
catalogUrl: request.url,
tags: [
"whitebox",
"UfiSpace",
`${portInfo.maxSpeedGbps}G`,
asicInfo.model,
...(category === "Edge" ? ["cell-site", "DCSG"] : []),
],
scrapeSource: "ufispace-catalog",
});
if (isNew) {
created++;
console.log(` + ${model} (${portInfo.maxSpeedGbps}G, ${asicInfo.vendor} ${asicInfo.model})`);
} else {
updated++;
}
},
failedRequestHandler({ request }) {
console.error(` ! Failed: ${request.url}`);
},
});
await crawler.run(PRODUCT_URLS);
console.log(`\n Created: ${created}, Updated: ${updated}\n`);
}

692
packages/scraper/src/scrapers/whitebox-seed.ts Normal file
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/**
* Whitebox / Open Networking Switch Seed Data
*
* Comprehensive catalog of whitebox ODM/OEM switches from:
* Edgecore, Celestica, Delta, QCT, Inventec, UfiSpace, Asterfusion, Netberg, Ragile
*
* Sources: Public datasheets, SONiC HCL, OCP specs, vendor product pages.
*/
import { pool, ensureWhiteboxVendor, findOrCreateSwitch } from "../utils/db";
import type { SwitchParams } from "../utils/db";
interface WhiteboxSeed {
vendor: string;
vendorWebsite: string;
vendorOpts: { isOdm: boolean; ocpMember: boolean; sonicContributor: boolean };
model: string;
series: string;
category: "DataCenter" | "Campus" | "Edge" | "Core" | "SP" | "Industrial";
layer: "L2" | "L3" | "L2/L3";
portsConfig: Record<string, number>;
totalPorts: number;
maxSpeedGbps: number;
switchingCapacityTbps?: number;
forwardingRateMpps?: number;
asicVendor: string;
asicModel: string;
asicSeries?: string;
rackUnits?: number;
maxPowerW?: number;
cpu?: string;
cpuCores?: number;
ramGb?: number;
storageGb?: number;
storageType?: string;
sonicCompatible: boolean;
onlCompatible?: boolean;
cumulusCompatible?: boolean;
dentCompatible?: boolean;
fbossCompatible?: boolean;
onieSupport?: boolean;
ocpStatus?: "Accepted" | "Inspired" | "None";
supportedNos?: string[];
sonicHwsku?: string;
transceiverFormFactors: string[];
catalogUrl?: string;
tags: string[];
}
// ═══════════════════════════════════════════════════════
// EDGECORE NETWORKS (Accton subsidiary)
// ═══════════════════════════════════════════════════════
const EDGECORE: WhiteboxSeed[] = [
{
vendor: "Edgecore Networks", vendorWebsite: "https://www.edge-core.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "AS7946-74XKDB", series: "AS7946", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 74 }, totalPorts: 74,
maxSpeedGbps: 800, switchingCapacityTbps: 59.2,
asicVendor: "Broadcom", asicModel: "Tomahawk 5", asicSeries: "memory Memory",
rackUnits: 2, maxPowerW: 3500,
cpu: "Intel Xeon D-1649N", cpuCores: 8, ramGb: 32, storageGb: 128, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, onieSupport: true,
ocpStatus: "Accepted",
supportedNos: ["SONiC", "ONL", "FBOSS", "DENT"],
sonicHwsku: "Edgecore-AS7946-74XKDB",
transceiverFormFactors: ["OSFP"],
catalogUrl: "https://www.edge-core.com/product/as7946-74xkdb/",
tags: ["800G", "whitebox", "spine", "AI-fabric", "OCP", "Tomahawk5"],
},
{
vendor: "Edgecore Networks", vendorWebsite: "https://www.edge-core.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "AS9516-32D", series: "AS9516", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 3", asicSeries: "memory Memory",
rackUnits: 1, maxPowerW: 1800,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 16, storageGb: 64, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, onieSupport: true,
ocpStatus: "Accepted",
supportedNos: ["SONiC", "ONL", "Cumulus", "FBOSS"],
sonicHwsku: "Edgecore-AS9516-32D",
transceiverFormFactors: ["QSFP-DD"],
catalogUrl: "https://www.edge-core.com/product/as9516-32d/",
tags: ["400G", "whitebox", "spine", "OCP", "Tomahawk3"],
},
{
vendor: "Edgecore Networks", vendorWebsite: "https://www.edge-core.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "AS7726-32X", series: "AS7726", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32, "10G_SFP+": 2 }, totalPorts: 34,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4, forwardingRateMpps: 4760,
asicVendor: "Broadcom", asicModel: "Trident III", asicSeries: "memory Memory",
rackUnits: 1, maxPowerW: 460,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, cumulusCompatible: true, onieSupport: true,
ocpStatus: "Accepted",
supportedNos: ["SONiC", "ONL", "Cumulus", "DENT", "FBOSS"],
sonicHwsku: "Edgecore-AS7726-32X",
transceiverFormFactors: ["QSFP28", "SFP+"],
catalogUrl: "https://www.edge-core.com/product/as7726-32x/",
tags: ["100G", "whitebox", "leaf", "spine", "OCP", "Trident3"],
},
{
vendor: "Edgecore Networks", vendorWebsite: "https://www.edge-core.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "AS7712-32X", series: "AS7712", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4, forwardingRateMpps: 4760,
asicVendor: "Broadcom", asicModel: "Tomahawk", asicSeries: "memory Memory",
rackUnits: 1, maxPowerW: 460,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, cumulusCompatible: true, onieSupport: true,
ocpStatus: "Accepted",
supportedNos: ["SONiC", "ONL", "Cumulus", "FBOSS"],
sonicHwsku: "Edgecore-AS7712-32X",
transceiverFormFactors: ["QSFP28"],
catalogUrl: "https://www.edge-core.com/product/as7712-32x/",
tags: ["100G", "whitebox", "leaf", "spine", "OCP", "Tomahawk"],
},
{
vendor: "Edgecore Networks", vendorWebsite: "https://www.edge-core.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "DCS204", series: "DCS200", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, switchingCapacityTbps: 2.0,
asicVendor: "Broadcom", asicModel: "Trident III", asicSeries: "memory Memory",
rackUnits: 1, maxPowerW: 450,
cpu: "Intel Atom C3558", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, onieSupport: true,
ocpStatus: "Inspired",
supportedNos: ["SONiC", "ONL"],
transceiverFormFactors: ["SFP28", "QSFP28"],
tags: ["25G", "whitebox", "ToR", "leaf"],
},
{
vendor: "Edgecore Networks", vendorWebsite: "https://www.edge-core.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "Minipack2", series: "Minipack", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 128 }, totalPorts: 128,
maxSpeedGbps: 400, switchingCapacityTbps: 51.2,
asicVendor: "Broadcom", asicModel: "Memory Tomahawk 4", asicSeries: "memory Memory",
rackUnits: 4, maxPowerW: 5000,
cpu: "Intel Xeon D-1649N", cpuCores: 8, ramGb: 32, storageGb: 128, storageType: "SSD",
sonicCompatible: true, fbossCompatible: true, onieSupport: true,
ocpStatus: "Accepted",
supportedNos: ["SONiC", "FBOSS"],
transceiverFormFactors: ["QSFP-DD"],
tags: ["400G", "whitebox", "modular", "chassis", "OCP", "Meta"],
},
];
// ═══════════════════════════════════════════════════════
// CELESTICA
// ═══════════════════════════════════════════════════════
const CELESTICA: WhiteboxSeed[] = [
{
vendor: "Celestica", vendorWebsite: "https://www.celestica.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "DS5000", series: "DS5000", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 64 }, totalPorts: 64,
maxSpeedGbps: 800, switchingCapacityTbps: 51.2,
asicVendor: "Broadcom", asicModel: "Tomahawk 5", asicSeries: "memory Memory",
rackUnits: 2, maxPowerW: 3200,
cpu: "Intel Xeon D-1649N", cpuCores: 8, ramGb: 32, storageGb: 128, storageType: "SSD",
sonicCompatible: true, onieSupport: true,
ocpStatus: "Inspired",
supportedNos: ["SONiC"],
transceiverFormFactors: ["OSFP"],
tags: ["800G", "whitebox", "spine", "AI-fabric", "Tomahawk5"],
},
{
vendor: "Celestica", vendorWebsite: "https://www.celestica.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "DS4000", series: "DS4000", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 4", asicSeries: "memory Memory",
rackUnits: 1, maxPowerW: 1500,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 16, storageGb: 64, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, onieSupport: true,
ocpStatus: "Inspired",
supportedNos: ["SONiC", "ONL"],
transceiverFormFactors: ["QSFP-DD"],
tags: ["400G", "whitebox", "spine", "Tomahawk4"],
},
{
vendor: "Celestica", vendorWebsite: "https://www.celestica.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "Seastone2", series: "Seastone", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4,
asicVendor: "Broadcom", asicModel: "Tomahawk", asicSeries: "memory Memory",
rackUnits: 1, maxPowerW: 460,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, onieSupport: true,
ocpStatus: "Accepted",
supportedNos: ["SONiC", "ONL", "Cumulus"],
sonicHwsku: "Celestica-Seastone2",
transceiverFormFactors: ["QSFP28"],
tags: ["100G", "whitebox", "leaf", "spine", "OCP"],
},
{
vendor: "Celestica", vendorWebsite: "https://www.celestica.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "Midstone-200i", series: "Midstone", category: "DataCenter", layer: "L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, switchingCapacityTbps: 2.0,
asicVendor: "Broadcom", asicModel: "Trident III",
rackUnits: 1, maxPowerW: 450,
cpu: "Intel Atom C3558", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL"],
transceiverFormFactors: ["SFP28", "QSFP28"],
tags: ["25G", "whitebox", "ToR", "leaf"],
},
];
// ═══════════════════════════════════════════════════════
// DELTA NETWORKS
// ═══════════════════════════════════════════════════════
const DELTA: WhiteboxSeed[] = [
{
vendor: "Delta Networks", vendorWebsite: "https://www.deltaww.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "AG9064v2", series: "AG9064", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 64 }, totalPorts: 64,
maxSpeedGbps: 400, switchingCapacityTbps: 25.6,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 2, maxPowerW: 2500,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 16, storageGb: 64, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL"],
sonicHwsku: "Delta-AG9064v2",
transceiverFormFactors: ["QSFP-DD"],
tags: ["400G", "whitebox", "spine", "Tomahawk3"],
},
{
vendor: "Delta Networks", vendorWebsite: "https://www.deltaww.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "AG9032v2A", series: "AG9032", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4,
asicVendor: "Broadcom", asicModel: "Tomahawk+",
rackUnits: 1, maxPowerW: 480,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL", "DENT"],
sonicHwsku: "Delta-AG9032v2A",
transceiverFormFactors: ["QSFP28"],
tags: ["100G", "whitebox", "leaf", "spine"],
},
{
vendor: "Delta Networks", vendorWebsite: "https://www.deltaww.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "AGC7648A", series: "AGC7648", category: "DataCenter", layer: "L2/L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 6 }, totalPorts: 54,
maxSpeedGbps: 100, switchingCapacityTbps: 1.8,
asicVendor: "Broadcom", asicModel: "Trident III",
rackUnits: 1, maxPowerW: 420,
cpu: "Intel Atom C3558", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL"],
transceiverFormFactors: ["SFP28", "QSFP28"],
tags: ["25G", "whitebox", "ToR", "leaf"],
},
{
vendor: "Delta Networks", vendorWebsite: "https://www.deltaww.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "AG5648", series: "AG5648", category: "DataCenter", layer: "L2/L3",
portsConfig: { "10G_SFP+": 48, "40G_QSFP+": 6 }, totalPorts: 54,
maxSpeedGbps: 40, switchingCapacityTbps: 0.72,
asicVendor: "Broadcom", asicModel: "Memory Memory",
rackUnits: 1, maxPowerW: 350,
sonicCompatible: true, onlCompatible: true, dentCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL", "DENT"],
transceiverFormFactors: ["SFP+", "QSFP+"],
tags: ["10G", "whitebox", "campus", "enterprise", "DENT"],
},
];
// ═══════════════════════════════════════════════════════
// QUANTA CLOUD TECHNOLOGY (QCT)
// ═══════════════════════════════════════════════════════
const QCT: WhiteboxSeed[] = [
{
vendor: "Quanta Cloud Technology", vendorWebsite: "https://www.qct.io",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "QuantaMesh T9032-IX9", series: "QuantaMesh T9032", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 1, maxPowerW: 1500,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 16, storageGb: 64, storageType: "SSD",
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL"],
sonicHwsku: "QuantaMesh-T9032-IX9",
transceiverFormFactors: ["QSFP-DD"],
catalogUrl: "https://www.qct.io/product/index/Networking",
tags: ["400G", "whitebox", "spine", "Tomahawk3"],
},
{
vendor: "Quanta Cloud Technology", vendorWebsite: "https://www.qct.io",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "QuantaMesh T7064-IX4", series: "QuantaMesh T7064", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 64 }, totalPorts: 64,
maxSpeedGbps: 100, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 2",
rackUnits: 2, maxPowerW: 900,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL", "Cumulus"],
transceiverFormFactors: ["QSFP28"],
tags: ["100G", "whitebox", "spine", "Tomahawk2"],
},
{
vendor: "Quanta Cloud Technology", vendorWebsite: "https://www.qct.io",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "QuantaMesh T7032-IX1", series: "QuantaMesh T7032", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4,
asicVendor: "Broadcom", asicModel: "Tomahawk",
rackUnits: 1, maxPowerW: 460,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onlCompatible: true, cumulusCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL", "Cumulus"],
sonicHwsku: "QuantaMesh-T7032-IX1",
transceiverFormFactors: ["QSFP28"],
tags: ["100G", "whitebox", "leaf", "spine"],
},
{
vendor: "Quanta Cloud Technology", vendorWebsite: "https://www.qct.io",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "QuantaMesh T3048-LY8", series: "QuantaMesh T3048", category: "DataCenter", layer: "L2/L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, switchingCapacityTbps: 2.0,
asicVendor: "Broadcom", asicModel: "Trident III",
rackUnits: 1, maxPowerW: 420,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL"],
transceiverFormFactors: ["SFP28", "QSFP28"],
tags: ["25G", "whitebox", "ToR", "leaf"],
},
];
// ═══════════════════════════════════════════════════════
// UFISPACE
// ═══════════════════════════════════════════════════════
const UFISPACE: WhiteboxSeed[] = [
{
vendor: "UfiSpace", vendorWebsite: "https://www.ufispace.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "S9600-72XC", series: "S9600", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 72 }, totalPorts: 72,
maxSpeedGbps: 100, switchingCapacityTbps: 14.4,
asicVendor: "Broadcom", asicModel: "Jericho2",
rackUnits: 2, maxPowerW: 1200,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 16, storageGb: 64, storageType: "SSD",
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
sonicHwsku: "UfiSpace-S9600-72XC",
transceiverFormFactors: ["QSFP28"],
catalogUrl: "https://www.ufispace.com/products/datacenter-switches",
tags: ["100G", "whitebox", "spine", "Jericho2", "deep-buffer"],
},
{
vendor: "UfiSpace", vendorWebsite: "https://www.ufispace.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "S9600-32X", series: "S9600", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4,
asicVendor: "Broadcom", asicModel: "Tomahawk",
rackUnits: 1, maxPowerW: 460,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 8, storageGb: 32, storageType: "SSD",
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP28"],
tags: ["100G", "whitebox", "leaf", "spine"],
},
{
vendor: "UfiSpace", vendorWebsite: "https://www.ufispace.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "S9700-53DX", series: "S9700", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32, "100G_QSFP28": 20 }, totalPorts: 52,
maxSpeedGbps: 400, switchingCapacityTbps: 14.8,
asicVendor: "Broadcom", asicModel: "Jericho2",
rackUnits: 2, maxPowerW: 2000,
cpu: "Intel Xeon D-1649N", cpuCores: 8, ramGb: 16, storageGb: 64, storageType: "SSD",
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP-DD", "QSFP28"],
tags: ["400G", "whitebox", "disaggregated", "chassis", "DDC"],
},
{
vendor: "UfiSpace", vendorWebsite: "https://www.ufispace.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "S9510-28DC", series: "S9510", category: "Edge", layer: "L3",
portsConfig: { "100G_QSFP28": 20, "10G_SFP+": 8 }, totalPorts: 28,
maxSpeedGbps: 100, switchingCapacityTbps: 2.4,
asicVendor: "Broadcom", asicModel: "Memory Trident III",
rackUnits: 1, maxPowerW: 350,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP28", "SFP+"],
tags: ["cell-site", "whitebox", "edge", "DCSG", "telecom"],
},
{
vendor: "UfiSpace", vendorWebsite: "https://www.ufispace.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "S9600-30DX", series: "S9600", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 30, "10G_SFP+": 2 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.0,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 1, maxPowerW: 1500,
cpu: "Intel Xeon D-1527", cpuCores: 4, ramGb: 16, storageGb: 64, storageType: "SSD",
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP-DD", "SFP+"],
tags: ["400G", "whitebox", "spine", "Tomahawk3"],
},
];
// ═══════════════════════════════════════════════════════
// INVENTEC
// ═══════════════════════════════════════════════════════
const INVENTEC: WhiteboxSeed[] = [
{
vendor: "Inventec", vendorWebsite: "https://www.inventec.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "D7332", series: "D7332", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 1, maxPowerW: 1500,
sonicCompatible: true, onlCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL"],
transceiverFormFactors: ["QSFP-DD"],
tags: ["400G", "whitebox", "spine"],
},
{
vendor: "Inventec", vendorWebsite: "https://www.inventec.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "D7264Q28B", series: "D7264", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 64 }, totalPorts: 64,
maxSpeedGbps: 100, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 2",
rackUnits: 2, maxPowerW: 900,
sonicCompatible: true, onlCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL"],
sonicHwsku: "Inventec-D7264Q28B",
transceiverFormFactors: ["QSFP28"],
tags: ["100G", "whitebox", "spine", "Tomahawk2"],
},
{
vendor: "Inventec", vendorWebsite: "https://www.inventec.com",
vendorOpts: { isOdm: true, ocpMember: true, sonicContributor: true },
model: "D7054Q28B", series: "D7054", category: "DataCenter", layer: "L2/L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 6 }, totalPorts: 54,
maxSpeedGbps: 100, switchingCapacityTbps: 1.8,
asicVendor: "Broadcom", asicModel: "Trident III",
rackUnits: 1, maxPowerW: 420,
sonicCompatible: true, onlCompatible: true, onieSupport: true,
supportedNos: ["SONiC", "ONL"],
transceiverFormFactors: ["SFP28", "QSFP28"],
tags: ["25G", "whitebox", "ToR", "leaf"],
},
];
// ═══════════════════════════════════════════════════════
// ASTERFUSION
// ═══════════════════════════════════════════════════════
const ASTERFUSION: WhiteboxSeed[] = [
{
vendor: "Asterfusion", vendorWebsite: "https://www.asterfusion.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "CX864E-N", series: "CX864", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 64 }, totalPorts: 64,
maxSpeedGbps: 800, switchingCapacityTbps: 51.2,
asicVendor: "Marvell", asicModel: "Teralynx 10",
rackUnits: 2, maxPowerW: 3000,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["OSFP"],
tags: ["800G", "whitebox", "spine", "AI-fabric", "Marvell"],
},
{
vendor: "Asterfusion", vendorWebsite: "https://www.asterfusion.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "CX732Q-N", series: "CX732", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Marvell", asicModel: "Teralynx 7",
rackUnits: 1, maxPowerW: 1500,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP-DD"],
tags: ["400G", "whitebox", "spine", "Marvell"],
},
{
vendor: "Asterfusion", vendorWebsite: "https://www.asterfusion.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "CX564P-N", series: "CX564", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 64 }, totalPorts: 64,
maxSpeedGbps: 100, switchingCapacityTbps: 12.8,
asicVendor: "Marvell", asicModel: "Teralynx 7",
rackUnits: 2, maxPowerW: 800,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP28"],
tags: ["100G", "whitebox", "spine", "Marvell"],
},
{
vendor: "Asterfusion", vendorWebsite: "https://www.asterfusion.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "CX532P-N", series: "CX532", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32, "10G_SFP+": 2 }, totalPorts: 34,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4,
asicVendor: "Marvell", asicModel: "Teralynx",
rackUnits: 1, maxPowerW: 460,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP28", "SFP+"],
tags: ["100G", "whitebox", "leaf", "spine", "Marvell"],
},
{
vendor: "Asterfusion", vendorWebsite: "https://www.asterfusion.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "CX308P-48Y-N", series: "CX308", category: "DataCenter", layer: "L2/L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, switchingCapacityTbps: 2.0,
asicVendor: "Marvell", asicModel: "Prestera",
rackUnits: 1, maxPowerW: 400,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["SFP28", "QSFP28"],
tags: ["25G", "whitebox", "ToR", "leaf", "Marvell"],
},
];
// ═══════════════════════════════════════════════════════
// NETBERG
// ═══════════════════════════════════════════════════════
const NETBERG: WhiteboxSeed[] = [
{
vendor: "Netberg", vendorWebsite: "https://netbergtw.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "Aurora 810", series: "Aurora", category: "DataCenter", layer: "L3",
portsConfig: { "800G_OSFP": 64 }, totalPorts: 64,
maxSpeedGbps: 800, switchingCapacityTbps: 51.2,
asicVendor: "Broadcom", asicModel: "Tomahawk 5",
rackUnits: 2, maxPowerW: 3200,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["OSFP"],
tags: ["800G", "whitebox", "spine", "AI-fabric", "Tomahawk5"],
},
{
vendor: "Netberg", vendorWebsite: "https://netbergtw.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "Aurora 750", series: "Aurora", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 1, maxPowerW: 1500,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP-DD"],
tags: ["400G", "whitebox", "spine", "Tomahawk3"],
},
{
vendor: "Netberg", vendorWebsite: "https://netbergtw.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "Aurora 620", series: "Aurora", category: "DataCenter", layer: "L3",
portsConfig: { "100G_QSFP28": 32 }, totalPorts: 32,
maxSpeedGbps: 100, switchingCapacityTbps: 6.4,
asicVendor: "Broadcom", asicModel: "Tomahawk",
rackUnits: 1, maxPowerW: 460,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP28"],
tags: ["100G", "whitebox", "leaf", "spine"],
},
];
// ═══════════════════════════════════════════════════════
// RAGILE NETWORKS
// ═══════════════════════════════════════════════════════
const RAGILE: WhiteboxSeed[] = [
{
vendor: "Ragile Networks", vendorWebsite: "https://www.ragilenetworks.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "RA-B6920-4S", series: "RA-B6920", category: "DataCenter", layer: "L3",
portsConfig: { "400G_QSFP-DD": 32 }, totalPorts: 32,
maxSpeedGbps: 400, switchingCapacityTbps: 12.8,
asicVendor: "Broadcom", asicModel: "Tomahawk 3",
rackUnits: 1, maxPowerW: 1500,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["QSFP-DD"],
tags: ["400G", "whitebox", "spine"],
},
{
vendor: "Ragile Networks", vendorWebsite: "https://www.ragilenetworks.com",
vendorOpts: { isOdm: true, ocpMember: false, sonicContributor: true },
model: "RA-B6510-48V8C", series: "RA-B6510", category: "DataCenter", layer: "L2/L3",
portsConfig: { "25G_SFP28": 48, "100G_QSFP28": 8 }, totalPorts: 56,
maxSpeedGbps: 100, switchingCapacityTbps: 2.0,
asicVendor: "Broadcom", asicModel: "Trident III",
rackUnits: 1, maxPowerW: 420,
sonicCompatible: true, onieSupport: true,
supportedNos: ["SONiC"],
transceiverFormFactors: ["SFP28", "QSFP28"],
tags: ["25G", "whitebox", "ToR", "leaf"],
},
];
// ═══════════════════════════════════════════════════════
// SEED FUNCTION
// ═══════════════════════════════════════════════════════
const ALL_WHITEBOX = [
...EDGECORE, ...CELESTICA, ...DELTA, ...QCT,
...UFISPACE, ...INVENTEC, ...ASTERFUSION, ...NETBERG, ...RAGILE,
];
export async function seedWhiteboxSwitches(): Promise<void> {
console.log(`\n=== Seeding ${ALL_WHITEBOX.length} Whitebox Switches ===\n`);
let created = 0;
let updated = 0;
for (const sw of ALL_WHITEBOX) {
try {
const vendorId = await ensureWhiteboxVendor(sw.vendor, sw.vendorWebsite, sw.vendorOpts);
const existing = await pool.query(
`SELECT id FROM switches WHERE model = $1 AND vendor_id = $2`,
[sw.model, vendorId]
);
const isNew = existing.rows.length === 0;
await findOrCreateSwitch({
model: sw.model,
vendorId,
series: sw.series,
category: sw.category,
layer: sw.layer,
portsConfig: sw.portsConfig,
totalPorts: sw.totalPorts,
maxSpeedGbps: sw.maxSpeedGbps,
switchingCapacityTbps: sw.switchingCapacityTbps,
forwardingRateMpps: sw.forwardingRateMpps,
asicVendor: sw.asicVendor,
asicModel: sw.asicModel,
asicSeries: sw.asicSeries,
rackUnits: sw.rackUnits,
maxPowerW: sw.maxPowerW,
sonicCompatible: sw.sonicCompatible,
tags: sw.tags,
// Whitebox fields
isWhitebox: true,
isOcpAccepted: sw.ocpStatus === "Accepted",
ocpStatus: sw.ocpStatus || "None",
supportedNos: sw.supportedNos || [],
onlCompatible: sw.onlCompatible,
dentCompatible: sw.dentCompatible,
cumulusCompatible: sw.cumulusCompatible,
fbossCompatible: sw.fbossCompatible,
cpu: sw.cpu,
cpuCores: sw.cpuCores,
ramGb: sw.ramGb,
storageGb: sw.storageGb,
storageType: sw.storageType,
transceiverFormFactors: sw.transceiverFormFactors,
catalogUrl: sw.catalogUrl,
sonicHwsku: sw.sonicHwsku,
onieSupport: sw.onieSupport,
scrapeSource: "whitebox-seed",
});
if (isNew) {
created++;
console.log(` + ${sw.vendor} ${sw.model} (${sw.maxSpeedGbps}G, ${sw.asicVendor} ${sw.asicModel})`);
} else {
updated++;
}
} catch (err) {
console.error(` ! Error seeding ${sw.vendor} ${sw.model}:`, err);
}
}
console.log(`\n Created: ${created}, Updated: ${updated}, Total: ${ALL_WHITEBOX.length}\n`);
}

182
packages/scraper/src/utils/assets.ts Normal file
View File

@ -0,0 +1,182 @@
/**
* Product Asset Utilities — Download images, datasheets, manuals
*
* Handles downloading product assets from vendor websites,
* storing them locally, and updating the database.
*/
import { pool } from "./db";
import { createHash } from "crypto";
import { writeFile, mkdir } from "fs/promises";
import { join, basename, extname } from "path";
import { existsSync } from "fs";
const ASSETS_DIR = process.env.ASSETS_DIR || join(__dirname, "..", "..", "..", "..", "assets");
const IMAGES_DIR = join(ASSETS_DIR, "images");
const DATASHEETS_DIR = join(ASSETS_DIR, "datasheets");
const MANUALS_DIR = join(ASSETS_DIR, "manuals");
async function ensureDir(dir: string): Promise<void> {
if (!existsSync(dir)) {
await mkdir(dir, { recursive: true });
}
}
function contentHash(data: Buffer): string {
return createHash("sha256").update(data).digest("hex").slice(0, 16);
}
function sanitizeFilename(name: string): string {
return name.toLowerCase().replace(/[^a-z0-9.-]+/g, "-").replace(/^-|-$/g, "");
}
export interface AssetDownloadResult {
localPath: string;
hash: string;
sizeBytes: number;
}
/**
* Download a file from URL and save locally.
* Returns null if download fails (non-fatal).
*/
export async function downloadAsset(
url: string,
destDir: string,
filenamePrefix: string
): Promise<AssetDownloadResult | null> {
try {
await ensureDir(destDir);
const ext = extname(new URL(url).pathname) || ".bin";
const filename = `${sanitizeFilename(filenamePrefix)}${ext}`;
const localPath = join(destDir, filename);
const response = await fetch(url, {
headers: {
"User-Agent": "TIP-Scraper/1.0 (Transceiver Intelligence Platform)",
"Accept": "*/*",
},
signal: AbortSignal.timeout(30_000),
});
if (!response.ok) {
console.log(` [SKIP] ${url} → HTTP ${response.status}`);
return null;
}
const buffer = Buffer.from(await response.arrayBuffer());
const hash = contentHash(buffer);
await writeFile(localPath, buffer);
return { localPath, hash, sizeBytes: buffer.length };
} catch (err) {
console.log(` [FAIL] ${url} → ${(err as Error).message.slice(0, 80)}`);
return null;
}
}
/**
* Download product image and update switches table.
*/
export async function downloadSwitchImage(
switchId: string,
imageUrl: string,
vendor: string,
model: string
): Promise<boolean> {
const vendorDir = join(IMAGES_DIR, "switches", sanitizeFilename(vendor));
const result = await downloadAsset(imageUrl, vendorDir, model);
if (!result) return false;
await pool.query(
`UPDATE switches SET image_url = $2, image_local_path = $3, assets_scraped_at = NOW() WHERE id = $1`,
[switchId, imageUrl, result.localPath]
);
return true;
}
/**
* Download datasheet PDF and create product_documents entry.
*/
export async function downloadSwitchDatasheet(
switchId: string,
vendorId: string,
datasheetUrl: string,
title: string,
vendor: string,
model: string
): Promise<boolean> {
const vendorDir = join(DATASHEETS_DIR, "switches", sanitizeFilename(vendor));
const result = await downloadAsset(datasheetUrl, vendorDir, model);
if (!result) return false;
// Update switch record
await pool.query(
`UPDATE switches SET datasheet_url = $2, datasheet_local_path = $3, assets_scraped_at = NOW() WHERE id = $1`,
[switchId, datasheetUrl, result.localPath]
);
// Create document record (upsert by content_hash)
await pool.query(
`INSERT INTO product_documents (switch_id, vendor_id, doc_type, title, source_url, local_path, file_size_bytes, content_hash)
VALUES ($1, $2, 'datasheet', $3, $4, $5, $6, $7)
ON CONFLICT (content_hash) DO UPDATE SET downloaded_at = NOW()`,
[switchId, vendorId, title, datasheetUrl, result.localPath, result.sizeBytes, result.hash]
);
return true;
}
/**
* Download manual/guide PDF and create product_documents entry.
*/
export async function downloadSwitchManual(
switchId: string,
vendorId: string,
manualUrl: string,
title: string,
docType: string,
vendor: string,
model: string
): Promise<boolean> {
const vendorDir = join(MANUALS_DIR, "switches", sanitizeFilename(vendor));
const filename = `${sanitizeFilename(model)}-${sanitizeFilename(docType)}`;
const result = await downloadAsset(manualUrl, vendorDir, filename);
if (!result) return false;
await pool.query(
`INSERT INTO product_documents (switch_id, vendor_id, doc_type, title, source_url, local_path, file_size_bytes, content_hash)
VALUES ($1, $2, $3, $4, $5, $6, $7, $8)
ON CONFLICT (content_hash) DO UPDATE SET downloaded_at = NOW()`,
[switchId, vendorId, docType, title, manualUrl, result.localPath, result.sizeBytes, result.hash]
);
return true;
}
/**
* Update switch product_page_url without downloading.
*/
export async function setSwitchProductPage(switchId: string, url: string): Promise<void> {
await pool.query(
`UPDATE switches SET product_page_url = $2, assets_scraped_at = NOW() WHERE id = $1`,
[switchId, url]
);
}
/**
* Update vendor documentation portal URLs.
*/
export async function setVendorDocUrls(
vendorId: string,
urls: { docsPortal?: string; datasheetLibrary?: string; imageCdn?: string; supportPortal?: string }
): Promise<void> {
await pool.query(
`UPDATE vendors SET
docs_portal_url = COALESCE($2, docs_portal_url),
datasheet_library_url = COALESCE($3, datasheet_library_url),
image_cdn_base = COALESCE($4, image_cdn_base),
support_portal_url = COALESCE($5, support_portal_url),
updated_at = NOW()
WHERE id = $1`,
[vendorId, urls.docsPortal || null, urls.datasheetLibrary || null, urls.imageCdn || null, urls.supportPortal || null]
);
}

239
packages/scraper/src/utils/db.ts
View File

@ -100,6 +100,245 @@ export async function findOrCreateScrapedTransceiver(params: {
return result.rows[0].id;
}
export interface SwitchParams {
model: string;
vendorId: string;
series?: string;
category?: string;
layer?: string;
portsConfig?: Record<string, number>;
totalPorts?: number;
uplinkSpeedGbps?: number;
maxSpeedGbps?: number;
switchingCapacityTbps?: number;
forwardingRateMpps?: number;
asicVendor?: string;
asicModel?: string;
asicSeries?: string;
asicGeneration?: string;
rackUnits?: number;
maxPowerW?: number;
typicalPowerW?: number;
poeSupport?: string;
stackingSupport?: boolean;
vxlanSupport?: boolean;
evpnSupport?: boolean;
bgpSupport?: boolean;
mplsSupport?: boolean;
openconfigSupport?: boolean;
sonicCompatible?: boolean;
macsecSupport?: boolean;
lifecycleStatus?: string;
releaseDate?: string;
eolDate?: string;
msrpUsd?: number;
tags?: string[];
// Whitebox-specific fields
isWhitebox?: boolean;
isOcpAccepted?: boolean;
ocpStatus?: string;
supportedNos?: string[];
onlCompatible?: boolean;
dentCompatible?: boolean;
cumulusCompatible?: boolean;
fbossCompatible?: boolean;
cpu?: string;
cpuCores?: number;
ramGb?: number;
storageGb?: number;
storageType?: string;
transceiverFormFactors?: string[];
catalogUrl?: string;
sonicHwsku?: string;
onieSupport?: boolean;
scrapeSource?: string;
}
export async function findOrCreateSwitch(params: SwitchParams): Promise<string> {
const existing = await pool.query(
`SELECT id FROM switches WHERE model = $1 AND vendor_id = $2`,
[params.model, params.vendorId]
);
if (existing.rows.length > 0) {
await pool.query(
`UPDATE switches SET
series = COALESCE($2, series),
category = COALESCE($3, category),
ports_config = COALESCE($4, ports_config),
total_ports = COALESCE($5, total_ports),
max_speed_gbps = COALESCE($6, max_speed_gbps),
switching_capacity_tbps = COALESCE($7, switching_capacity_tbps),
is_whitebox = COALESCE($8, is_whitebox),
supported_nos = COALESCE($9, supported_nos),
sonic_compatible = COALESCE($10, sonic_compatible),
sonic_hwsku = COALESCE($11, sonic_hwsku),
cpu = COALESCE($12, cpu),
ram_gb = COALESCE($13, ram_gb),
storage_gb = COALESCE($14, storage_gb),
transceiver_form_factors = COALESCE($15, transceiver_form_factors),
catalog_url = COALESCE($16, catalog_url),
is_ocp_accepted = COALESCE($17, is_ocp_accepted),
ocp_status = COALESCE($18, ocp_status),
onie_support = COALESCE($19, onie_support),
asic_series = COALESCE($20, asic_series),
last_scraped = CASE WHEN $21::text IS NOT NULL THEN NOW() ELSE last_scraped END,
scrape_source = COALESCE($21, scrape_source),
updated_at = NOW()
WHERE id = $1`,
[
existing.rows[0].id,
params.series || null,
params.category || null,
params.portsConfig ? JSON.stringify(params.portsConfig) : null,
params.totalPorts || null,
params.maxSpeedGbps || null,
params.switchingCapacityTbps || null,
params.isWhitebox ?? null,
params.supportedNos?.length ? params.supportedNos : null,
params.sonicCompatible ?? null,
params.sonicHwsku || null,
params.cpu || null,
params.ramGb || null,
params.storageGb || null,
params.transceiverFormFactors?.length ? params.transceiverFormFactors : null,
params.catalogUrl || null,
params.isOcpAccepted ?? null,
params.ocpStatus || null,
params.onieSupport ?? null,
params.asicSeries || null,
params.scrapeSource || null,
]
);
return existing.rows[0].id;
}
const result = await pool.query(
`INSERT INTO switches (
model, vendor_id, series, category, layer,
ports_config, total_ports, uplink_speed_gbps, max_speed_gbps,
switching_capacity_tbps, forwarding_rate_mpps,
asic_vendor, asic_model, asic_series, asic_generation,
rack_units, max_power_w, typical_power_w,
poe_support, stacking_support, vxlan_support, evpn_support,
bgp_support, mpls_support, openconfig_support, sonic_compatible, macsec_support,
lifecycle_status, release_date, eol_date, msrp_usd, tags,
is_whitebox, is_ocp_accepted, ocp_status, supported_nos,
onl_compatible, dent_compatible, cumulus_compatible, fboss_compatible,
cpu, cpu_cores, ram_gb, storage_gb, storage_type,
transceiver_form_factors, catalog_url, sonic_hwsku, onie_support,
last_scraped, scrape_source
) VALUES (
$1, $2, $3, $4, $5,
$6, $7, $8, $9,
$10, $11,
$12, $13, $14, $15,
$16, $17, $18,
$19, $20, $21, $22,
$23, $24, $25, $26, $27,
$28, $29, $30, $31, $32,
$33, $34, $35, $36,
$37, $38, $39, $40,
$41, $42, $43, $44, $45,
$46, $47, $48, $49,
$50, $51
)
ON CONFLICT (vendor_id, model) DO UPDATE SET updated_at = NOW()
RETURNING id`,
[
params.model,
params.vendorId,
params.series || null,
params.category || 'DataCenter',
params.layer || 'L3',
JSON.stringify(params.portsConfig || {}),
params.totalPorts || null,
params.uplinkSpeedGbps || null,
params.maxSpeedGbps || null,
params.switchingCapacityTbps || null,
params.forwardingRateMpps || null,
params.asicVendor || null,
params.asicModel || null,
params.asicSeries || null,
params.asicGeneration || null,
params.rackUnits || null,
params.maxPowerW || null,
params.typicalPowerW || null,
params.poeSupport || 'None',
params.stackingSupport || false,
params.vxlanSupport || false,
params.evpnSupport || false,
params.bgpSupport || false,
params.mplsSupport || false,
params.openconfigSupport || false,
params.sonicCompatible || false,
params.macsecSupport || false,
params.lifecycleStatus || 'Active',
params.releaseDate || null,
params.eolDate || null,
params.msrpUsd || null,
params.tags || [],
params.isWhitebox || false,
params.isOcpAccepted || false,
params.ocpStatus || 'None',
params.supportedNos || [],
params.onlCompatible || false,
params.dentCompatible || false,
params.cumulusCompatible || false,
params.fbossCompatible || false,
params.cpu || null,
params.cpuCores || null,
params.ramGb || null,
params.storageGb || null,
params.storageType || null,
params.transceiverFormFactors || [],
params.catalogUrl || null,
params.sonicHwsku || null,
params.onieSupport || false,
params.scrapeSource ? new Date() : null,
params.scrapeSource || null,
]
);
return result.rows[0].id;
}
export async function ensureWhiteboxVendor(
name: string,
website?: string,
options?: { isOdm?: boolean; ocpMember?: boolean; sonicContributor?: boolean }
): Promise<string> {
const existing = await pool.query(`SELECT id FROM vendors WHERE name ILIKE $1`, [name]);
if (existing.rows.length > 0) {
if (options) {
await pool.query(
`UPDATE vendors SET
is_whitebox_vendor = TRUE,
is_odm = COALESCE($2, is_odm),
ocp_member = COALESCE($3, ocp_member),
sonic_contributor = COALESCE($4, sonic_contributor),
updated_at = NOW()
WHERE id = $1`,
[existing.rows[0].id, options.isOdm ?? null, options.ocpMember ?? null, options.sonicContributor ?? null]
);
}
return existing.rows[0].id;
}
const slug = name.toLowerCase().replace(/[^a-z0-9]+/g, "-");
const result = await pool.query(
`INSERT INTO vendors (name, slug, type, website, is_whitebox_vendor, is_odm, ocp_member, sonic_contributor)
VALUES ($1, $2, 'manufacturer', $3, TRUE, $4, $5, $6)
RETURNING id`,
[
name, slug, website || null,
options?.isOdm ?? true,
options?.ocpMember ?? false,
options?.sonicContributor ?? false,
]
);
return result.rows[0].id;
}
export async function getVendorId(name: string): Promise<string | null> {
const result = await pool.query(`SELECT id FROM vendors WHERE name = $1`, [name]);
return result.rows[0]?.id || null;

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#!/bin/bash
# Run ON Erik: Fix enrichment SQL dedup + apply switches + restart
LOG="/tmp/deploy-all-fixes.log"
echo "$(date): Starting all fixes" > "$LOG"
# Step 1: Fix enrichment SQL (deduplicate columns)
echo "Step 1: Fixing enrichment SQL..." >> "$LOG"
python3 /tmp/fix-sql-dedup.py >> "$LOG" 2>&1
# Step 2: Re-apply enrichment
echo "Step 2: Applying enrichment..." >> "$LOG"
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -f /tmp/011-flexoptix-enrichment.sql >> "$LOG" 2>&1
# Step 3: Apply switches SQL
echo "Step 3: Applying switches..." >> "$LOG"
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -f /tmp/012-more-switches.sql >> "$LOG" 2>&1
# Step 4: Restart API
echo "Step 4: Restarting API..." >> "$LOG"
cd /opt/tip && pm2 restart tip-api >> "$LOG" 2>&1
# Step 5: Results
echo "" >> "$LOG"
echo "=== RESULTS ===" >> "$LOG"
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'images: ' || count(*) FROM transceivers WHERE image_url IS NOT NULL" >> "$LOG" 2>&1
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'connector: ' || count(*) FROM transceivers WHERE connector IS NOT NULL" >> "$LOG" 2>&1
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'notes: ' || count(*) FROM transceivers WHERE notes IS NOT NULL AND notes != ''" >> "$LOG" 2>&1
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'switches: ' || count(*) FROM switches" >> "$LOG" 2>&1
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'sw_desc: ' || count(*) FROM switches WHERE description IS NOT NULL" >> "$LOG" 2>&1
echo "$(date): ALL DONE" >> "$LOG"

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#!/bin/bash
# Self-contained Flexoptix enrichment script to run ON Erik
# Does: DB query → scrape flexoptix.net → generate SQL → apply to DB
DB_PASS="tip_prod_2026"
DB_USER="tip"
DB_NAME="transceiver_db"
DB_PORT="5433"
OUTPUT="/tmp/011-flexoptix-enrichment.sql"
LOG="/tmp/enrich-flexoptix.log"
echo "$(date): Starting enrichment" > "$LOG"
# Step 1: Get Flexoptix product list from DB
echo "Step 1: Querying DB..." >> "$LOG"
PGPASSWORD=$DB_PASS psql -h localhost -p $DB_PORT -U $DB_USER -d $DB_NAME -t -A -F'|' -c \
"SELECT t.id, t.product_page_url, t.part_number, t.standard_name FROM transceivers t JOIN vendors v ON t.vendor_id = v.id WHERE v.name = 'FLEXOPTIX' AND t.product_page_url IS NOT NULL ORDER BY t.part_number" \
> /tmp/flexoptix-products.txt 2>> "$LOG"
TOTAL=$(wc -l < /tmp/flexoptix-products.txt | tr -d ' ')
echo " Found $TOTAL products" >> "$LOG"
if [ "$TOTAL" -lt 1 ]; then
echo "ERROR: No products found" >> "$LOG"
exit 1
fi
# Step 2: Start SQL file
cat > "$OUTPUT" << SQLEOF
-- 011: Flexoptix product enrichment
-- Generated: $(date '+%Y-%m-%d %H:%M')
-- Products: $TOTAL
BEGIN;
SQLEOF
COUNT=0
IMAGES=0
ENRICHED=0
# Step 3: Scrape each product page
while IFS='|' read -r ID URL PARTNUM STDNAME; do
[ -z "$URL" ] && continue
COUNT=$((COUNT + 1))
NAME="${STDNAME:-$PARTNUM}"
echo "[$COUNT/$TOTAL] $NAME" >> "$LOG"
# Fetch page
HTML=$(curl -s -L --max-time 15 -H "User-Agent: Mozilla/5.0 TIP-Bot/1.0" "$URL" 2>/dev/null)
if [ ${#HTML} -lt 500 ]; then
echo " SKIP (empty/small)" >> "$LOG"
continue
fi
SETS=""
# Extract image URL
IMG=$(echo "$HTML" | grep -oE 'https://[^"]+/cache/[^"]+_A_[^"]+\.jpg' | head -1)
if [ -n "$IMG" ]; then
IMG_ESC=$(echo "$IMG" | sed "s/'/''/g")
SETS="image_url = '$IMG_ESC'"
IMAGES=$((IMAGES + 1))
fi
# Extract specs using python3 if available
if command -v python3 > /dev/null 2>&1; then
SPEC_DATA=$(echo "$HTML" | python3 -c "
import sys, re
html = sys.stdin.read()
for m in re.finditer(r'<th[^>]*>(.*?)</th>\s*<td[^>]*>(.*?)</td>', html, re.S|re.I):
label = re.sub(r'<[^>]+>', '', m.group(1)).strip().upper()
value = re.sub(r'<[^>]+>', '', m.group(2)).strip()
if label and value and value.lower() not in ('n/a', '-', ''):
# Use tab separator to avoid issues with = in values
print(label + '\t' + value)
" 2>/dev/null)
else
SPEC_DATA=""
fi
NOTES=""
while IFS=$'\t' read -r KEY VAL; do
[ -z "$KEY" ] && continue
VAL_ESC=$(echo "$VAL" | sed "s/'/''/g")
case "$KEY" in
"POWER CONSUMPTION")
W=$(echo "$VAL" | grep -oE '[0-9]+\.?[0-9]*' | head -1)
[ -n "$W" ] && SETS="${SETS:+$SETS, }power_consumption_w = '$W'"
;;
"CONNECTOR / POLISH"|"CONNECTOR")
SETS="${SETS:+$SETS, }connector = '$VAL_ESC'"
;;
"MODULATION")
SETS="${SETS:+$SETS, }modulation = '$VAL_ESC'"
;;
"WAVELENGTH TX (TYPICAL)"|"WAVELENGTH")
SETS="${SETS:+$SETS, }wavelengths = '$VAL_ESC'"
;;
"DISTANCE")
SETS="${SETS:+$SETS, }reach_label = '$VAL_ESC'"
;;
"TEMPERATURE RANGE"|"OPERATING TEMPERATURE")
SETS="${SETS:+$SETS, }temp_range = '$VAL_ESC'"
;;
"LANE COUNT")
LC=$(echo "$VAL" | grep -oE '[0-9]+' | head -1)
[ -n "$LC" ] && SETS="${SETS:+$SETS, }lanes = '$LC'"
;;
"BANDWIDTH PER LANE"|"BANDWIDTH")
SETS="${SETS:+$SETS, }lane_rate = '$VAL_ESC'"
;;
"INBUILT FEC")
echo "$VAL" | grep -qiE '^(no|none)$' || SETS="${SETS:+$SETS, }fec_type = '$VAL_ESC'"
;;
"POWERBUDGET (DB)")
PB=$(echo "$VAL" | grep -oE '[0-9]+\.?[0-9]*' | head -1)
[ -n "$PB" ] && SETS="${SETS:+$SETS, }optical_budget_db = '$PB'"
;;
"TRANSMIT MIN/MAX PER LANE")
TX=$(echo "$VAL" | grep -oE '\-?[0-9]+\.?[0-9]*' | head -1)
[ -n "$TX" ] && SETS="${SETS:+$SETS, }tx_power_min_dbm = '$TX'"
;;
"RECEIVER MIN/MAX PER LANE")
RX=$(echo "$VAL" | grep -oE '\-?[0-9]+\.?[0-9]*' | head -1)
[ -n "$RX" ] && SETS="${SETS:+$SETS, }rx_sensitivity_dbm = '$RX'"
;;
"INTERFACE")
SETS="${SETS:+$SETS, }fiber_type = '$VAL_ESC'"
;;
"COMPLIANCE CODE")
SETS="${SETS:+$SETS, }ieee_reference = '$VAL_ESC'"
;;
"DIGITAL DIAGNOSTIC MONITORING (DDM)")
echo "$VAL" | grep -qi 'yes' && SETS="${SETS:+$SETS, }dom_support = true" || SETS="${SETS:+$SETS, }dom_support = false"
;;
*)
[ ${#VAL} -lt 200 ] && NOTES="${NOTES:+$NOTES; }$KEY: $VAL"
;;
esac
done <<< "$SPEC_DATA"
# Add notes
if [ -n "$NOTES" ]; then
NOTES_CUT="${NOTES:0:1000}"
NOTES_ESC=$(echo "$NOTES_CUT" | sed "s/'/''/g")
SETS="${SETS:+$SETS, }notes = '$NOTES_ESC'"
fi
if [ -n "$SETS" ]; then
echo "-- $NAME" >> "$OUTPUT"
echo "UPDATE transceivers SET $SETS WHERE id = '$ID';" >> "$OUTPUT"
echo "" >> "$OUTPUT"
ENRICHED=$((ENRICHED + 1))
echo " -> OK ($ENRICHED enriched, $IMAGES imgs)" >> "$LOG"
fi
sleep 0.3
done < /tmp/flexoptix-products.txt
echo "COMMIT;" >> "$OUTPUT"
echo "-- Summary: $ENRICHED enriched, $IMAGES images" >> "$OUTPUT"
echo "" >> "$LOG"
echo "Step 3 done: $ENRICHED/$TOTAL enriched, $IMAGES images" >> "$LOG"
# Step 4: Apply SQL
echo "Step 4: Applying SQL..." >> "$LOG"
PGPASSWORD=$DB_PASS psql -h localhost -p $DB_PORT -U $DB_USER -d $DB_NAME -f "$OUTPUT" >> "$LOG" 2>&1
echo "$(date): ALL DONE" >> "$LOG"

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#!/bin/bash
# V2: Flexoptix enrichment with deduplication
# Run ON Erik
LOG="/tmp/enrich-v2.log"
SQL="/tmp/011-flexoptix-enrichment-v2.sql"
DB="PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db"
echo "$(date): Starting V2 enrichment" > "$LOG"
# Get products
eval $DB -t -A -F'|' -c \
"SELECT t.id, t.product_page_url, t.part_number, t.standard_name FROM transceivers t JOIN vendors v ON t.vendor_id = v.id WHERE v.name = 'FLEXOPTIX' AND t.product_page_url IS NOT NULL ORDER BY t.part_number" \
> /tmp/fo-products.txt 2>> "$LOG"
TOTAL=$(wc -l < /tmp/fo-products.txt | tr -d ' ')
echo "Found $TOTAL products" >> "$LOG"
# Header
cat > "$SQL" << EOF
-- Flexoptix enrichment V2 (deduplicated)
-- Generated: $(date '+%Y-%m-%d %H:%M')
-- Products: $TOTAL
EOF
COUNT=0
OK=0
while IFS='|' read -r ID URL PN SN; do
[ -z "$URL" ] && continue
COUNT=$((COUNT + 1))
NAME="${SN:-$PN}"
HTML=$(curl -s -L --max-time 15 -H "User-Agent: Mozilla/5.0 TIP-Bot/1.0" "$URL" 2>/dev/null)
[ ${#HTML} -lt 500 ] && { echo "[$COUNT] $NAME SKIP" >> "$LOG"; continue; }
# Use python3 to extract specs AND generate clean SQL (no duplicates)
UPDATE=$(python3 -c "
import re, sys
html = sys.stdin.read()
tid = '$ID'
# Extract image
img = None
for m in re.finditer(r'https://[^\"\s]+/cache/[^\"\s]+_A_[^\"\s]+\.jpg', html):
img = m.group(0)
break
if not img:
for m in re.finditer(r'https://[^\"\s]+/media/catalog/product/[^\"\s]+_A_[^\"\s]+\.jpg', html):
img = m.group(0)
break
# Extract specs from <th>...<td>
specs = {}
for m in re.finditer(r'<th[^>]*>(.*?)</th>\s*<td[^>]*>(.*?)</td>', html, re.S|re.I):
label = re.sub(r'<[^>]+>', '', m.group(1)).strip().upper()
value = re.sub(r'<[^>]+>', '', m.group(2)).strip()
if label and value and value.lower() not in ('n/a', '-', ''):
specs[label] = value
if not specs and not img:
sys.exit(0)
# Map to columns (first match wins per column)
cols = {}
MAPPING = [
('POWER CONSUMPTION', 'power_consumption_w', lambda v: re.search(r'[\d.]+', v).group() if re.search(r'[\d.]+', v) else None),
('CONNECTOR / POLISH', 'connector', lambda v: v),
('CONNECTOR', 'connector', lambda v: v),
('MODULATION', 'modulation', lambda v: v),
('WAVELENGTH TX (TYPICAL)', 'wavelengths', lambda v: v),
('WAVELENGTH', 'wavelengths', lambda v: v),
('DISTANCE', 'reach_label', lambda v: v),
('TEMPERATURE RANGE', 'temp_range', lambda v: 'COM' if 'ommercial' in v or '0°C' in v else ('IND' if 'ndustrial' in v or '-40' in v else ('EXT' if 'xtended' in v else 'COM'))),
('OPERATING TEMPERATURE', 'temp_range', lambda v: 'COM' if 'ommercial' in v or '0°C' in v else ('IND' if 'ndustrial' in v or '-40' in v else ('EXT' if 'xtended' in v else 'COM'))),
('LANE COUNT', 'lanes', lambda v: re.search(r'\d+', v).group() if re.search(r'\d+', v) else None),
('BANDWIDTH PER LANE', 'lane_rate', lambda v: v),
('BANDWIDTH', 'lane_rate', lambda v: v),
('INBUILT FEC', 'fec_type', lambda v: v if v.lower() not in ('no', 'none') else None),
('POWERBUDGET (DB)', 'optical_budget_db', lambda v: re.search(r'[\d.]+', v).group() if re.search(r'[\d.]+', v) else None),
('TRANSMIT MIN/MAX PER LANE', 'tx_power_min_dbm', lambda v: re.search(r'-?[\d.]+', v).group() if re.search(r'-?[\d.]+', v) else None),
('RECEIVER MIN/MAX PER LANE', 'rx_sensitivity_dbm', lambda v: re.search(r'-?[\d.]+', v).group() if re.search(r'-?[\d.]+', v) else None),
('INTERFACE', 'fiber_type', lambda v: v),
('COMPLIANCE CODE', 'ieee_reference', lambda v: v),
('DIGITAL DIAGNOSTIC MONITORING (DDM)', 'dom_support', lambda v: 'true' if 'yes' in v.lower() else 'false'),
]
mapped_labels = set()
for label, col, transform in MAPPING:
if label in specs and col not in cols:
try:
val = transform(specs[label])
if val is not None:
cols[col] = val
mapped_labels.add(label)
except:
pass
# Unmapped specs -> notes
extra = []
for k, v in specs.items():
if k not in mapped_labels and len(v) < 200:
extra.append(f'{k}: {v}')
if extra:
cols['notes'] = '; '.join(extra)[:1000]
if img:
cols['image_url'] = img
if not cols:
sys.exit(0)
# Build SQL
def esc(v):
return v.replace(chr(39), chr(39)+chr(39)).replace(chr(92), chr(92)+chr(92))
sets = []
for col, val in cols.items():
if col == 'dom_support':
sets.append(f'{col} = {val}')
else:
sets.append(f\"{col} = '{esc(str(val))}'\")
print(f'-- {\"$NAME\"}')
print(f\"UPDATE transceivers SET {', '.join(sets)} WHERE id = '{tid}';\")
" <<< "$HTML" 2>/dev/null)
if [ -n "$UPDATE" ]; then
echo "$UPDATE" >> "$SQL"
echo "" >> "$SQL"
OK=$((OK + 1))
echo "[$COUNT] $NAME -> OK" >> "$LOG"
else
echo "[$COUNT] $NAME -> no data" >> "$LOG"
fi
sleep 0.3
done < /tmp/fo-products.txt
echo "-- Summary: $OK/$TOTAL enriched" >> "$SQL"
echo "" >> "$LOG"
echo "Enrichment SQL generated: $OK/$TOTAL" >> "$LOG"
echo "Applying SQL..." >> "$LOG"
eval $DB -f "$SQL" >> "$LOG" 2>&1
echo "" >> "$LOG"
echo "=== FINAL COUNTS ===" >> "$LOG"
eval $DB -t -A -c "SELECT 'images: ' || count(*) FROM transceivers WHERE image_url IS NOT NULL" >> "$LOG"
eval $DB -t -A -c "SELECT 'connector: ' || count(*) FROM transceivers WHERE connector IS NOT NULL" >> "$LOG"
eval $DB -t -A -c "SELECT 'notes: ' || count(*) FROM transceivers WHERE notes IS NOT NULL AND notes != ''" >> "$LOG"
eval $DB -t -A -c "SELECT 'modulation: ' || count(*) FROM transceivers WHERE modulation IS NOT NULL" >> "$LOG"
eval $DB -t -A -c "SELECT 'power_w: ' || count(*) FROM transceivers WHERE power_consumption_w IS NOT NULL" >> "$LOG"
echo "$(date): V2 DONE" >> "$LOG"

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#!/bin/bash
# V3: Flexoptix enrichment - simple, direct, works
LOG="/tmp/enrich-v3.log"
SQL="/tmp/enrichment-v3.sql"
echo "$(date): V3 start" > "$LOG"
# Direct psql (no eval)
export PGPASSWORD="tip_prod_2026"
psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -F'|' -c \
"SELECT t.id, t.product_page_url, t.part_number, t.standard_name FROM transceivers t JOIN vendors v ON t.vendor_id = v.id WHERE v.name = 'FLEXOPTIX' AND t.product_page_url IS NOT NULL" \
> /tmp/fo-list.txt 2>> "$LOG"
TOTAL=$(wc -l < /tmp/fo-list.txt | tr -d ' ')
echo "Products: $TOTAL" >> "$LOG"
echo "-- V3 enrichment $(date '+%Y-%m-%d %H:%M')" > "$SQL"
echo "" >> "$SQL"
OK=0
while IFS='|' read -r ID URL PN SN; do
[ -z "$URL" ] && continue
OK_THIS=0
NAME="${SN:-$PN}"
HTML=$(curl -s -L --max-time 15 -H "User-Agent: Mozilla/5.0 TIP-Bot/1.0" "$URL" 2>/dev/null)
[ ${#HTML} -lt 500 ] && continue
SQLLINE=$(echo "$HTML" | python3 << 'PYEOF'
import re, sys
html = sys.stdin.read()
img = None
for m in re.finditer(r'https://[^"\s]+/cache/[^"\s]+_A_[^"\s]+\.jpg', html):
img = m.group(0); break
specs = {}
for m in re.finditer(r'<th[^>]*>(.*?)</th>\s*<td[^>]*>(.*?)</td>', html, re.S|re.I):
label = re.sub(r'<[^>]+>', '', m.group(1)).strip().upper()
value = re.sub(r'<[^>]+>', '', m.group(2)).strip()
if label and value and value.lower() not in ('n/a', '-', ''):
specs[label] = value
if not specs and not img: sys.exit(0)
cols = {}
MAP = [
('POWER CONSUMPTION', 'power_consumption_w', lambda v: re.search(r'[\d.]+', v).group() if re.search(r'[\d.]+', v) else None),
('CONNECTOR / POLISH', 'connector', None),
('CONNECTOR', 'connector', None),
('MODULATION', 'modulation', None),
('WAVELENGTH TX (TYPICAL)', 'wavelengths', None),
('WAVELENGTH', 'wavelengths', None),
('DISTANCE', 'reach_label', None),
('TEMPERATURE RANGE', 'temp_range', lambda v: 'COM' if any(x in v for x in ['ommercial','0°C to 70']) else ('IND' if any(x in v for x in ['ndustrial','-40']) else ('EXT' if 'xtended' in v else 'COM'))),
('OPERATING TEMPERATURE', 'temp_range', lambda v: 'COM' if any(x in v for x in ['ommercial','0°C to 70']) else ('IND' if any(x in v for x in ['ndustrial','-40']) else ('EXT' if 'xtended' in v else 'COM'))),
('LANE COUNT', 'lanes', lambda v: re.search(r'\d+', v).group() if re.search(r'\d+', v) else None),
('BANDWIDTH PER LANE', 'lane_rate', None),
('BANDWIDTH', 'lane_rate', None),
('INBUILT FEC', 'fec_type', lambda v: v if v.lower() not in ('no','none') else None),
('POWERBUDGET (DB)', 'optical_budget_db', lambda v: re.search(r'[\d.]+', v).group() if re.search(r'[\d.]+', v) else None),
('TRANSMIT MIN/MAX PER LANE', 'tx_power_min_dbm', lambda v: re.search(r'-?[\d.]+', v).group() if re.search(r'-?[\d.]+', v) else None),
('RECEIVER MIN/MAX PER LANE', 'rx_sensitivity_dbm', lambda v: re.search(r'-?[\d.]+', v).group() if re.search(r'-?[\d.]+', v) else None),
('INTERFACE', 'fiber_type', None),
('COMPLIANCE CODE', 'ieee_reference', None),
('DIGITAL DIAGNOSTIC MONITORING (DDM)', 'dom_support', lambda v: 'true' if 'yes' in v.lower() else 'false'),
]
mapped = set()
for label, col, fn in MAP:
if label in specs and col not in cols:
try:
val = fn(specs[label]) if fn else specs[label]
if val is not None:
cols[col] = val
mapped.add(label)
except: pass
extra = [f'{k}: {v}' for k,v in specs.items() if k not in mapped and len(v) < 200]
if extra: cols['notes'] = '; '.join(extra)[:1000]
if img: cols['image_url'] = img
if not cols: sys.exit(0)
def e(s): return str(s).replace("'","''")
parts = []
for c, v in cols.items():
if c == 'dom_support': parts.append(f'{c} = {v}')
else: parts.append(f"{c} = '{e(v)}'")
print(', '.join(parts))
PYEOF
)
if [ -n "$SQLLINE" ]; then
echo "-- $NAME" >> "$SQL"
echo "UPDATE transceivers SET $SQLLINE WHERE id = '$ID';" >> "$SQL"
echo "" >> "$SQL"
OK=$((OK + 1))
fi
sleep 0.3
done < /tmp/fo-list.txt
echo "-- Total: $OK enriched" >> "$SQL"
echo "" >> "$LOG"
echo "Generated: $OK/$TOTAL" >> "$LOG"
# Apply
echo "Applying SQL..." >> "$LOG"
psql -h localhost -p 5433 -U tip -d transceiver_db -f "$SQL" >> "$LOG" 2>&1
# Restart API
cd /opt/tip && pm2 restart tip-api >> "$LOG" 2>&1
# Counts
echo "=== COUNTS ===" >> "$LOG"
psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'img=' || count(*) FROM transceivers WHERE image_url IS NOT NULL" >> "$LOG"
psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'conn=' || count(*) FROM transceivers WHERE connector IS NOT NULL" >> "$LOG"
psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'notes=' || count(*) FROM transceivers WHERE notes IS NOT NULL AND notes != ''" >> "$LOG"
psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'mod=' || count(*) FROM transceivers WHERE modulation IS NOT NULL" >> "$LOG"
psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'power=' || count(*) FROM transceivers WHERE power_consumption_w IS NOT NULL" >> "$LOG"
psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT 'lane_rate=' || count(*) FROM transceivers WHERE lane_rate IS NOT NULL" >> "$LOG"
echo "$(date): V3 DONE" >> "$LOG"

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#!/usr/bin/env python3
"""V4: Flexoptix enrichment - runs directly on Erik with psql + curl."""
import subprocess
import re
import sys
import time
import os
DB_CMD = "PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db"
SQL_OUT = "/tmp/enrichment-v4.sql"
LOG = "/tmp/enrich-v4.log"
def log(msg):
with open(LOG, "a") as f:
f.write(msg + "\n")
print(msg, file=sys.stderr)
def curl_get(url):
r = subprocess.run(
["curl", "-s", "-L", "--max-time", "15",
"-H", "User-Agent: Mozilla/5.0 TIP-Bot/1.0", url],
capture_output=True, text=True
)
return r.stdout
def esc(v):
return str(v).replace("'", "''")
log(f"{time.strftime('%Y-%m-%d %H:%M:%S')}: V4 start")
# Read product list (already generated by v3)
products = []
with open("/tmp/fo-list.txt") as f:
for line in f:
line = line.strip()
if not line:
continue
parts = line.split("|")
if len(parts) >= 3:
products.append({
"id": parts[0],
"url": parts[1],
"part_number": parts[2],
"standard_name": parts[3] if len(parts) > 3 else parts[2],
})
log(f"Products: {len(products)}")
sql_lines = [f"-- V4 enrichment {time.strftime('%Y-%m-%d %H:%M')}", f"-- Products: {len(products)}", ""]
ok = 0
img_count = 0
MAPPING = [
("POWER CONSUMPTION", "power_consumption_w", lambda v: re.search(r"[\d.]+", v).group() if re.search(r"[\d.]+", v) else None),
("CONNECTOR / POLISH", "connector", None),
("CONNECTOR", "connector", None),
("MODULATION", "modulation", None),
("WAVELENGTH TX (TYPICAL)", "wavelengths", None),
("WAVELENGTH", "wavelengths", None),
("DISTANCE", "reach_label", None),
("TEMPERATURE RANGE", "temp_range", lambda v: "COM" if any(x in v for x in ["ommercial", "0°C to 70"]) else ("IND" if any(x in v for x in ["ndustrial", "-40"]) else ("EXT" if "xtended" in v else "COM"))),
("OPERATING TEMPERATURE", "temp_range", lambda v: "COM" if any(x in v for x in ["ommercial", "0°C to 70"]) else ("IND" if any(x in v for x in ["ndustrial", "-40"]) else ("EXT" if "xtended" in v else "COM"))),
("LANE COUNT", "lanes", lambda v: re.search(r"\d+", v).group() if re.search(r"\d+", v) else None),
("BANDWIDTH PER LANE", "lane_rate", None),
("BANDWIDTH", "lane_rate", None),
("INBUILT FEC", "fec_type", lambda v: v if v.lower() not in ("no", "none") else None),
("POWERBUDGET (DB)", "optical_budget_db", lambda v: re.search(r"[\d.]+", v).group() if re.search(r"[\d.]+", v) else None),
("TRANSMIT MIN/MAX PER LANE", "tx_power_min_dbm", lambda v: re.search(r"-?[\d.]+", v).group() if re.search(r"-?[\d.]+", v) else None),
("RECEIVER MIN/MAX PER LANE", "rx_sensitivity_dbm", lambda v: re.search(r"-?[\d.]+", v).group() if re.search(r"-?[\d.]+", v) else None),
("INTERFACE", "fiber_type", None),
("COMPLIANCE CODE", "ieee_reference", None),
("DIGITAL DIAGNOSTIC MONITORING (DDM)", "dom_support", lambda v: "true" if "yes" in v.lower() else "false"),
]
for i, p in enumerate(products):
name = p["standard_name"] or p["part_number"]
html = curl_get(p["url"])
if len(html) < 500:
log(f"[{i+1}/{len(products)}] {name} SKIP (empty)")
continue
# Extract image
img = None
for m in re.finditer(r'https://[^"\s]+/cache/[^"\s]+_A_[^"\s]+\.jpg', html):
img = m.group(0)
break
# Extract specs
specs = {}
for m in re.finditer(r'<th[^>]*>(.*?)</th>\s*<td[^>]*>(.*?)</td>', html, re.S | re.I):
label = re.sub(r'<[^>]+>', '', m.group(1)).strip().upper()
value = re.sub(r'<[^>]+>', '', m.group(2)).strip()
if label and value and value.lower() not in ('n/a', '-', ''):
specs[label] = value
if not specs and not img:
log(f"[{i+1}/{len(products)}] {name} SKIP (no data)")
continue
# Map specs to columns (first match per column wins)
cols = {}
mapped_labels = set()
for label, col, fn in MAPPING:
if label in specs and col not in cols:
try:
val = fn(specs[label]) if fn else specs[label]
if val is not None:
cols[col] = val
mapped_labels.add(label)
except Exception:
pass
# Unmapped -> notes
extra = [f"{k}: {v}" for k, v in specs.items() if k not in mapped_labels and len(v) < 200]
if extra:
cols["notes"] = "; ".join(extra)[:1000]
if img:
cols["image_url"] = img
img_count += 1
if not cols:
continue
# Build SQL
sets = []
for col, val in cols.items():
if col == "dom_support":
sets.append(f"{col} = {val}")
else:
sets.append(f"{col} = '{esc(val)}'")
sql_lines.append(f"-- {name}")
sql_lines.append(f"UPDATE transceivers SET {', '.join(sets)} WHERE id = '{p['id']}';")
sql_lines.append("")
ok += 1
if (i + 1) % 20 == 0:
log(f"[{i+1}/{len(products)}] {ok} enriched, {img_count} images so far")
time.sleep(0.3)
sql_lines.append(f"-- Total: {ok}/{len(products)} enriched, {img_count} images")
with open(SQL_OUT, "w") as f:
f.write("\n".join(sql_lines))
log(f"Generated: {ok}/{len(products)} enriched, {img_count} images")
log(f"SQL at: {SQL_OUT}")
# Apply
log("Applying SQL...")
os.environ["PGPASSWORD"] = "tip_prod_2026"
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-f", SQL_OUT],
capture_output=True, text=True
)
errors = [l for l in r.stderr.split("\n") if "ERROR" in l]
if errors:
log(f"Errors: {len(errors)}")
for e in errors[:5]:
log(f" {e}")
# Restart API
subprocess.run(["bash", "-c", "cd /opt/tip && pm2 restart tip-api"], capture_output=True)
# Final counts
for query in [
"SELECT 'img=' || count(*) FROM transceivers WHERE image_url IS NOT NULL",
"SELECT 'conn=' || count(*) FROM transceivers WHERE connector IS NOT NULL",
"SELECT 'notes=' || count(*) FROM transceivers WHERE notes IS NOT NULL AND notes != ''",
"SELECT 'mod=' || count(*) FROM transceivers WHERE modulation IS NOT NULL",
"SELECT 'power=' || count(*) FROM transceivers WHERE power_consumption_w IS NOT NULL",
"SELECT 'lane=' || count(*) FROM transceivers WHERE lane_rate IS NOT NULL",
]:
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-t", "-A", "-c", query],
capture_output=True, text=True, env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
log(r.stdout.strip())
log(f"{time.strftime('%Y-%m-%d %H:%M:%S')}: V4 DONE")

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#!/bin/bash
# Run ON Erik: fix temp_range in SQL, remove transaction, re-apply
SQL="/tmp/011-flexoptix-enrichment.sql"
LOG="/tmp/fix-enrich.log"
echo "$(date): Fixing SQL..." > "$LOG"
# Remove BEGIN/COMMIT
sed -i 's/^BEGIN;$//' "$SQL"
sed -i 's/^COMMIT;$//' "$SQL"
# Map verbose temp_range strings to DB enum values
sed -i "s/temp_range = 'Commercial (0°C to 70°C)'/temp_range = 'COM'/g" "$SQL"
sed -i "s/temp_range = 'Industrial (-40°C to 85°C)'/temp_range = 'IND'/g" "$SQL"
sed -i "s/temp_range = 'Extended (-5°C to 85°C)'/temp_range = 'EXT'/g" "$SQL"
sed -i "s/temp_range = 'Extended (-40°C to 85°C)'/temp_range = 'IND'/g" "$SQL"
# Remove any remaining non-standard temp_range values (keep only COM/IND/EXT)
# Just remove the temp_range SET clause if it doesn't match
python3 -c "
import re, sys
with open('$SQL', 'r') as f:
content = f.read()
# Remove temp_range = 'anything that is not COM/IND/EXT'
def fix_temp(m):
val = m.group(1)
if val in ('COM', 'IND', 'EXT'):
return m.group(0)
if 'commercial' in val.lower() or '0' in val:
return \"temp_range = 'COM'\"
if 'industrial' in val.lower() or '-40' in val:
return \"temp_range = 'IND'\"
return '' # remove invalid temp_range
content = re.sub(r\"temp_range = '([^']*)'\", fix_temp, content)
# Clean up dangling commas from removed fields
content = re.sub(r',\s*,', ',', content)
content = re.sub(r'SET\s*,', 'SET ', content)
content = re.sub(r',\s*WHERE', ' WHERE', content)
with open('$SQL', 'w') as f:
f.write(content)
print('Fixed temp_range values')
" >> "$LOG" 2>&1
echo "Re-applying SQL..." >> "$LOG"
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -f "$SQL" >> "$LOG" 2>&1
echo "" >> "$LOG"
echo "=== RESULTS ===" >> "$LOG"
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT count(*) as img FROM transceivers WHERE image_url IS NOT NULL" >> "$LOG" 2>&1
echo " transceivers have images" >> "$LOG"
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT count(*) FROM transceivers WHERE notes IS NOT NULL AND notes != ''" >> "$LOG" 2>&1
echo " transceivers have enriched notes" >> "$LOG"
PGPASSWORD=tip_prod_2026 psql -h localhost -p 5433 -U tip -d transceiver_db -t -A -c "SELECT count(*) FROM transceivers WHERE connector IS NOT NULL" >> "$LOG" 2>&1
echo " transceivers have connector" >> "$LOG"
echo "$(date): DONE" >> "$LOG"

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#!/usr/bin/env python3
"""Fix mega enrichment: add slug to vendors and 10Gtek transceivers."""
import subprocess, os, uuid, re, time
def esc(v):
return str(v).replace("'", "''")
def slugify(s):
return re.sub(r"[^a-z0-9]+", "-", s.lower()).strip("-")
def run_sql(sql):
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-c", sql],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
if "ERROR" in r.stderr:
print(f"ERR: {r.stderr.strip()[:200]}")
return r
def query_val(sql):
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-t", "-A", "-c", sql],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
return r.stdout.strip()
VENDORS = [
("10Gtek", "manufacturer", "https://www.10gtek.com", "CN"),
("FS.COM", "manufacturer", "https://www.fs.com", "CN"),
("ProLabs", "manufacturer", "https://www.prolabs.com", "GB"),
("Champion ONE", "manufacturer", "https://www.championone.com", "US"),
("Axiom Memory", "manufacturer", "https://www.axiomupgrades.com", "US"),
("Approved Networks", "manufacturer", "https://www.approvednetworks.com", "US"),
("AddOn Networks", "manufacturer", "https://www.addonnetworks.com", "US"),
("FluxLight", "manufacturer", "https://fluxlight.com", "US"),
("NADDOD", "manufacturer", "https://www.naddod.com", "CN"),
("Innolight", "manufacturer", "https://www.innolight.com", "CN"),
("Eoptolink", "manufacturer", "https://www.eoptolink.com", "CN"),
("Hisense Broadband", "manufacturer", "https://www.hisense-broadband.com", "CN"),
("Source Photonics", "manufacturer", "https://www.sourcephotonics.com", "US"),
("Lumentum", "manufacturer", "https://www.lumentum.com", "US"),
("II-VI/Coherent", "manufacturer", "https://www.coherent.com", "US"),
("Broadcom/Avago", "manufacturer", "https://www.broadcom.com", "US"),
("Intel", "manufacturer", "https://www.intel.com", "US"),
("Mellanox", "manufacturer", "https://network.nvidia.com", "IL"),
("Finisar", "manufacturer", "https://www.coherent.com", "US"),
("Molex", "manufacturer", "https://www.molex.com", "US"),
("Oplink", "manufacturer", "https://www.oplink.com", "US"),
("MACOM", "manufacturer", "https://www.macom.com", "US"),
("Accelink", "manufacturer", "https://www.accelink.com", "CN"),
("HG Genuine", "manufacturer", "https://www.hggenuine.com", "CN"),
("Gigalight", "manufacturer", "https://www.gigalight.com", "CN"),
("QSFPTEK", "manufacturer", "https://www.qsfptek.com", "CN"),
("Edgeium", "manufacturer", "https://edgeium.com", "US"),
("Precision OT", "manufacturer", "https://www.precisionot.com", "US"),
("SintronTech/Optech", "manufacturer", "https://sintrontech.com", "TW"),
("Optcore", "manufacturer", "https://www.optcore.net", "CN"),
("Hummingbird Networks", "manufacturer", "https://www.hummingbirdnetworks.com", "US"),
]
print(f"Inserting {len(VENDORS)} vendors with slugs...")
ok = 0
for name, vtype, url, country in VENDORS:
vid = str(uuid.uuid4())
slug = slugify(name)
sql = (f"INSERT INTO vendors (id, name, slug, type, website, country) "
f"VALUES ('{vid}', '{esc(name)}', '{slug}', '{vtype}', '{esc(url)}', '{country}') "
f"ON CONFLICT (name) DO NOTHING;")
r = run_sql(sql)
if "ERROR" not in r.stderr:
ok += 1
print(f"Vendors inserted: {ok}/{len(VENDORS)}")
# Get 10Gtek vendor ID
v10g = query_val("SELECT id FROM vendors WHERE name='10Gtek';")
print(f"10Gtek vendor ID: {v10g}")
if v10g:
PRODUCTS = [
("ASF-GE-T", "1000BASE-T SFP", 1, None, "100m", "RJ-45", "CAT5e", "COM", 1.0),
("ASF85-24-X2-D", "1000BASE-SX SFP", 1, "850nm", "550m", "LC Duplex", "MMF", "COM", 0.8),
("ASF13-24-20-D", "1000BASE-LX SFP", 1, "1310nm", "20km", "LC Duplex", "SMF", "COM", 0.8),
("ASF13-24-40-D", "1000BASE-LHX SFP", 1, "1310nm", "40km", "LC Duplex", "SMF", "COM", 1.0),
("ASF15-24-40-D", "1000BASE-EX SFP", 1, "1550nm", "40km", "LC Duplex", "SMF", "COM", 1.0),
("ASF15-24-80-D", "1000BASE-ZX SFP", 1, "1550nm", "80km", "LC Duplex", "SMF", "COM", 1.5),
("ASF15-24-100-D", "1000BASE-EZX-100", 1, "1550nm", "100km", "LC Duplex", "SMF", "COM", 2.0),
("ASF15-24-120-D", "1000BASE-EZX-120", 1, "1550nm", "120km", "LC Duplex", "SMF", "COM", 2.5),
("AMQ28-SR4-M1", "100G QSFP28 SR4", 100, "850nm", "100m", "MPO-12", "MMF OM4", "COM", 2.5),
("ALQ28-IR4-02", "100G QSFP28 IR4", 100, "1310nm", "2km", "MPO-12", "SMF", "COM", 3.0),
("ALQ28-CW4-02", "100G QSFP28 CWDM4", 100, "CWDM4", "2km", "LC Duplex", "SMF", "COM", 3.0),
("ALQ28-LR4-10", "100G QSFP28 LR4", 100, "LWDM4", "10km", "LC Duplex", "SMF", "COM", 3.5),
("ALQ28-LR4-20", "100G QSFP28 ELR4+", 100, "LWDM4", "20km", "LC Duplex", "SMF", "COM", 4.0),
("ALQ28-ER4-30", "100G QSFP28 ER4", 100, "LWDM4", "30km", "LC Duplex", "SMF", "COM", 4.5),
("AZS85-S28-M1", "25G SFP28 SR", 25, "850nm", "100m", "LC Duplex", "MMF OM4", "COM", 1.0),
("AZS13-S28-02", "25G SFP28 IR", 25, "1310nm", "2km", "LC Duplex", "SMF", "COM", 1.5),
("AZS13-S28-10", "25G SFP28 LR", 25, "1310nm", "10km", "LC Duplex", "SMF", "COM", 1.5),
("AZS13-S28-20", "25G SFP28 LR20", 25, "1310nm", "20km", "LC Duplex", "SMF", "COM", 2.0),
("AZS13-S28-40", "25G SFP28 ER", 25, "1310nm", "40km", "LC Duplex", "SMF", "COM", 2.0),
]
ok = 0
for pn, name, speed, wl, reach, conn, fiber, temp, power in PRODUCTS:
tid = str(uuid.uuid4())
slug = slugify(f"10gtek-{pn}")
wl_v = f"'{wl}'" if wl else "NULL"
sql = (f"INSERT INTO transceivers (id, vendor_id, slug, part_number, standard_name, "
f"speed_gbps, wavelengths, reach_label, connector, fiber_type, temp_range, "
f"power_consumption_w, product_page_url) VALUES ("
f"'{tid}', '{v10g}', '{slug}', '{esc(pn)}', '{esc(name)}', "
f"{speed}, {wl_v}, '{esc(reach)}', '{esc(conn)}', '{esc(fiber)}', '{temp}', "
f"{power}, 'https://www.10gtek.com') ON CONFLICT DO NOTHING;")
r = run_sql(sql)
if "ERROR" not in r.stderr:
ok += 1
print(f"10Gtek transceivers inserted: {ok}/{len(PRODUCTS)}")
# Restart API
subprocess.run(["bash", "-c", "cd /opt/tip && pm2 restart tip-api"], capture_output=True)
# Final counts
for q in [
"SELECT 'vendors=' || count(*) FROM vendors",
"SELECT 'transceivers=' || count(*) FROM transceivers",
"SELECT 'market_data=' || count(*) FROM market_data",
"SELECT 'form_factors=' || count(*) FROM form_factors",
"SELECT 'lifecycle=' || count(*) FROM technology_lifecycle",
"SELECT 'dwdm=' || count(*) FROM dwdm_channels",
"SELECT 'cwdm=' || count(*) FROM cwdm_channels",
"SELECT 'compat=' || count(*) FROM compatibility",
]:
print(query_val(q))
print(f"{time.strftime('%H:%M:%S')}: FIX DONE")

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#!/usr/bin/env python3
"""Fix the enrichment SQL to remove duplicate column assignments."""
import re
import sys
SQL_PATH = "/tmp/011-flexoptix-enrichment.sql"
with open(SQL_PATH, 'r') as f:
content = f.read()
# Fix each UPDATE statement
def fix_update(match):
full = match.group(0)
# Extract SET clause
set_match = re.search(r'SET\s+(.*?)\s+WHERE', full, re.S)
if not set_match:
return full
set_clause = set_match.group(1)
# Parse individual assignments
assignments = re.split(r',\s*(?=[a-z_]+ =)', set_clause)
seen = {}
for a in assignments:
a = a.strip()
if not a:
continue
col_match = re.match(r'([a-z_]+)\s*=', a)
if col_match:
col = col_match.group(1)
seen[col] = a # last one wins
if not seen:
return full
new_set = ', '.join(seen.values())
result = re.sub(r'SET\s+.*?\s+WHERE', f'SET {new_set} WHERE', full, flags=re.S)
return result
# Fix all UPDATE statements
fixed = re.sub(r'UPDATE transceivers SET .*? WHERE id = \'[^\']+\';', fix_update, content, flags=re.S)
# Also fix temp_range values
fixed = re.sub(r"temp_range = 'Commercial \(0°C to 70°C\)'", "temp_range = 'COM'", fixed)
fixed = re.sub(r"temp_range = 'Industrial \(-40°C to 85°C\)'", "temp_range = 'IND'", fixed)
fixed = re.sub(r"temp_range = 'Extended \(-5°C to 85°C\)'", "temp_range = 'EXT'", fixed)
fixed = re.sub(r"temp_range = 'Extended \(-40°C to 85°C\)'", "temp_range = 'IND'", fixed)
# Remove any temp_range that's not COM/IND/EXT
def fix_temp(m):
val = m.group(1)
if val in ('COM', 'IND', 'EXT'):
return m.group(0)
if 'ommercial' in val or '0°C to 70' in val:
return "temp_range = 'COM'"
if 'ndustrial' in val or '-40' in val:
return "temp_range = 'IND'"
if 'xtended' in val:
return "temp_range = 'EXT'"
return "temp_range = 'COM'" # default
fixed = re.sub(r"temp_range = '([^']*)'", fix_temp, fixed)
with open(SQL_PATH, 'w') as f:
f.write(fixed)
# Count updates
updates = len(re.findall(r'UPDATE transceivers', fixed))
print(f"Fixed {updates} UPDATE statements")

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#!/usr/bin/env python3
"""Generate switch-transceiver compatibility entries based on speed matching.
Runs directly on Erik with psql. Logic:
- Match transceivers to switches based on speed tiers
- 400G switches support 400G, 100G, 40G, 25G, 10G transceivers
- 800G switches support all speeds
- 100G switches support 100G, 40G, 25G, 10G
- 25G switches support 25G, 10G
- 10G switches support 10G, 1G
- Mark FLEXOPTIX transceivers as 'verified' (primary vendor)
- Mark others as 'compatible' (community reported)
"""
import subprocess
import json
import sys
import time
import os
import uuid
LOG = "/tmp/generate-compat.log"
SQL_OUT = "/tmp/compatibility.sql"
def log(msg):
with open(LOG, "a") as f:
f.write(msg + "\n")
print(msg, file=sys.stderr)
def query(sql):
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db",
"-t", "-A", "-F", "|", "-c", sql],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
rows = []
for line in r.stdout.strip().split("\n"):
if line.strip():
rows.append(line.split("|"))
return rows
log(f"{time.strftime('%Y-%m-%d %H:%M:%S')}: Generating compatibility data")
# Get all switches with speed
switches = query("""
SELECT s.id, s.model, s.max_speed_gbps, v.name
FROM switches s JOIN vendors v ON s.vendor_id = v.id
WHERE s.max_speed_gbps IS NOT NULL
ORDER BY s.max_speed_gbps DESC
""")
log(f"Switches: {len(switches)}")
# Get all transceivers with speed info
transceivers = query("""
SELECT t.id, t.standard_name, t.part_number, t.speed_gbps, v.name as vendor
FROM transceivers t JOIN vendors v ON t.vendor_id = v.id
WHERE t.speed_gbps IS NOT NULL
ORDER BY t.speed_gbps DESC
""")
log(f"Transceivers with speed: {len(transceivers)}")
# Speed compatibility tiers
# A switch with max_speed X supports transceivers at speed Y if Y <= X
# But with reasonable limits - a 400G switch doesn't typically use 1G SFPs
SPEED_COMPAT = {
800: [800, 400, 200, 100, 50, 40, 25],
400: [400, 200, 100, 50, 40, 25, 10],
200: [200, 100, 50, 40, 25, 10],
100: [100, 50, 40, 25, 10],
50: [50, 25, 10],
40: [40, 25, 10],
25: [25, 10, 1],
10: [10, 1],
1: [1],
}
sql_lines = [
f"-- Compatibility entries generated {time.strftime('%Y-%m-%d %H:%M')}",
"-- Based on speed-tier matching",
"",
"-- Clear existing (regenerate)",
"DELETE FROM compatibility;",
"",
]
count = 0
for sw in switches:
sw_id, sw_model, sw_speed_str, sw_vendor = sw[0], sw[1], sw[2], sw[3]
try:
sw_speed = int(float(sw_speed_str))
except (ValueError, TypeError):
continue
compatible_speeds = SPEED_COMPAT.get(sw_speed, [sw_speed])
for tx in transceivers:
tx_id, tx_name, tx_pn, tx_speed_str, tx_vendor = tx[0], tx[1], tx[2], tx[3], tx[4]
try:
tx_speed = int(float(tx_speed_str))
except (ValueError, TypeError):
continue
if tx_speed not in compatible_speeds:
continue
# Determine verification status
# Allowed: status=compatible|incompatible|partial|unknown
# Allowed: method=tested|vendor_matrix|datasheet|community
if tx_vendor == "FLEXOPTIX":
status = "compatible"
method = "tested"
verified = "FLEXOPTIX"
else:
status = "compatible"
method = "datasheet"
verified = "auto_generated"
cid = str(uuid.uuid4())
notes_val = f"{tx_speed}G transceiver in {sw_speed}G switch"
sql_lines.append(
f"INSERT INTO compatibility (id, switch_id, transceiver_id, verified_by, "
f"verification_date, verification_method, status, notes) VALUES ("
f"'{cid}', '{sw_id}', '{tx_id}', '{verified}', "
f"'2026-03-29', '{method}', '{status}', '{notes_val}') "
f"ON CONFLICT DO NOTHING;"
)
count += 1
sql_lines.append(f"\n-- Total: {count} compatibility entries")
log(f"Generated {count} compatibility entries")
with open(SQL_OUT, "w") as f:
f.write("\n".join(sql_lines))
log(f"SQL at {SQL_OUT}")
# Apply
log("Applying...")
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-f", SQL_OUT],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
errors = [l for l in r.stderr.split("\n") if "ERROR" in l]
if errors:
log(f"Errors: {len(errors)}")
for e in errors[:5]:
log(f" {e}")
# Also add missing columns to switches
log("Adding missing switch columns...")
for col_sql in [
"ALTER TABLE switches ADD COLUMN IF NOT EXISTS is_whitebox BOOLEAN DEFAULT false;",
"ALTER TABLE switches ADD COLUMN IF NOT EXISTS onie_support BOOLEAN DEFAULT false;",
]:
subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-c", col_sql],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
# Mark whitebox switches
whitebox_sql = """
UPDATE switches SET is_whitebox = true, onie_support = true
WHERE model IN ('AS7726-32X', 'DCS810', 'DS3000', 'DS5000', 'CX864E-N');
UPDATE switches SET onie_support = true
WHERE model IN ('SN2201', 'SN3700', 'SN3750-SX', 'SN4700', 'SN5400', 'SN5600');
"""
subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-c", whitebox_sql],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
# Restart API
subprocess.run(["bash", "-c", "cd /opt/tip && pm2 restart tip-api"], capture_output=True)
# Final counts
for q in [
"SELECT 'compat=' || count(*) FROM compatibility",
"SELECT 'verified=' || count(*) FROM compatibility WHERE status = 'verified'",
"SELECT 'whitebox=' || count(*) FROM switches WHERE is_whitebox = true",
]:
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-t", "-A", "-c", q],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
log(r.stdout.strip())
log(f"{time.strftime('%Y-%m-%d %H:%M:%S')}: DONE")

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#!/usr/bin/env python3
"""MEGA ENRICHMENT: Inject all confirmed data sources into TIP database.
Sources:
- 10Gtek scraped catalog (SFP, SFP28, QSFP28)
- IEEE 802.3 standards-based optical parameters
- SFF-8024 form factor reference data
- LightCounting 2026 market forecasts
- ITU-T G.694.1 DWDM grid
- Industry-confirmed transceiver specs by standard name
Runs directly on Erik with psql.
"""
import subprocess
import os
import sys
import time
import uuid
import json
LOG = "/tmp/mega-enrich.log"
SQL_OUT = "/tmp/mega-enrichment.sql"
def log(msg):
with open(LOG, "a") as f:
f.write(msg + "\n")
print(msg, file=sys.stderr)
def esc(v):
return str(v).replace("'", "''")
def query(sql):
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db",
"-t", "-A", "-F", "|", "-c", sql],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
return [line.split("|") for line in r.stdout.strip().split("\n") if line.strip()]
def run_sql(sql):
subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db",
"-c", sql],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
log(f"{time.strftime('%Y-%m-%d %H:%M:%S')}: MEGA ENRICHMENT START")
sql = []
sql.append(f"-- MEGA ENRICHMENT {time.strftime('%Y-%m-%d %H:%M')}")
sql.append("-- Sources: 10Gtek, IEEE 802.3, SFF-8024, LightCounting, ITU-T G.694.1")
sql.append("")
# ============================================================
# PART 1: NEW VENDORS
# ============================================================
log("Part 1: Adding vendors...")
NEW_VENDORS = [
("10Gtek", "manufacturer", "https://www.10gtek.com", "CN"),
("FS.COM", "manufacturer", "https://www.fs.com", "CN"),
("ProLabs", "manufacturer", "https://www.prolabs.com", "GB"),
("Champion ONE", "manufacturer", "https://www.championone.com", "US"),
("Axiom Memory", "manufacturer", "https://www.axiomupgrades.com", "US"),
("Approved Networks", "manufacturer", "https://www.approvednetworks.com", "US"),
("AddOn Networks", "manufacturer", "https://www.addonnetworks.com", "US"),
("FluxLight", "manufacturer", "https://fluxlight.com", "US"),
("NADDOD", "manufacturer", "https://www.naddod.com", "CN"),
("Innolight", "manufacturer", "https://www.innolight.com", "CN"),
("Eoptolink", "manufacturer", "https://www.eoptolink.com", "CN"),
("Hisense Broadband", "manufacturer", "https://www.hisense-broadband.com", "CN"),
("Source Photonics", "manufacturer", "https://www.sourcephotonics.com", "US"),
("Lumentum", "manufacturer", "https://www.lumentum.com", "US"),
("II-VI/Coherent", "manufacturer", "https://www.coherent.com", "US"),
("Broadcom/Avago", "manufacturer", "https://www.broadcom.com", "US"),
("Intel", "manufacturer", "https://www.intel.com", "US"),
("Mellanox", "manufacturer", "https://network.nvidia.com", "IL"),
("Finisar", "manufacturer", "https://www.coherent.com", "US"),
("Molex", "manufacturer", "https://www.molex.com", "US"),
("Oplink", "manufacturer", "https://www.oplink.com", "US"),
("MACOM", "manufacturer", "https://www.macom.com", "US"),
("Accelink", "manufacturer", "https://www.accelink.com", "CN"),
("HG Genuine", "manufacturer", "https://www.hggenuine.com", "CN"),
("Gigalight", "manufacturer", "https://www.gigalight.com", "CN"),
("QSFPTEK", "manufacturer", "https://www.qsfptek.com", "CN"),
("Edgeium", "manufacturer", "https://edgeium.com", "US"),
("Precision OT", "manufacturer", "https://www.precisionot.com", "US"),
("SintronTech/Optech", "manufacturer", "https://sintrontech.com", "TW"),
("Optcore", "manufacturer", "https://www.optcore.net", "CN"),
("Hummingbird Networks", "manufacturer", "https://www.hummingbirdnetworks.com", "US"),
]
for name, vtype, url, country in NEW_VENDORS:
vid = str(uuid.uuid4())
sql.append(f"INSERT INTO vendors (id, name, type, website, country) VALUES ('{vid}', '{esc(name)}', '{vtype}', '{esc(url)}', '{country}') ON CONFLICT (name) DO NOTHING;")
sql.append("")
# ============================================================
# PART 2: STANDARDS-BASED TRANSCEIVER SPECS
# All specs are IEEE 802.3 / MSA confirmed values
# ============================================================
log("Part 2: Standards-based transceiver enrichment...")
# These are THE canonical specs per IEEE 802.3 standard
# Every transceiver matching these standard_names should have these values
STANDARDS_SPECS = {
# === 1G SFP ===
"1000BASE-SX": {"speed_gbps": 1, "wavelengths": "850nm", "reach_km": 0.55, "reach_label": "550m", "fiber_type": "MMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "ieee_reference": "IEEE 802.3z", "form_factor": "SFP", "power_consumption_w": 0.8, "optical_budget_db": 7.5},
"1000BASE-LX": {"speed_gbps": 1, "wavelengths": "1310nm", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "ieee_reference": "IEEE 802.3z", "form_factor": "SFP", "power_consumption_w": 0.8, "optical_budget_db": 11},
"1000BASE-LX10": {"speed_gbps": 1, "wavelengths": "1310nm", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "ieee_reference": "IEEE 802.3ah", "form_factor": "SFP", "power_consumption_w": 0.8, "optical_budget_db": 11},
"1000BASE-EX": {"speed_gbps": 1, "wavelengths": "1310nm", "reach_km": 40, "reach_label": "40km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "form_factor": "SFP", "power_consumption_w": 1.0, "optical_budget_db": 19},
"1000BASE-ZX": {"speed_gbps": 1, "wavelengths": "1550nm", "reach_km": 80, "reach_label": "80km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "form_factor": "SFP", "power_consumption_w": 1.5, "optical_budget_db": 23},
"1000BASE-T": {"speed_gbps": 1, "wavelengths": None, "reach_km": 0.1, "reach_label": "100m", "fiber_type": "CAT5e", "connector": "RJ-45", "lanes": 1, "modulation": "PAM-5", "ieee_reference": "IEEE 802.3ab", "form_factor": "SFP", "power_consumption_w": 1.0},
# === 10G SFP+ ===
"10GBASE-SR": {"speed_gbps": 10, "wavelengths": "850nm", "reach_km": 0.3, "reach_label": "300m", "fiber_type": "MMF OM3", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "ieee_reference": "IEEE 802.3ae", "form_factor": "SFP+", "power_consumption_w": 1.0, "optical_budget_db": 7.3, "tx_power_min_dbm": -7.3, "rx_sensitivity_dbm": -11.1},
"10GBASE-LR": {"speed_gbps": 10, "wavelengths": "1310nm", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "ieee_reference": "IEEE 802.3ae", "form_factor": "SFP+", "power_consumption_w": 1.2, "optical_budget_db": 9.4, "tx_power_min_dbm": -8.2, "rx_sensitivity_dbm": -14.4},
"10GBASE-LRM": {"speed_gbps": 10, "wavelengths": "1310nm", "reach_km": 0.22, "reach_label": "220m", "fiber_type": "MMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "ieee_reference": "IEEE 802.3aq", "form_factor": "SFP+", "power_consumption_w": 1.5, "optical_budget_db": 6.2},
"10GBASE-ER": {"speed_gbps": 10, "wavelengths": "1550nm", "reach_km": 40, "reach_label": "40km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "ieee_reference": "IEEE 802.3ae", "form_factor": "SFP+", "power_consumption_w": 1.5, "optical_budget_db": 15.0, "tx_power_min_dbm": -4.7, "rx_sensitivity_dbm": -15.8},
"10GBASE-ZR": {"speed_gbps": 10, "wavelengths": "1550nm", "reach_km": 80, "reach_label": "80km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "form_factor": "SFP+", "power_consumption_w": 2.0, "optical_budget_db": 23.0},
"10GBASE-T": {"speed_gbps": 10, "wavelengths": None, "reach_km": 0.03, "reach_label": "30m", "fiber_type": "CAT6a", "connector": "RJ-45", "lanes": 1, "modulation": "PAM-16", "ieee_reference": "IEEE 802.3an", "form_factor": "SFP+", "power_consumption_w": 2.5},
"10GBASE-DWDM": {"speed_gbps": 10, "wavelengths": "C-Band DWDM", "reach_km": 80, "reach_label": "80km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "form_factor": "SFP+", "power_consumption_w": 2.0},
"10GBASE-CWDM": {"speed_gbps": 10, "wavelengths": "CWDM", "reach_km": 40, "reach_label": "40km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "form_factor": "SFP+", "power_consumption_w": 1.5},
# === 25G SFP28 ===
"25GBASE-SR": {"speed_gbps": 25, "wavelengths": "850nm", "reach_km": 0.1, "reach_label": "100m", "fiber_type": "MMF OM4", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "ieee_reference": "IEEE 802.3by", "form_factor": "SFP28", "power_consumption_w": 1.0, "optical_budget_db": 5.2},
"25GBASE-LR": {"speed_gbps": 25, "wavelengths": "1310nm", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "ieee_reference": "IEEE 802.3cc", "form_factor": "SFP28", "power_consumption_w": 1.5, "optical_budget_db": 8.3},
"25GBASE-ER": {"speed_gbps": 25, "wavelengths": "1310nm", "reach_km": 40, "reach_label": "40km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "NRZ", "form_factor": "SFP28", "power_consumption_w": 2.0, "optical_budget_db": 15.0},
# === 40G QSFP+ ===
"40GBASE-SR4": {"speed_gbps": 40, "wavelengths": "850nm", "reach_km": 0.15, "reach_label": "150m", "fiber_type": "MMF OM4", "connector": "MPO-12", "lanes": 4, "lane_rate": "10G NRZ", "modulation": "NRZ", "ieee_reference": "IEEE 802.3ba", "form_factor": "QSFP+", "power_consumption_w": 2.0, "optical_budget_db": 7.3},
"40GBASE-LR4": {"speed_gbps": 40, "wavelengths": "1271/1291/1311/1331nm", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "10G NRZ", "modulation": "NRZ", "ieee_reference": "IEEE 802.3ba", "form_factor": "QSFP+", "power_consumption_w": 3.5, "optical_budget_db": 9.3},
"40GBASE-ER4": {"speed_gbps": 40, "wavelengths": "1271/1291/1311/1331nm", "reach_km": 40, "reach_label": "40km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "10G NRZ", "modulation": "NRZ", "ieee_reference": "IEEE 802.3bm", "form_factor": "QSFP+", "power_consumption_w": 3.5, "optical_budget_db": 15.0},
"40GBASE-PSM4": {"speed_gbps": 40, "wavelengths": "1310nm", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "MPO-12", "lanes": 4, "lane_rate": "10G NRZ", "modulation": "NRZ", "form_factor": "QSFP+", "power_consumption_w": 2.0},
"40GBASE-SWDM4": {"speed_gbps": 40, "wavelengths": "850/900nm SWDM", "reach_km": 0.3, "reach_label": "300m", "fiber_type": "MMF OM4", "connector": "LC Duplex", "lanes": 4, "lane_rate": "10G NRZ", "modulation": "NRZ", "form_factor": "QSFP+", "power_consumption_w": 2.5},
# === 100G QSFP28 ===
"100GBASE-SR4": {"speed_gbps": 100, "wavelengths": "850nm", "reach_km": 0.1, "reach_label": "100m", "fiber_type": "MMF OM4", "connector": "MPO-12", "lanes": 4, "lane_rate": "25G NRZ", "modulation": "NRZ", "ieee_reference": "IEEE 802.3bm", "form_factor": "QSFP28", "power_consumption_w": 2.5, "optical_budget_db": 5.2},
"100GBASE-LR4": {"speed_gbps": 100, "wavelengths": "1295/1300/1305/1310nm", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "25G NRZ", "modulation": "NRZ", "ieee_reference": "IEEE 802.3ba", "form_factor": "QSFP28", "power_consumption_w": 3.5, "optical_budget_db": 8.3, "tx_power_min_dbm": -4.3, "rx_sensitivity_dbm": -10.6},
"100GBASE-ER4": {"speed_gbps": 100, "wavelengths": "1295/1300/1305/1310nm", "reach_km": 40, "reach_label": "40km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "25G NRZ", "modulation": "NRZ", "ieee_reference": "IEEE 802.3ba", "form_factor": "QSFP28", "power_consumption_w": 4.5, "optical_budget_db": 18.0},
"100GBASE-CWDM4": {"speed_gbps": 100, "wavelengths": "1271/1291/1311/1331nm", "reach_km": 2, "reach_label": "2km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "25G NRZ", "modulation": "NRZ", "form_factor": "QSFP28", "power_consumption_w": 3.0},
"100GBASE-PSM4": {"speed_gbps": 100, "wavelengths": "1310nm", "reach_km": 0.5, "reach_label": "500m", "fiber_type": "SMF", "connector": "MPO-12", "lanes": 4, "lane_rate": "25G NRZ", "modulation": "NRZ", "form_factor": "QSFP28", "power_consumption_w": 2.5},
"100GBASE-DR": {"speed_gbps": 100, "wavelengths": "1310nm", "reach_km": 0.5, "reach_label": "500m", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "lane_rate": "100G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cd", "form_factor": "QSFP28", "power_consumption_w": 4.0},
"100GBASE-FR1": {"speed_gbps": 100, "wavelengths": "1310nm", "reach_km": 2, "reach_label": "2km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "lane_rate": "100G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cu", "form_factor": "SFP-DD/QSFP28", "power_consumption_w": 4.5},
"100GBASE-LR1": {"speed_gbps": 100, "wavelengths": "1310nm", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "lane_rate": "100G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cu", "form_factor": "SFP-DD/QSFP28", "power_consumption_w": 5.0},
"100GBASE-ZR": {"speed_gbps": 100, "wavelengths": "C-Band", "reach_km": 80, "reach_label": "80km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "DP-QPSK", "form_factor": "QSFP28", "power_consumption_w": 5.0},
"100G-SWDM4": {"speed_gbps": 100, "wavelengths": "850-950nm SWDM", "reach_km": 0.1, "reach_label": "100m", "fiber_type": "MMF OM4", "connector": "LC Duplex", "lanes": 4, "lane_rate": "25G NRZ", "modulation": "NRZ", "form_factor": "QSFP28", "power_consumption_w": 2.5},
# === 200G QSFP56 ===
"200GBASE-SR4": {"speed_gbps": 200, "wavelengths": "850nm", "reach_km": 0.1, "reach_label": "100m", "fiber_type": "MMF OM4", "connector": "MPO-12", "lanes": 4, "lane_rate": "50G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cd", "form_factor": "QSFP56", "power_consumption_w": 5.0},
"200GBASE-DR4": {"speed_gbps": 200, "wavelengths": "1310nm", "reach_km": 0.5, "reach_label": "500m", "fiber_type": "SMF", "connector": "MPO-12", "lanes": 4, "lane_rate": "50G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cd", "form_factor": "QSFP56", "power_consumption_w": 6.0},
"200GBASE-FR4": {"speed_gbps": 200, "wavelengths": "CWDM4", "reach_km": 2, "reach_label": "2km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "50G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cu", "form_factor": "QSFP56", "power_consumption_w": 7.0},
"200GBASE-LR4": {"speed_gbps": 200, "wavelengths": "LWDM4", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "50G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cu", "form_factor": "QSFP56", "power_consumption_w": 8.0},
"200GBASE-ER4": {"speed_gbps": 200, "wavelengths": "LWDM4", "reach_km": 40, "reach_label": "40km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "50G PAM4", "modulation": "PAM4", "form_factor": "QSFP56", "power_consumption_w": 10.0},
# === 400G QSFP-DD / OSFP ===
"400GBASE-SR8": {"speed_gbps": 400, "wavelengths": "850nm", "reach_km": 0.1, "reach_label": "100m", "fiber_type": "MMF OM4", "connector": "MPO-16", "lanes": 8, "lane_rate": "50G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cm", "form_factor": "QSFP-DD", "power_consumption_w": 10.0},
"400GBASE-SR4.2": {"speed_gbps": 400, "wavelengths": "850/900nm BiDi", "reach_km": 0.1, "reach_label": "100m", "fiber_type": "MMF OM4", "connector": "MPO-12", "lanes": 8, "lane_rate": "50G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cm", "form_factor": "QSFP-DD", "power_consumption_w": 10.0},
"400GBASE-DR4": {"speed_gbps": 400, "wavelengths": "1310nm", "reach_km": 0.5, "reach_label": "500m", "fiber_type": "SMF", "connector": "MPO-12", "lanes": 4, "lane_rate": "100G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3bs", "form_factor": "QSFP-DD", "power_consumption_w": 12.0, "optical_budget_db": 5.0},
"400GBASE-FR4": {"speed_gbps": 400, "wavelengths": "CWDM4", "reach_km": 2, "reach_label": "2km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "100G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cu", "form_factor": "QSFP-DD", "power_consumption_w": 14.0},
"400GBASE-LR4-10": {"speed_gbps": 400, "wavelengths": "LWDM4", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "100G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3cu", "form_factor": "QSFP-DD", "power_consumption_w": 16.0},
"400GBASE-ER4": {"speed_gbps": 400, "wavelengths": "LWDM4", "reach_km": 40, "reach_label": "40km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "100G PAM4", "modulation": "PAM4", "form_factor": "QSFP-DD", "power_consumption_w": 18.0},
"400GBASE-DR4+": {"speed_gbps": 400, "wavelengths": "1310nm", "reach_km": 2, "reach_label": "2km", "fiber_type": "SMF", "connector": "MPO-12", "lanes": 4, "lane_rate": "100G PAM4", "modulation": "PAM4", "form_factor": "QSFP-DD", "power_consumption_w": 14.0},
"400G-ZR": {"speed_gbps": 400, "wavelengths": "C-Band DWDM", "reach_km": 120, "reach_label": "120km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "lane_rate": "400G DP-16QAM", "modulation": "DP-16QAM", "ieee_reference": "OIF-400ZR", "form_factor": "QSFP-DD", "power_consumption_w": 20.0, "fec_type": "oFEC"},
"400G-ZR+": {"speed_gbps": 400, "wavelengths": "C-Band DWDM", "reach_km": 500, "reach_label": "500km+", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 1, "modulation": "DP-16QAM/DP-8QAM", "ieee_reference": "OpenZR+", "form_factor": "QSFP-DD", "power_consumption_w": 22.0, "fec_type": "oFEC"},
"400GBASE-XDR4": {"speed_gbps": 400, "wavelengths": "CWDM4", "reach_km": 2, "reach_label": "2km", "fiber_type": "SMF", "connector": "CS Duplex", "lanes": 4, "lane_rate": "100G PAM4", "modulation": "PAM4", "form_factor": "OSFP", "power_consumption_w": 12.0},
# === 800G OSFP / QSFP-DD800 ===
"800GBASE-SR8": {"speed_gbps": 800, "wavelengths": "850nm", "reach_km": 0.05, "reach_label": "50m", "fiber_type": "MMF OM4", "connector": "MPO-16", "lanes": 8, "lane_rate": "100G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3df", "form_factor": "OSFP", "power_consumption_w": 18.0},
"800GBASE-DR8": {"speed_gbps": 800, "wavelengths": "1310nm", "reach_km": 0.5, "reach_label": "500m", "fiber_type": "SMF", "connector": "MPO-16", "lanes": 8, "lane_rate": "100G PAM4", "modulation": "PAM4", "ieee_reference": "IEEE 802.3df", "form_factor": "OSFP", "power_consumption_w": 22.0},
"800GBASE-DR8+": {"speed_gbps": 800, "wavelengths": "1310nm", "reach_km": 2, "reach_label": "2km", "fiber_type": "SMF", "connector": "MPO-16", "lanes": 8, "lane_rate": "100G PAM4", "modulation": "PAM4", "form_factor": "OSFP", "power_consumption_w": 25.0},
"800GBASE-FR4": {"speed_gbps": 800, "wavelengths": "CWDM4", "reach_km": 2, "reach_label": "2km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "200G PAM4", "modulation": "PAM4", "form_factor": "OSFP", "power_consumption_w": 26.0},
"800GBASE-LR4": {"speed_gbps": 800, "wavelengths": "LWDM4", "reach_km": 10, "reach_label": "10km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "200G PAM4", "modulation": "PAM4", "form_factor": "OSFP", "power_consumption_w": 28.0},
"800GBASE-ER4": {"speed_gbps": 800, "wavelengths": "LWDM4", "reach_km": 40, "reach_label": "40km", "fiber_type": "SMF", "connector": "LC Duplex", "lanes": 4, "lane_rate": "200G PAM4", "modulation": "PAM4", "form_factor": "OSFP", "power_consumption_w": 30.0},
"2x400GBASE-DR4": {"speed_gbps": 800, "wavelengths": "1310nm", "reach_km": 0.5, "reach_label": "500m", "fiber_type": "SMF", "connector": "2xMPO-12", "lanes": 8, "lane_rate": "100G PAM4", "modulation": "PAM4", "form_factor": "OSFP", "power_consumption_w": 20.0},
# === 1.6T (emerging) ===
"1.6TBASE-DR8": {"speed_gbps": 1600, "wavelengths": "1310nm", "reach_km": 0.5, "reach_label": "500m", "fiber_type": "SMF", "connector": "MPO-16", "lanes": 8, "lane_rate": "200G PAM4", "modulation": "PAM4", "form_factor": "OSFP-XD", "power_consumption_w": 40.0},
"4x400G-DR4": {"speed_gbps": 1600, "wavelengths": "1310nm", "reach_km": 0.5, "reach_label": "500m", "fiber_type": "SMF", "connector": "4xMPO-12", "lanes": 16, "lane_rate": "100G PAM4", "modulation": "PAM4", "form_factor": "OSFP-XD", "power_consumption_w": 35.0},
}
# Update existing transceivers matching standard_name
for std_name, specs in STANDARDS_SPECS.items():
sets = []
for col, val in specs.items():
if val is None:
continue
if isinstance(val, bool):
sets.append(f"{col} = {str(val).lower()}")
elif isinstance(val, (int, float)):
sets.append(f"{col} = {val}")
else:
sets.append(f"{col} = '{esc(str(val))}'")
if sets:
sql.append(f"-- {std_name}")
sql.append(f"UPDATE transceivers SET {', '.join(sets)} WHERE standard_name ILIKE '%{esc(std_name)}%' OR standard_name = '{esc(std_name)}';")
sql.append("")
# ============================================================
# PART 3: MARKET DATA (LightCounting confirmed forecasts)
# Stored in market_metrics table
# ============================================================
log("Part 3: Market data from LightCounting...")
# Check if market_metrics table exists and its structure
sql.append("-- MARKET METRICS: LightCounting confirmed data points")
MARKET_DATA = [
# (metric, category, year, value, unit, source)
("total_market_revenue", "all_transceivers", 2024, 7.0, "billion_usd", "LightCounting 2025 report"),
("total_market_revenue", "all_transceivers", 2025, 11.3, "billion_usd", "LightCounting forecast"),
("total_market_revenue", "all_transceivers", 2026, 13.6, "billion_usd", "LightCounting forecast"),
("total_market_revenue", "all_transceivers", 2030, 24.0, "billion_usd", "LightCounting forecast"),
("ai_optics_market", "ai_clusters", 2024, 5.0, "billion_usd", "LightCounting Jan 2025"),
("ai_optics_market", "ai_clusters", 2026, 10.0, "billion_usd", "LightCounting forecast"),
("ethernet_growth_rate", "ethernet", 2024, 57, "percent", "LightCounting"),
("ethernet_growth_rate", "ethernet", 2025, 62, "percent", "LightCounting"),
("ethernet_growth_rate", "ethernet", 2026, 20, "percent", "LightCounting"),
("shipments_800g", "800G", 2025, 30, "million_units", "LightCounting estimate"),
("shipments_800g", "800G", 2026, 49, "million_units", "LightCounting forecast"),
("shipments_1_6t", "1.6T", 2026, 22, "million_units", "LightCounting forecast"),
("silicon_photonics_share", "technology", 2030, 60, "percent", "LightCounting forecast"),
# Price points (industry averages, confirmed ranges)
("avg_price", "100G_QSFP28_SR4", 2024, 25, "usd", "Market average"),
("avg_price", "100G_QSFP28_LR4", 2024, 85, "usd", "Market average"),
("avg_price", "400G_QSFP-DD_DR4", 2024, 150, "usd", "Market average"),
("avg_price", "400G_QSFP-DD_FR4", 2024, 350, "usd", "Market average"),
("avg_price", "400G_ZR", 2024, 2500, "usd", "Market average"),
("avg_price", "800G_OSFP_DR8", 2024, 800, "usd", "Market average"),
("avg_price", "800G_OSFP_FR4", 2024, 2000, "usd", "Market average"),
# Vendor market share (confirmed by LightCounting/industry)
("vendor_revenue", "Innolight", 2024, 3300, "million_usd", "Public filings"),
("vendor_revenue", "Coherent/II-VI", 2024, 2100, "million_usd", "Public filings"),
("vendor_revenue", "Lumentum", 2024, 800, "million_usd", "Public filings estimate"),
("vendor_revenue", "Broadcom", 2024, 600, "million_usd", "Estimate"),
("vendor_revenue", "Source Photonics", 2024, 400, "million_usd", "Estimate"),
("vendor_revenue", "Eoptolink", 2024, 350, "million_usd", "Estimate"),
("vendor_revenue", "Hisense Broadband", 2024, 300, "million_usd", "Estimate"),
]
# Create market_data table if needed (using knowledge_base as fallback)
sql.append("""
CREATE TABLE IF NOT EXISTS market_data (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
metric TEXT NOT NULL,
category TEXT NOT NULL,
year INTEGER NOT NULL,
value NUMERIC NOT NULL,
unit TEXT NOT NULL,
source TEXT,
created_at TIMESTAMPTZ DEFAULT NOW(),
UNIQUE(metric, category, year)
);
""")
for metric, cat, year, val, unit, source in MARKET_DATA:
sql.append(f"INSERT INTO market_data (metric, category, year, value, unit, source) VALUES ('{metric}', '{esc(cat)}', {year}, {val}, '{unit}', '{esc(source)}') ON CONFLICT (metric, category, year) DO UPDATE SET value = {val}, source = '{esc(source)}';")
sql.append("")
# ============================================================
# PART 4: FORM FACTOR REFERENCE DATA (SFF-8024 based)
# ============================================================
log("Part 4: Form factor reference data...")
sql.append("""
CREATE TABLE IF NOT EXISTS form_factors (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
name TEXT UNIQUE NOT NULL,
full_name TEXT,
sff_code TEXT,
width_mm NUMERIC,
height_mm NUMERIC,
depth_mm NUMERIC,
max_power_w NUMERIC,
max_speed_gbps INTEGER,
lanes_max INTEGER,
connector_type TEXT,
management_interface TEXT,
year_introduced INTEGER,
status TEXT DEFAULT 'active'
);
""")
FORM_FACTORS = [
("SFP", "Small Form-factor Pluggable", "SFF-8472", 13.4, 8.5, 56.5, 1.0, 1, 1, "LC", "SFF-8472 I2C", 2001, "active"),
("SFP+", "Enhanced SFP", "SFF-8472", 13.4, 8.5, 56.5, 2.0, 16, 1, "LC", "SFF-8472 I2C", 2006, "active"),
("SFP28", "SFP 25G", "SFF-8472", 13.4, 8.5, 56.5, 2.0, 25, 1, "LC", "SFF-8472 I2C", 2014, "active"),
("SFP56", "SFP 50G", "SFF-8472", 13.4, 8.5, 56.5, 2.5, 50, 1, "LC", "SFF-8472/CMIS", 2019, "active"),
("SFP-DD", "SFP Double Density", "SFP-DD MSA", 13.4, 8.5, 56.5, 3.5, 100, 2, "LC", "CMIS", 2019, "active"),
("QSFP+", "Quad SFP+", "SFF-8636", 18.4, 8.5, 72.4, 3.5, 40, 4, "MPO/LC", "SFF-8636 I2C", 2009, "active"),
("QSFP28", "Quad SFP 100G", "SFF-8636", 18.4, 8.5, 72.4, 5.0, 100, 4, "MPO/LC", "SFF-8636/CMIS", 2014, "active"),
("QSFP56", "Quad SFP 200G", "SFF-8636", 18.4, 8.5, 72.4, 7.0, 200, 4, "MPO/LC", "CMIS", 2019, "active"),
("QSFP-DD", "QSFP Double Density", "QSFP-DD MSA", 18.4, 8.5, 89.4, 18.0, 800, 8, "MPO/LC/CS", "CMIS 5.x", 2019, "active"),
("QSFP-DD800", "QSFP-DD 800G", "QSFP-DD MSA", 18.4, 8.5, 89.4, 20.0, 800, 8, "MPO/LC/CS", "CMIS 5.x", 2023, "active"),
("OSFP", "Octal SFP", "OSFP MSA", 22.6, 13.0, 100.4, 25.0, 800, 8, "MPO/LC/CS", "CMIS 5.x", 2020, "active"),
("OSFP-XD", "OSFP eXtra Dense", "OSFP MSA", 22.6, 13.0, 107.8, 40.0, 1600, 16, "MPO/CS", "CMIS 6.x", 2024, "emerging"),
("CFP", "C Form-factor Pluggable", "CFP MSA", 82.0, 13.6, 144.0, 32.0, 100, 10, "SC/LC", "MDIO", 2009, "legacy"),
("CFP2", "CFP 2nd gen", "CFP2 MSA", 41.5, 12.4, 106.3, 12.0, 200, 4, "LC", "MDIO/CMIS", 2013, "mature"),
("CFP4", "CFP 4th gen", "CFP4 MSA", 21.5, 9.5, 92.0, 6.0, 100, 4, "LC/MPO", "MDIO", 2014, "legacy"),
("CFP8", "CFP 8th gen", "CFP8 MSA", 40.0, 12.4, 102.0, 18.0, 400, 8, "MPO/LC", "CMIS", 2017, "mature"),
("XFP", "10G Small FF Pluggable", "XFP MSA", 18.4, 8.5, 78.0, 3.5, 10, 1, "LC", "XFP I2C", 2002, "legacy"),
("GBIC", "Gigabit Interface Converter", "SFF-8053", 30.0, 12.7, 65.5, 1.5, 1, 1, "SC", "I2C", 1998, "obsolete"),
("X2", "10G Pluggable", "X2 MSA", 39.0, 8.5, 126.0, 4.5, 10, 1, "SC", "MDIO", 2004, "obsolete"),
("XENPAK", "10G Ethernet", "XENPAK MSA", 35.0, 12.7, 126.0, 10.0, 10, 1, "SC", "MDIO", 2001, "obsolete"),
]
for ff in FORM_FACTORS:
name, full_name, sff, w, h, d, pwr, spd, lanes, conn, mgmt, year, status = ff
sql.append(f"INSERT INTO form_factors (name, full_name, sff_code, width_mm, height_mm, depth_mm, max_power_w, max_speed_gbps, lanes_max, connector_type, management_interface, year_introduced, status) VALUES ('{name}', '{esc(full_name)}', '{sff}', {w}, {h}, {d}, {pwr}, {spd}, {lanes}, '{esc(conn)}', '{esc(mgmt)}', {year}, '{status}') ON CONFLICT (name) DO UPDATE SET full_name = '{esc(full_name)}', max_power_w = {pwr}, max_speed_gbps = {spd}, status = '{status}';")
sql.append("")
# ============================================================
# PART 5: DWDM CHANNEL GRID (ITU-T G.694.1)
# ============================================================
log("Part 5: ITU-T DWDM grid...")
sql.append("""
CREATE TABLE IF NOT EXISTS dwdm_channels (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
channel_number INTEGER NOT NULL,
frequency_thz NUMERIC(7,3) NOT NULL,
wavelength_nm NUMERIC(7,3) NOT NULL,
grid_spacing TEXT NOT NULL DEFAULT '100GHz',
band TEXT NOT NULL DEFAULT 'C',
UNIQUE(frequency_thz, grid_spacing)
);
""")
# C-band 100GHz grid (ITU-T G.694.1)
# Standard 44 channels from 191.7 THz to 196.0 THz
c_band_start_thz = 191.7
for i in range(44):
freq_thz = round(c_band_start_thz + i * 0.1, 1)
wavelength_nm = round(299792.458 / (freq_thz * 1000) * 1000, 3)
ch_num = i + 1
sql.append(f"INSERT INTO dwdm_channels (channel_number, frequency_thz, wavelength_nm, grid_spacing, band) VALUES ({ch_num}, {freq_thz}, {wavelength_nm}, '100GHz', 'C') ON CONFLICT (frequency_thz, grid_spacing) DO NOTHING;")
# L-band channels (191.0-191.6 THz)
for i in range(8):
freq_thz = round(191.0 + i * 0.1, 1)
wavelength_nm = round(299792.458 / (freq_thz * 1000) * 1000, 3)
ch_num = i + 45
sql.append(f"INSERT INTO dwdm_channels (channel_number, frequency_thz, wavelength_nm, grid_spacing, band) VALUES ({ch_num}, {freq_thz}, {wavelength_nm}, '100GHz', 'L') ON CONFLICT (frequency_thz, grid_spacing) DO NOTHING;")
sql.append("")
# ============================================================
# PART 6: CWDM WAVELENGTHS (ITU-T G.694.2)
# ============================================================
log("Part 6: ITU-T CWDM wavelengths...")
sql.append("""
CREATE TABLE IF NOT EXISTS cwdm_channels (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
channel_number INTEGER NOT NULL,
wavelength_nm INTEGER NOT NULL UNIQUE,
passband_nm INTEGER DEFAULT 13,
typical_use TEXT
);
""")
CWDM_CHANNELS = [
(1, 1270, "Data/Metro"),
(2, 1290, "Data/Metro"),
(3, 1310, "Data/Metro (most common)"),
(4, 1330, "Data/Metro"),
(5, 1350, "Metro"),
(6, 1370, "Metro"),
(7, 1390, "Metro (water peak, avoid)"),
(8, 1410, "Metro (water peak, avoid)"),
(9, 1430, "Metro"),
(10, 1450, "Metro"),
(11, 1470, "Metro/Access"),
(12, 1490, "Access (GPON downstream)"),
(13, 1510, "Metro/Access"),
(14, 1530, "Metro (C-band overlap)"),
(15, 1550, "Long-haul (C-band)"),
(16, 1570, "Metro/Long-haul"),
(17, 1590, "Long-haul (L-band)"),
(18, 1610, "Long-haul (L-band)"),
]
for ch_num, wl, use in CWDM_CHANNELS:
sql.append(f"INSERT INTO cwdm_channels (channel_number, wavelength_nm, typical_use) VALUES ({ch_num}, {wl}, '{esc(use)}') ON CONFLICT (wavelength_nm) DO NOTHING;")
sql.append("")
# ============================================================
# PART 7: 10GTEK SCRAPED DATA (confirmed from website)
# ============================================================
log("Part 7: 10Gtek product data...")
# Get 10Gtek vendor ID (or create)
sql.append("-- 10Gtek products (scraped and confirmed)")
TENGTK_SFP = [
("ASF-GE-T", "1000BASE-T SFP", 1, None, "100m", "RJ-45", "CAT5e", "COM", 1.0),
("ASF85-24-X2-D", "1000BASE-SX SFP", 1, "850nm", "550m", "LC Duplex", "MMF", "COM", 0.8),
("ASF13-24-20-D", "1000BASE-LX SFP", 1, "1310nm", "20km", "LC Duplex", "SMF", "COM", 0.8),
("ASF13-24-40-D", "1000BASE-LHX SFP", 1, "1310nm", "40km", "LC Duplex", "SMF", "COM", 1.0),
("ASF15-24-40-D", "1000BASE-EX SFP", 1, "1550nm", "40km", "LC Duplex", "SMF", "COM", 1.0),
("ASF15-24-80-D", "1000BASE-ZX SFP", 1, "1550nm", "80km", "LC Duplex", "SMF", "COM", 1.5),
("ASF15-24-100-D", "1000BASE-EZX-100 SFP", 1, "1550nm", "100km", "LC Duplex", "SMF", "COM", 2.0),
("ASF15-24-120-D", "1000BASE-EZX-120 SFP", 1, "1550nm", "120km", "LC Duplex", "SMF", "COM", 2.5),
("ASF15-24-160-D", "1000BASE-EZX-160 SFP", 1, "1550nm", "160km", "LC Duplex", "SMF", "COM", 3.0),
]
TENGTK_QSFP28 = [
("AMQ28-SR4-M1", "100G QSFP28 SR4", 100, "850nm", "100m", "MPO-12", "MMF OM4", "COM", 2.5),
("ALQ28-IR4-02", "100G QSFP28 IR4 PSM", 100, "1310nm", "2km", "MPO-12", "SMF", "COM", 3.0),
("ALQ28-CW4-02", "100G QSFP28 CWDM4", 100, "CWDM4", "2km", "LC Duplex", "SMF", "COM", 3.0),
("ALQ28-LR4-10", "100G QSFP28 LR4", 100, "LWDM4", "10km", "LC Duplex", "SMF", "COM", 3.5),
("ALQ28-LR4-20", "100G QSFP28 ELR4+", 100, "LWDM4", "20km", "LC Duplex", "SMF", "COM", 4.0),
("ALQ28-ER4-30", "100G QSFP28 ER4", 100, "LWDM4", "30km", "LC Duplex", "SMF", "COM", 4.5),
]
TENGTK_SFP28 = [
("AZS85-S28-M1", "25G SFP28 SR", 25, "850nm", "100m", "LC Duplex", "MMF OM4", "COM", 1.0),
("AZS13-S28-02", "25G SFP28 IR", 25, "1310nm", "2km", "LC Duplex", "SMF", "COM", 1.5),
("AZS13-S28-10", "25G SFP28 LR", 25, "1310nm", "10km", "LC Duplex", "SMF", "COM", 1.5),
("AZS13-S28-20", "25G SFP28 LR20", 25, "1310nm", "20km", "LC Duplex", "SMF", "COM", 2.0),
("AZS13-S28-40", "25G SFP28 ER", 25, "1310nm", "40km", "LC Duplex", "SMF", "COM", 2.0),
]
# Build insert SQL for 10Gtek products
sql.append("DO $$ DECLARE v_10gtek UUID; BEGIN")
sql.append(" SELECT id INTO v_10gtek FROM vendors WHERE name = '10Gtek';")
sql.append(" IF v_10gtek IS NULL THEN RETURN; END IF;")
for products in [TENGTK_SFP, TENGTK_QSFP28, TENGTK_SFP28]:
for pn, name, speed, wl, reach, conn, fiber, temp, power in products:
tid = str(uuid.uuid4())
wl_sql = f"'{esc(wl)}'" if wl else "NULL"
sql.append(f" INSERT INTO transceivers (id, vendor_id, part_number, standard_name, speed_gbps, wavelengths, reach_label, connector, fiber_type, temp_range, power_consumption_w, product_page_url) VALUES ('{tid}', v_10gtek, '{esc(pn)}', '{esc(name)}', {speed}, {wl_sql}, '{esc(reach)}', '{esc(conn)}', '{esc(fiber)}', '{temp}', {power}, 'https://www.10gtek.com') ON CONFLICT DO NOTHING;")
sql.append("END $$;")
sql.append("")
# ============================================================
# PART 8: TECHNOLOGY LIFECYCLE DATA (for Hype Cycle Engine)
# ============================================================
log("Part 8: Technology lifecycle data...")
sql.append("""
CREATE TABLE IF NOT EXISTS technology_lifecycle (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
technology TEXT UNIQUE NOT NULL,
category TEXT NOT NULL,
introduction_year INTEGER,
early_adoption_year INTEGER,
mainstream_year INTEGER,
peak_year INTEGER,
decline_year INTEGER,
current_phase TEXT,
adoption_percent NUMERIC,
notes TEXT,
updated_at TIMESTAMPTZ DEFAULT NOW()
);
""")
LIFECYCLE = [
("1G SFP (1000BASE-SX/LX)", "transceiver", 2001, 2003, 2006, 2010, None, "plateau", 99, "Fully mature, commodity"),
("10G SFP+ (10GBASE-SR/LR)", "transceiver", 2006, 2008, 2012, 2018, None, "plateau", 98, "Commodity pricing, massive installed base"),
("25G SFP28", "transceiver", 2014, 2017, 2020, 2024, None, "plateau", 85, "Standard for server connectivity"),
("40G QSFP+ (40GBASE-SR4/LR4)", "transceiver", 2009, 2012, 2015, 2019, 2024, "decline", 60, "Being replaced by 100G in spine"),
("100G QSFP28 (100GBASE-SR4/LR4)", "transceiver", 2014, 2017, 2020, 2025, None, "peak", 90, "Dominant data center interconnect"),
("100G DR/FR/LR (single-lambda PAM4)", "transceiver", 2019, 2022, 2025, None, None, "slope_of_enlightenment", 40, "Growing for DCI and campus"),
("200G QSFP56", "transceiver", 2019, 2022, 2025, None, None, "early_mainstream", 30, "Niche adoption, some hyperscalers"),
("400G QSFP-DD/OSFP", "transceiver", 2019, 2022, 2025, None, None, "early_mainstream", 50, "Rapid hyperscaler adoption for AI"),
("400G ZR/ZR+ (coherent pluggable)", "transceiver", 2020, 2023, 2026, None, None, "slope_of_enlightenment", 25, "DCI game-changer, replacing dedicated DWDM"),
("800G OSFP", "transceiver", 2023, 2025, 2027, None, None, "early_adoption", 15, "AI cluster backbone, 49M units forecast 2026"),
("1.6T OSFP-XD", "transceiver", 2024, 2026, 2028, None, None, "trigger", 2, "Emerging, 22M units forecast 2026"),
("Silicon Photonics", "technology", 2010, 2016, 2022, None, None, "early_mainstream", 35, "60% share projected by 2030"),
("LPO (Linear-drive Pluggable Optics)", "technology", 2022, 2025, 2028, None, None, "early_adoption", 5, "Eliminates DSP, lower power"),
("CPO (Co-packaged Optics)", "technology", 2020, 2026, 2029, None, None, "trigger", 1, "Switch ASIC + optics integration"),
("PAM4 modulation", "technology", 2017, 2020, 2023, None, None, "mainstream", 70, "Standard for 50G+/lane"),
("Coherent pluggable (CFP2/QSFP-DD)", "technology", 2018, 2021, 2025, None, None, "early_mainstream", 35, "Replacing dedicated line systems"),
("DWDM (Dense WDM)", "technology", 1996, 2000, 2005, 2015, None, "plateau", 95, "Backbone of all long-haul"),
("CWDM (Coarse WDM)", "technology", 2002, 2005, 2008, 2014, None, "plateau", 80, "Metro/access, lower cost than DWDM"),
]
for tech, cat, intro, early, main, peak, decline, phase, adoption, notes in LIFECYCLE:
peak_sql = str(peak) if peak else "NULL"
decline_sql = str(decline) if decline else "NULL"
main_sql = str(main) if main else "NULL"
sql.append(f"INSERT INTO technology_lifecycle (technology, category, introduction_year, early_adoption_year, mainstream_year, peak_year, decline_year, current_phase, adoption_percent, notes) VALUES ('{esc(tech)}', '{cat}', {intro}, {early}, {main_sql}, {peak_sql}, {decline_sql}, '{phase}', {adoption}, '{esc(notes)}') ON CONFLICT (technology) DO UPDATE SET current_phase = '{phase}', adoption_percent = {adoption}, notes = '{esc(notes)}', updated_at = NOW();")
sql.append("")
# ============================================================
# FINAL: Write SQL and apply
# ============================================================
total_lines = len(sql)
sql.append(f"\n-- MEGA ENRICHMENT: {total_lines} SQL statements")
log(f"Writing {total_lines} SQL statements to {SQL_OUT}")
with open(SQL_OUT, "w") as f:
f.write("\n".join(sql))
log("Applying SQL...")
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-f", SQL_OUT],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
errors = [l for l in r.stderr.split("\n") if "ERROR" in l]
if errors:
log(f"Errors: {len(errors)}")
for e in errors[:10]:
log(f" {e}")
else:
log("No errors!")
# Restart API
subprocess.run(["bash", "-c", "cd /opt/tip && pm2 restart tip-api"], capture_output=True)
# Final counts
for q in [
"SELECT 'vendors=' || count(*) FROM vendors",
"SELECT 'transceivers=' || count(*) FROM transceivers",
"SELECT 'switches=' || count(*) FROM switches",
"SELECT 'compat=' || count(*) FROM compatibility",
"SELECT 'market_data=' || count(*) FROM market_data",
"SELECT 'form_factors=' || count(*) FROM form_factors",
"SELECT 'dwdm_ch=' || count(*) FROM dwdm_channels",
"SELECT 'cwdm_ch=' || count(*) FROM cwdm_channels",
"SELECT 'lifecycle=' || count(*) FROM technology_lifecycle",
"SELECT 'enriched_img=' || count(*) FROM transceivers WHERE image_url IS NOT NULL",
"SELECT 'enriched_wl=' || count(*) FROM transceivers WHERE wavelengths IS NOT NULL",
"SELECT 'enriched_mod=' || count(*) FROM transceivers WHERE modulation IS NOT NULL",
]:
r = subprocess.run(
["psql", "-h", "localhost", "-p", "5433", "-U", "tip", "-d", "transceiver_db", "-t", "-A", "-c", q],
capture_output=True, text=True,
env={**os.environ, "PGPASSWORD": "tip_prod_2026"}
)
log(r.stdout.strip())
log(f"{time.strftime('%Y-%m-%d %H:%M:%S')}: MEGA ENRICHMENT DONE")

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scripts/scrape-flexoptix-enrichment.py Normal file
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#!/usr/bin/env python3
"""
Scrape Flexoptix product pages to enrich transceiver data.
Extracts: product image, all spec fields from the spec table.
Outputs SQL UPDATE statements to apply to the DB.
Uses curl subprocess to avoid Python 3.14 SSL issues.
"""
import subprocess
import time
import json
import sys
import re
import os
from bs4 import BeautifulSoup
API = "https://transceiver-db.context-x.org"
SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__))
OUTPUT_SQL = os.path.join(os.path.dirname(SCRIPT_DIR), "sql", "011-flexoptix-enrichment.sql")
DELAY = 0.2
CACHE_HASH = "bd7a52a6ab629d9c2973634d6ae35193"
def curl_get(url, max_time=10):
r = subprocess.run(
["curl", "-s", "-L", "--max-time", str(max_time),
"-H", "User-Agent: Mozilla/5.0 TIP-Bot/1.0", url],
capture_output=True, text=True
)
return r.stdout
def get_flexoptix_transceivers():
all_tx = []
offset = 0
while True:
for attempt in range(3):
raw = curl_get(f"{API}/api/transceivers?limit=25&offset={offset}", max_time=60)
try:
data = json.loads(raw)
break
except json.JSONDecodeError:
wait = 5 * (attempt + 1)
print(f" JSON error at offset {offset}, attempt {attempt+1}/3, wait {wait}s", file=sys.stderr)
time.sleep(wait)
else:
print(f" SKIP offset {offset} after 3 attempts", file=sys.stderr)
offset += 25
continue
items = data.get("data", [])
if not items:
break
for t in items:
if t.get("vendor_name") == "FLEXOPTIX" and t.get("product_page_url"):
all_tx.append(t)
offset += 25
time.sleep(0.5)
if len(items) < 25:
break
return all_tx
def scrape_product_page(url):
try:
html = curl_get(url)
if not html or len(html) < 1000:
return None
soup = BeautifulSoup(html, "lxml")
result = {"specs": {}, "image_url": None}
# Extract product image
for img in soup.find_all("img"):
src = img.get("src", "") or img.get("data-src", "")
if CACHE_HASH in src and "_A_" in src and src.endswith(".jpg"):
result["image_url"] = src
break
if not result["image_url"]:
for img in soup.find_all("img"):
src = img.get("src", "") or img.get("data-src", "")
if "/media/catalog/product/" in src and "_A_" in src:
result["image_url"] = src
break
# Extract spec tables
for table in soup.find_all("table"):
for row in table.find_all("tr"):
cells = row.find_all(["th", "td"])
if len(cells) >= 2:
label = cells[0].get_text(strip=True).upper()
value = cells[1].get_text(strip=True)
if label and value and value.lower() not in ("n/a", "-", ""):
result["specs"][label] = value
return result
except Exception as e:
print(f" Error: {e}", file=sys.stderr)
return None
def escape_sql(val):
if val is None:
return "NULL"
return "'" + str(val).replace("'", "''").replace("\\", "\\\\") + "'"
def map_spec_to_columns(specs):
updates = {}
SPEC_MAP = {
"POWER CONSUMPTION": ("power_consumption_w", lambda v: re.search(r"([\d.]+)", v).group(1) if re.search(r"([\d.]+)", v) else None),
"CONNECTOR / POLISH": ("connector", lambda v: v),
"CONNECTOR": ("connector", lambda v: v),
"MODULATION": ("modulation", lambda v: v),
"WAVELENGTH TX (TYPICAL)": ("wavelengths", lambda v: v),
"WAVELENGTH": ("wavelengths", lambda v: v),
"DISTANCE": ("reach_label", lambda v: v),
"TEMPERATURE RANGE": ("temp_range", lambda v: v),
"OPERATING TEMPERATURE": ("temp_range", lambda v: v),
"LANE COUNT": ("lanes", lambda v: re.search(r"(\d+)", v).group(1) if re.search(r"(\d+)", v) else None),
"BANDWIDTH PER LANE": ("lane_rate", lambda v: v),
"BANDWIDTH": ("lane_rate", lambda v: v), # fallback
"INBUILT FEC": ("fec_type", lambda v: v if v.lower() not in ("no", "none") else None),
"POWERBUDGET (DB)": ("optical_budget_db", lambda v: re.search(r"([\d.]+)", v).group(1) if re.search(r"([\d.]+)", v) else None),
"TRANSMIT MIN/MAX PER LANE": ("tx_power_min_dbm", lambda v: re.search(r"(-?[\d.]+)", v).group(1) if re.search(r"(-?[\d.]+)", v) else None),
"RECEIVER MIN/MAX PER LANE": ("rx_sensitivity_dbm", lambda v: re.search(r"(-?[\d.]+)", v).group(1) if re.search(r"(-?[\d.]+)", v) else None),
"INTERFACE": ("fiber_type", lambda v: v),
"COMPLIANCE CODE": ("ieee_reference", lambda v: v),
"DIGITAL DIAGNOSTIC MONITORING (DDM)": ("dom_support", lambda v: "true" if "yes" in v.lower() else "false"),
}
for label, value in specs.items():
if label in SPEC_MAP:
col, transform = SPEC_MAP[label]
try:
mapped = transform(value)
if mapped is not None and col not in updates:
updates[col] = mapped
except (AttributeError, ValueError):
pass
# Build rich notes from ALL unmapped specs
extra = []
for label, value in specs.items():
if label not in SPEC_MAP and len(value) < 200:
extra.append(f"{label}: {value}")
if extra:
updates["notes"] = "; ".join(extra)[:1000]
return updates
def main():
print("Fetching Flexoptix transceivers from API...")
transceivers = get_flexoptix_transceivers()
print(f"Found {len(transceivers)} Flexoptix transceivers")
sql = [
"-- 011: Flexoptix product enrichment",
f"-- Generated: {time.strftime('%Y-%m-%d %H:%M')}",
f"-- Products: {len(transceivers)}",
"", "BEGIN;", "",
]
enriched = images = specs_count = 0
for i, tx in enumerate(transceivers):
url = tx["product_page_url"]
txid = tx["id"]
name = tx.get("standard_name") or tx.get("part_number") or tx.get("slug")
print(f"[{i+1}/{len(transceivers)}] {name}")
result = scrape_product_page(url)
if not result:
print(f" SKIP")
continue
sets = []
if result.get("image_url"):
sets.append(f"image_url = {escape_sql(result['image_url'])}")
images += 1
if result.get("specs"):
cols = map_spec_to_columns(result["specs"])
for col, val in cols.items():
if col == "dom_support":
sets.append(f"{col} = {val}")
else:
sets.append(f"{col} = {escape_sql(val)}")
if cols:
specs_count += 1
print(f" -> {len(cols)} specs, img={'YES' if result.get('image_url') else 'NO'}")
if sets:
sql.append(f"-- {name}")
sql.append(f"UPDATE transceivers SET {', '.join(sets)} WHERE id = '{txid}';")
sql.append("")
enriched += 1
time.sleep(DELAY)
sql.append("COMMIT;")
sql.append(f"-- Summary: {enriched}/{len(transceivers)} enriched, {images} images, {specs_count} with specs")
os.makedirs(os.path.dirname(OUTPUT_SQL), exist_ok=True)
with open(OUTPUT_SQL, "w") as f:
f.write("\n".join(sql))
print(f"\nDone! {enriched} enriched ({images} images, {specs_count} specs)")
print(f"SQL: {OUTPUT_SQL}")
if __name__ == "__main__":
main()

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#!/bin/bash
# Sync local TIP changes to Erik VPS
# Usage: ./scripts/sync-to-erik.sh
set -e
ERIK="root@217.154.82.179"
REMOTE_PATH="/opt/tip"
LOCAL_PATH="$(cd "$(dirname "$0")/.." && pwd)"
echo "=== TIP Sync to Erik ==="
echo "Local: $LOCAL_PATH"
echo "Remote: $ERIK:$REMOTE_PATH"
# Test connection
echo ""
echo "[1/5] Testing SSH connection..."
ssh -o ConnectTimeout=5 "$ERIK" "echo 'Erik is online'" || { echo "ERROR: Erik unreachable"; exit 1; }
# Sync API source
echo ""
echo "[2/5] Syncing API source..."
rsync -avz --delete \
"$LOCAL_PATH/packages/api/src/" \
"$ERIK:$REMOTE_PATH/packages/api/src/"
# Sync Dashboard
echo ""
echo "[3/5] Syncing Dashboard..."
rsync -avz \
"$LOCAL_PATH/packages/dashboard/index.html" \
"$ERIK:$REMOTE_PATH/packages/dashboard/index.html"
# Sync MCP Server source
echo ""
echo "[4/5] Syncing MCP Server source..."
rsync -avz --delete \
"$LOCAL_PATH/packages/mcp-server/src/" \
"$ERIK:$REMOTE_PATH/packages/mcp-server/src/"
# Rebuild and restart
echo ""
echo "[5/5] Rebuilding and restarting on Erik..."
ssh "$ERIK" "cd $REMOTE_PATH/packages/api && npx tsc 2>&1 | tail -5; pm2 restart tip-api 2>/dev/null; pm2 restart tip-mcp 2>/dev/null; echo 'Done. PM2 status:'; pm2 list 2>/dev/null | head -15"
echo ""
echo "=== Sync complete ==="
echo "Dashboard: https://transceiver-db.context-x.org/dashboard/"
echo "API: https://transceiver-db.context-x.org/api/health"

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sql/012-more-switches.sql Normal file
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-- TIP: Transceiver Intelligence Platform
-- Migration 012: Expanded Switch Database + Descriptions
-- Adds ~80 more switch models with descriptions, port details, and enriched specs
-- ============================================================
-- PART 0: Add description column if not exists
-- ============================================================
ALTER TABLE switches ADD COLUMN IF NOT EXISTS description TEXT;
-- ============================================================
-- PART 1: Add descriptions to existing 24 switches
-- ============================================================
UPDATE switches SET description = 'High-density 64-port 100GbE data center leaf/spine switch with Memory Pipeline ASIC. Supports VXLAN, EVPN, and segment routing for modern fabric deployments.' WHERE model = 'N9K-C9364C';
UPDATE switches SET description = 'Next-gen 400G data center switch with 28x QSFP-DD and 8x QSFP28 ports. Ideal for spine deployments in 400G fabric migrations.' WHERE model = 'N9K-C93600CD-GX';
UPDATE switches SET description = 'Popular 36-port 100GbE leaf switch for Cisco ACI and NX-OS deployments. Widely deployed in enterprise data centers.' WHERE model = 'N9K-C9336C-FX2';
UPDATE switches SET description = 'High-performance 32-port 400GbE spine switch for next-gen data center fabrics. 25.6Tbps switching capacity.' WHERE model = 'N9K-C9332D-GX2B';
UPDATE switches SET description = 'Modular chassis switch supporting up to 576x 400G ports. Flagship Nexus 9500 platform for large-scale data center cores.' WHERE model = 'N9K-C9508';
UPDATE switches SET description = 'Industry-first 64-port 800GbE switch for AI/ML training clusters. Delivers 51.2Tbps with Broadcom Memory Pipeline ASIC.' WHERE model = '7060X6-64PE';
UPDATE switches SET description = '64-port 400GbE spine switch for high-performance data center fabrics. CloudVision-managed with deep buffer architecture.' WHERE model = '7060X5-64';
UPDATE switches SET description = '32-port 400GbE top-of-rack switch for modern data center deployments. EOS-based with rich automation support.' WHERE model = '7050X4-32';
UPDATE switches SET description = '48-port 25GbE leaf switch with 6x 100G uplinks. Ideal for server access layer in spine-leaf architectures.' WHERE model = '7280R3-48YC6';
UPDATE switches SET description = 'Campus access switch with BGP, VXLAN, and EVPN support. Bridges campus and data center networking paradigms.' WHERE model = '7020R';
UPDATE switches SET description = 'High-capacity modular switch for SP and enterprise core deployments. Supports 400G line cards with deep buffers.' WHERE model = 'QFX10008';
UPDATE switches SET description = '32-port 400GbE data center switch on Broadcom Memory Pipeline. EVPN-VXLAN fabric-ready with Junos Evolved OS.' WHERE model = 'QFX5220-32CD';
UPDATE switches SET description = '32-port 400GbE spine/leaf switch with Junos OS. SON/EVPN-VXLAN support for IP fabric architectures.' WHERE model = 'QFX5130-32CD';
UPDATE switches SET description = '48-port 25GbE access switch with 8x 100G uplinks. Popular campus and data center leaf switch.' WHERE model = 'QFX5120-48Y';
UPDATE switches SET description = '48-port Gigabit Ethernet campus switch with 10GbE uplinks. Enterprise-grade with Virtual Chassis support.' WHERE model = 'EX4400-48T';
UPDATE switches SET description = 'Open networking 800G switch based on Broadcom Memory Pipeline ASIC. ONIE/SONiC-ready for hyperscale deployments.' WHERE model = 'DCS810';
UPDATE switches SET description = '32-port 400GbE open networking switch. Supports SONiC, DENT, and FBOSS for disaggregated networking.' WHERE model = 'DS3000';
UPDATE switches SET description = '64-port 400GbE open networking switch. OCP Accepted design for hyperscale and cloud deployments.' WHERE model = 'DS5000';
UPDATE switches SET description = '32-port 100GbE open networking switch. Widely deployed in SONiC-based data center fabrics worldwide.' WHERE model = 'AS7726-32X';
UPDATE switches SET description = 'High-density 128-port 400GbE spine switch. 51.2Tbps switching capacity for AI/ML and hyperscale fabrics.' WHERE model = 'SN5600';
UPDATE switches SET description = '32-port 400GbE data center switch with Spectrum-3 ASIC. NVIDIA-optimized for GPU cluster networking.' WHERE model = 'SN4700';
UPDATE switches SET description = '32-port 100GbE data center switch with Spectrum-2 ASIC. Popular for Cumulus Linux and SONiC deployments.' WHERE model = 'SN3700';
UPDATE switches SET description = '64-port 800GbE open networking switch for AI back-end fabrics. Broadcom Memory Pipeline based.' WHERE model = 'CX864E-N';
UPDATE switches SET description = '36-port high-capacity modular switch for SP core. Deep buffer architecture for network-wide segment routing.' WHERE model = '7800R3-36P-LC';
-- ============================================================
-- PART 2: Ensure additional vendors exist
-- ============================================================
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('Dell Technologies', 'dell', 'manufacturer', 'Round Rock, TX', 'US', 'https://www.dell.com')
ON CONFLICT (slug) DO NOTHING;
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('HPE / Aruba', 'hpe-aruba', 'manufacturer', 'San Jose, CA', 'US', 'https://www.arubanetworks.com')
ON CONFLICT (slug) DO NOTHING;
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('Huawei', 'huawei', 'manufacturer', 'Shenzhen', 'CN', 'https://www.huawei.com')
ON CONFLICT (slug) DO NOTHING;
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('Nokia', 'nokia', 'manufacturer', 'Espoo', 'FI', 'https://www.nokia.com')
ON CONFLICT (slug) DO NOTHING;
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('Extreme Networks', 'extreme', 'manufacturer', 'Morrisville, NC', 'US', 'https://www.extremenetworks.com')
ON CONFLICT (slug) DO NOTHING;
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('MikroTik', 'mikrotik', 'manufacturer', 'Riga', 'LV', 'https://www.mikrotik.com')
ON CONFLICT (slug) DO NOTHING;
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('Ubiquiti Networks', 'ubiquiti', 'manufacturer', 'New York, NY', 'US', 'https://www.ui.com')
ON CONFLICT (slug) DO NOTHING;
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('FS.COM', 'fs-com', 'manufacturer', 'New Castle, DE', 'US', 'https://www.fs.com')
ON CONFLICT (slug) DO NOTHING;
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('Supermicro', 'supermicro', 'manufacturer', 'San Jose, CA', 'US', 'https://www.supermicro.com')
ON CONFLICT (slug) DO NOTHING;
INSERT INTO vendors (name, slug, type, headquarters, country, website)
VALUES ('Wistron NeWeb', 'wistron', 'manufacturer', 'Hsinchu', 'TW', 'https://www.wneweb.com')
ON CONFLICT (slug) DO NOTHING;
-- ============================================================
-- PART 3: New switch models (~80 more)
-- ============================================================
-- === CISCO NEXUS (more models) ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'N9K-C9348GC-FXP', 'Nexus 9300', 'Campus', 'L3',
'{"1G_RJ45": 48, "10G_SFP+": 4}'::jsonb, 52, 10, 0.176, 130,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'Compact 1RU campus switch with 48x 1GbE copper and 4x 10G SFP+ uplinks. NX-OS with ACI or standalone mode.'
FROM vendors v WHERE v.slug = 'cisco'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'N9K-C93180YC-FX3', 'Nexus 9300', 'DataCenter', 'L3',
'{"25G_SFP28": 48, "100G_QSFP28": 6}'::jsonb, 54, 100, 3.6, 1800,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'48-port 25GbE server access switch with 6x 100G uplinks. Workhorse leaf switch for enterprise data centers.'
FROM vendors v WHERE v.slug = 'cisco'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'N9K-C9316D-GX', 'Nexus 9300', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 16}'::jsonb, 16, 400, 12.8, 4760,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'16-port 400GbE high-density switch for DCI and spine deployments. Compact 1RU form factor.'
FROM vendors v WHERE v.slug = 'cisco'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, 'NCS-57C3-MOD', 'NCS 5700', 'SP', 'L3',
'{"400G_QSFP-DD": 30}'::jsonb, 30, 400, 14.4, 4000,
'Cisco', 'Silicon One Q200', 'Active', true, true, true, true,
'Service provider aggregation router with Silicon One Q200. Segment routing and MPLS for metro/core deployments.'
FROM vendors v WHERE v.slug = 'cisco'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, 'NCS-5504', 'NCS 5500', 'Core', 'L3',
'{"100G_QSFP28": 576}'::jsonb, 576, 100, 57.6, 18000,
'Broadcom', 'Memory Pipeline', 'Active', true, false, true, true,
'Modular core router for large SP networks. 576x 100G line-rate with deep packet buffers for peering and transit.'
FROM vendors v WHERE v.slug = 'cisco'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'C9300-48UXM', 'Catalyst 9300', 'Campus', 'L3',
'{"mGig_RJ45": 36, "10G_RJ45": 12, "10G_SFP+": 4}'::jsonb, 52, 10, 0.480, 380,
'Cisco', 'UADP 2.0', 'Active', true, true, true,
'Enterprise campus switch with 48 mGig/10G ports and SD-Access support. Cisco DNA Center managed.'
FROM vendors v WHERE v.slug = 'cisco'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'C9500-32C', 'Catalyst 9500', 'Core', 'L3',
'{"100G_QSFP28": 32}'::jsonb, 32, 100, 6.4, 2380,
'Cisco', 'UADP 3.0', 'Active', true, true, true,
'High-performance campus core switch with 32x 100G QSFP28 ports. SD-Access fabric border node.'
FROM vendors v WHERE v.slug = 'cisco'
ON CONFLICT DO NOTHING;
-- === ARISTA (more models) ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, openconfig_support, description)
SELECT v.id, '7050CX3-32S', 'Arista 7050X', 'DataCenter', 'L3',
'{"100G_QSFP28": 32, "10G_SFP+": 2}'::jsonb, 34, 100, 6.4, 2380,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true,
'32-port 100GbE data center leaf/spine switch with 2x 10G management ports. CloudVision managed with EOS.'
FROM vendors v WHERE v.slug = 'arista'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, openconfig_support, description)
SELECT v.id, '7280R3A-48D5', 'Arista 7280R3', 'SP', 'L3',
'{"400G_QSFP-DD": 48, "100G_QSFP28": 5}'::jsonb, 53, 400, 25.6, 9520,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true,
'48-port 400GbE deep buffer switch for peering, DCI, and service provider edge. 32MB on-chip packet buffer.'
FROM vendors v WHERE v.slug = 'arista'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, openconfig_support, description)
SELECT v.id, '7060DX5-32', 'Arista 7060X', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 32}'::jsonb, 32, 400, 25.6, 9520,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true,
'32-port 400GbE switch with programmable pipeline for network analytics and telemetry applications.'
FROM vendors v WHERE v.slug = 'arista'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, openconfig_support, description)
SELECT v.id, '7170-64C', 'Arista 7170', 'DataCenter', 'L3',
'{"100G_QSFP28": 64}'::jsonb, 64, 100, 12.8, 4760,
'Barefoot', 'Tofino', 'Active', true, true, true, true,
'64-port 100GbE programmable switch with Barefoot Tofino ASIC. P4-programmable for custom forwarding pipelines.'
FROM vendors v WHERE v.slug = 'arista'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, openconfig_support, description)
SELECT v.id, '750-36Y', 'Arista 750', 'Campus', 'L3',
'{"25G_SFP28": 36, "100G_QSFP28": 4}'::jsonb, 40, 100, 2.0, 744,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true,
'Campus leaf switch with 36x 25GbE and 4x 100G uplinks. Cognitive Wi-Fi and CloudVision integration.'
FROM vendors v WHERE v.slug = 'arista'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, openconfig_support, description)
SELECT v.id, '7130-48', 'Arista 7130', 'DataCenter', 'L2',
'{"10G_SFP+": 48}'::jsonb, 48, 10, 0.96, 357,
'Xilinx', 'FPGA', 'Active', false, false, false, true,
'Ultra-low-latency FPGA-based switch for financial trading. Sub-5ns port-to-port latency with custom applications.'
FROM vendors v WHERE v.slug = 'arista'
ON CONFLICT DO NOTHING;
-- === JUNIPER (more models) ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, 'QFX5700', 'QFX5700', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 32}'::jsonb, 32, 400, 25.6, 9520,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, false,
'32-port 400GbE spine switch for Juniper Apstra-managed EVPN-VXLAN fabrics. Junos Evolved OS.'
FROM vendors v WHERE v.slug = 'juniper'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, 'MX304', 'MX Series', 'SP', 'L3',
'{"100G_QSFP28": 24}'::jsonb, 24, 100, 4.8, 1000,
'Juniper', 'Memory Pipeline Trio', 'Active', true, true, true, true,
'Compact universal routing platform for peering, DCI, and provider edge. 4.8Tbps in 1.5RU with Trio chipset.'
FROM vendors v WHERE v.slug = 'juniper'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, 'MX10008', 'MX10000', 'Core', 'L3',
'{"400G_QSFP-DD": 480}'::jsonb, 480, 400, 192.0, 71000,
'Juniper', 'Memory Pipeline Trio', 'Active', true, true, true, true,
'High-capacity modular core router. Up to 192Tbps for Tier-1 SP backbone and peering deployments.'
FROM vendors v WHERE v.slug = 'juniper'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'EX4100-48P', 'EX4100', 'Campus', 'L3',
'{"1G_RJ45_PoE": 48, "10G_SFP+": 4}'::jsonb, 52, 10, 0.176, 130,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'48-port PoE+ campus access switch with Mist AI management. Zero-trust security with 802.1X and MACsec.'
FROM vendors v WHERE v.slug = 'juniper'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'EX4650-48Y', 'EX4650', 'DataCenter', 'L3',
'{"25G_SFP28": 48, "100G_QSFP28": 8}'::jsonb, 56, 100, 2.16, 1600,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'48-port 25GbE data center access switch with 8x 100G uplinks. Junos-based with Virtual Chassis support.'
FROM vendors v WHERE v.slug = 'juniper'
ON CONFLICT DO NOTHING;
-- === DELL ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'S5248F-ON', 'PowerSwitch S5200', 'DataCenter', 'L3',
'{"25G_SFP28": 48, "100G_QSFP28": 4, "100G_QSFP-DD": 2}'::jsonb, 54, 100, 3.6, 1800,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'48-port 25GbE open networking leaf switch with OS10 or SONiC. Dell validated for VMware and OpenStack.'
FROM vendors v WHERE v.slug = 'dell'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'S5296F-ON', 'PowerSwitch S5200', 'DataCenter', 'L3',
'{"25G_SFP28": 96}'::jsonb, 96, 25, 4.8, 1788,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'High-density 96-port 25GbE leaf switch for dense server environments. OS10 Enterprise or SONiC.'
FROM vendors v WHERE v.slug = 'dell'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'Z9332F-ON', 'PowerSwitch Z9332F', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 32, "10G_SFP+": 2}'::jsonb, 34, 400, 25.6, 9520,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'32-port 400GbE spine switch for fabric architectures. Supports SONiC, OS10, and Cumulus Linux.'
FROM vendors v WHERE v.slug = 'dell'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'Z9664F-ON', 'PowerSwitch Z9664F', 'DataCenter', 'L3',
'{"800G_OSFP": 64}'::jsonb, 64, 800, 51.2, 19000,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'64-port 800GbE switch for AI/ML cluster networks and next-gen data center spines. 51.2Tbps capacity.'
FROM vendors v WHERE v.slug = 'dell'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'N3248TE-ON', 'PowerSwitch N3200', 'Campus', 'L3',
'{"1G_RJ45": 48, "10G_SFP+": 4}'::jsonb, 52, 10, 0.176, 130,
'Broadcom', 'Memory Pipeline', 'Active', true, true, false,
'48-port 1GbE campus/edge switch with 4x 10G uplinks. OS10 with SmartFabric automation.'
FROM vendors v WHERE v.slug = 'dell'
ON CONFLICT DO NOTHING;
-- === HPE / ARUBA ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CX 8100-48Y6C', 'Aruba CX 8100', 'DataCenter', 'L3',
'{"25G_SFP28": 48, "100G_QSFP28": 6}'::jsonb, 54, 100, 3.6, 1800,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'48-port 25GbE data center leaf switch with AOS-CX. Aruba Fabric Composer managed with EVPN-VXLAN.'
FROM vendors v WHERE v.slug = 'hpe-aruba'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CX 10000-48Y6C', 'Aruba CX 10000', 'DataCenter', 'L3',
'{"25G_SFP28": 48, "100G_QSFP28": 6}'::jsonb, 54, 100, 3.6, 1800,
'AMD/Pensando', 'DPU', 'Active', true, true, true,
'Distributed services switch with AMD Pensando DPU. Stateful firewall, NAT, and micro-segmentation in hardware.'
FROM vendors v WHERE v.slug = 'hpe-aruba'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CX 6300M-48G', 'Aruba CX 6300', 'Campus', 'L3',
'{"1G_RJ45_PoE": 48, "10G_SFP+": 4}'::jsonb, 52, 10, 0.176, 130,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'48-port PoE campus access switch with AOS-CX. Aruba Central cloud-managed with dynamic segmentation.'
FROM vendors v WHERE v.slug = 'hpe-aruba'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CX 8360-32Y4C', 'Aruba CX 8360', 'DataCenter', 'L3',
'{"25G_SFP28": 32, "100G_QSFP28": 4}'::jsonb, 36, 100, 1.6, 1190,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'32-port 25GbE access/aggregation switch for data center and campus core. VSX for active-active redundancy.'
FROM vendors v WHERE v.slug = 'hpe-aruba'
ON CONFLICT DO NOTHING;
-- === HUAWEI ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CE16808', 'CloudEngine 16800', 'Core', 'L3',
'{"400G_QSFP-DD": 768}'::jsonb, 768, 400, 307.2, 114000,
'Huawei', 'Solar', 'Active', true, true, true,
'Flagship data center switch with 307Tbps capacity. AI-driven iMaster NCE management for hyperscale DCs.'
FROM vendors v WHERE v.slug = 'huawei'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CE6866-48S8CQ', 'CloudEngine 6800', 'DataCenter', 'L3',
'{"25G_SFP28": 48, "100G_QSFP28": 8}'::jsonb, 56, 100, 2.56, 1900,
'Huawei', 'Solar', 'Active', true, true, true,
'48-port 25GbE data center access switch with 8x 100G uplinks. CloudEngine fabric with zero packet loss.'
FROM vendors v WHERE v.slug = 'huawei'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CE8851-32CQ8DQ', 'CloudEngine 8850', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 32}'::jsonb, 32, 400, 25.6, 9520,
'Huawei', 'Solar', 'Active', true, true, true,
'32-port 400GbE spine switch for large-scale VXLAN fabric. Huawei iMaster NCE automation.'
FROM vendors v WHERE v.slug = 'huawei'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, 'NE40E-X8A', 'NetEngine 40E', 'Core', 'L3',
'{"400G_QSFP-DD": 384}'::jsonb, 384, 400, 153.6, 57000,
'Huawei', 'Solar', 'Active', true, true, true, true,
'Backbone router for Tier-1 SP networks. 153.6Tbps capacity with FlexE and SRv6 for 5G transport.'
FROM vendors v WHERE v.slug = 'huawei'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'S5735-L48T4X-A', 'CloudEngine S5700', 'Campus', 'L3',
'{"1G_RJ45": 48, "10G_SFP+": 4}'::jsonb, 52, 10, 0.176, 130,
'Huawei', 'Solar', 'Active', true, false, false,
'48-port Gigabit campus access switch with 4x 10G uplinks. Huawei Agile Controller managed.'
FROM vendors v WHERE v.slug = 'huawei'
ON CONFLICT DO NOTHING;
-- === NOKIA ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, '7750 SR-1', 'SR OS 7750', 'SP', 'L3',
'{"100G_QSFP28": 36}'::jsonb, 36, 100, 7.2, 2680,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true,
'Compact service router for metro edge and peering. Nokia SR OS with full MPLS, segment routing, and EVPN.'
FROM vendors v WHERE v.slug = 'nokia'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, '7750 SR-14s', 'SR OS 7750', 'Core', 'L3',
'{"400G_QSFP-DD": 672}'::jsonb, 672, 400, 268.8, 100000,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true,
'High-capacity modular core router for Tier-1 SP backbones. 268.8Tbps with FP5 network processors.'
FROM vendors v WHERE v.slug = 'nokia'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, '7220 IXR-D3L', 'SRLinux 7220', 'DataCenter', 'L3',
'{"25G_SFP28": 48, "100G_QSFP28": 8}'::jsonb, 56, 100, 2.0, 744,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'48-port 25GbE data center leaf switch running SR Linux. Kubernetes-native NOS with gNMI/gRPC management.'
FROM vendors v WHERE v.slug = 'nokia'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, '7220 IXR-H4', 'SRLinux 7220', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 32}'::jsonb, 32, 400, 25.6, 9520,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'32-port 400GbE spine switch with SR Linux. OpenConfig and gNMI-native for modern DC automation.'
FROM vendors v WHERE v.slug = 'nokia'
ON CONFLICT DO NOTHING;
-- === EXTREME NETWORKS ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'X465-48P', 'ExtremeSwitching X465', 'Campus', 'L3',
'{"1G_RJ45_PoE": 48, "10G_SFP+": 4}'::jsonb, 52, 10, 0.176, 130,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'48-port PoE campus switch with ExtremeCloud IQ management. Fabric Attach for automated VLAN provisioning.'
FROM vendors v WHERE v.slug = 'extreme'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, '8720-32C', 'ExtremeSwitching 8720', 'DataCenter', 'L3',
'{"100G_QSFP28": 32}'::jsonb, 32, 100, 6.4, 2380,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'32-port 100GbE data center spine/leaf switch. EXOS/VOSS with Fabric Engine for automated VXLAN.'
FROM vendors v WHERE v.slug = 'extreme'
ON CONFLICT DO NOTHING;
-- === NVIDIA NETWORKING (more models) ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'SN2201', 'Spectrum', 'Campus', 'L3',
'{"1G_RJ45": 48, "25G_SFP28": 4}'::jsonb, 52, 25, 0.3, 111,
'NVIDIA', 'Spectrum', 'Active', true, true, true,
'48-port 1GbE management switch with 4x 25G uplinks. SONiC or Cumulus Linux for out-of-band management networks.'
FROM vendors v WHERE v.slug = 'nvidia-networking'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'SN5400', 'Spectrum-4', 'DataCenter', 'L3',
'{"800G_OSFP": 64}'::jsonb, 64, 800, 51.2, 19000,
'NVIDIA', 'Spectrum-4', 'Active', true, true, true,
'64-port 800GbE switch for AI/ML back-end networks. NVIDIA Spectrum-4 ASIC with adaptive routing and RoCE.'
FROM vendors v WHERE v.slug = 'nvidia-networking'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'SN3750-SX', 'Spectrum-2', 'DataCenter', 'L3',
'{"100G_QSFP28": 64}'::jsonb, 64, 100, 12.8, 4760,
'NVIDIA', 'Spectrum-2', 'Active', true, true, true,
'64-port 100GbE data center switch with Spectrum-2. NVIDIA Air simulation support for network digital twins.'
FROM vendors v WHERE v.slug = 'nvidia-networking'
ON CONFLICT DO NOTHING;
-- === EDGECORE (more models) ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, is_whitebox, onie_support, sonic_compatible, description)
SELECT v.id, 'AS9516-32D', 'AS9500', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 32}'::jsonb, 32, 400, 25.6, 9520,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true, true, true,
'32-port 400GbE open networking switch. ONIE/SONiC-ready with OCP Accepted design for cloud deployments.'
FROM vendors v WHERE v.slug = 'edgecore'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, is_whitebox, onie_support, sonic_compatible, description)
SELECT v.id, 'AS7535-28XB', 'AS7500', 'DataCenter', 'L3',
'{"100G_QSFP28": 28}'::jsonb, 28, 100, 5.6, 2000,
'Barefoot', 'Tofino', 'Active', true, false, false, true, true, false,
'28-port 100GbE P4-programmable switch with Barefoot Tofino. For custom packet processing and INT telemetry.'
FROM vendors v WHERE v.slug = 'edgecore'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, is_whitebox, onie_support, sonic_compatible, description)
SELECT v.id, 'EPS203', 'EPS200', 'Campus', 'L3',
'{"2.5G_RJ45_PoE": 48, "25G_SFP28": 4}'::jsonb, 52, 25, 0.220, 164,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true, true, true,
'48-port 2.5GbE PoE campus switch with SONiC support. Open networking for enterprise campus deployments.'
FROM vendors v WHERE v.slug = 'edgecore'
ON CONFLICT DO NOTHING;
-- === CELESTICA (more models) ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, is_whitebox, onie_support, sonic_compatible, description)
SELECT v.id, 'DS4000', 'DS Series', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 64}'::jsonb, 64, 400, 51.2, 19000,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true, true, true,
'64-port 400GbE open networking switch. OCP Accepted for hyperscale spine and AI cluster deployments.'
FROM vendors v WHERE v.slug = 'celestica'
ON CONFLICT DO NOTHING;
-- === MIKROTIK ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CRS518-16XS-2XQ', 'CRS500', 'DataCenter', 'L3',
'{"25G_SFP28": 16, "100G_QSFP28": 2}'::jsonb, 18, 100, 0.8, 595,
'Marvell', 'Prestera', 'Active', true, false, false,
'16-port 25GbE switch with 2x 100G uplinks. RouterOS with full BGP, OSPF, and MPLS at entry-level pricing.'
FROM vendors v WHERE v.slug = 'mikrotik'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CRS326-24G-2S+', 'CRS300', 'Campus', 'L3',
'{"1G_RJ45": 24, "10G_SFP+": 2}'::jsonb, 26, 10, 0.068, 50,
'Marvell', 'Prestera', 'Active', true, false, false,
'24-port Gigabit switch with 2x SFP+ uplinks. Cost-effective RouterOS switch for SMB and home lab deployments.'
FROM vendors v WHERE v.slug = 'mikrotik'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'CCR2216-1G-12XS-2XQ', 'CCR2200', 'SP', 'L3',
'{"25G_SFP28": 12, "100G_QSFP28": 2, "1G_RJ45": 1}'::jsonb, 15, 100, 0.5, 200,
'Marvell', 'Prestera', 'Active', true, false, false,
'Cloud Core Router with 12x 25G SFP28 and 2x 100G QSFP28. High-performance BGP router for ISPs at fraction of the cost.'
FROM vendors v WHERE v.slug = 'mikrotik'
ON CONFLICT DO NOTHING;
-- === UBIQUITI ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'USW-Pro-Max-48-PoE', 'UniFi Pro Max', 'Campus', 'L2',
'{"2.5G_RJ45_PoE": 48, "10G_SFP+": 4}'::jsonb, 52, 10, 0.176, 130,
'Broadcom', 'Memory Pipeline', 'Active', false, false, false,
'48-port 2.5GbE PoE switch with UniFi Network management. Auto-discovery and zero-touch provisioning.'
FROM vendors v WHERE v.slug = 'ubiquiti'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'USW-Pro-Aggregation', 'UniFi Pro', 'DataCenter', 'L2',
'{"10G_SFP+": 28, "25G_SFP28": 4}'::jsonb, 32, 25, 0.76, 565,
'Broadcom', 'Memory Pipeline', 'Active', false, false, false,
'28-port 10GbE aggregation switch with 4x 25G uplinks. Layer 2 with UniFi ecosystem integration.'
FROM vendors v WHERE v.slug = 'ubiquiti'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'USW-EnterpriseXG-24', 'UniFi Enterprise', 'Campus', 'L2',
'{"10G_RJ45": 24, "25G_SFP28": 2}'::jsonb, 26, 25, 0.530, 393,
'Broadcom', 'Memory Pipeline', 'Active', false, false, false,
'24-port 10GbE enterprise switch with 2x 25G SFP28. High-performance campus distribution with UniFi management.'
FROM vendors v WHERE v.slug = 'ubiquiti'
ON CONFLICT DO NOTHING;
-- === FS.COM ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, is_whitebox, sonic_compatible, description)
SELECT v.id, 'N8560-32C', 'N8500', 'DataCenter', 'L3',
'{"100G_QSFP28": 32}'::jsonb, 32, 100, 6.4, 2380,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true, true,
'32-port 100GbE open networking switch from FS.COM. SONiC/Cumulus compatible at competitive pricing.'
FROM vendors v WHERE v.slug = 'fs-com'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, description)
SELECT v.id, 'S5860-48SC', 'S5800', 'Campus', 'L3',
'{"10G_SFP+": 48, "100G_QSFP28": 8}'::jsonb, 56, 100, 1.76, 1310,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true,
'48-port 10GbE campus core/aggregation switch with 8x 100G uplinks. Cost-effective alternative to Cisco/Arista.'
FROM vendors v WHERE v.slug = 'fs-com'
ON CONFLICT DO NOTHING;
-- === ASTERFUSION (more models) ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, is_whitebox, sonic_compatible, description)
SELECT v.id, 'CX532P-N', 'CX500', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 32}'::jsonb, 32, 400, 25.6, 9520,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true, true,
'32-port 400GbE open networking switch with SONiC. Cost-effective spine for medium data center fabrics.'
FROM vendors v WHERE v.slug = 'asterfusion'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, is_whitebox, sonic_compatible, description)
SELECT v.id, 'CX308P-48Y-N', 'CX300', 'DataCenter', 'L3',
'{"25G_SFP28": 48, "100G_QSFP28": 8}'::jsonb, 56, 100, 2.0, 744,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true, true,
'48-port 25GbE access switch with 8x 100G uplinks. SONiC-native with cost-optimized hardware for leaf deployments.'
FROM vendors v WHERE v.slug = 'asterfusion'
ON CONFLICT DO NOTHING;
-- === SUPERMICRO ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, is_whitebox, onie_support, sonic_compatible, description)
SELECT v.id, 'SSE-C4632SRB', 'SuperSwitch', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 32}'::jsonb, 32, 400, 25.6, 9520,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true, true, true,
'32-port 400GbE open networking switch. Supermicro quality with ONIE/SONiC for data center automation.'
FROM vendors v WHERE v.slug = 'supermicro'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, is_whitebox, onie_support, sonic_compatible, description)
SELECT v.id, 'SSE-T7132SR', 'SuperSwitch', 'DataCenter', 'L3',
'{"800G_OSFP": 32}'::jsonb, 32, 800, 51.2, 19000,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true, true, true,
'32-port 800GbE switch for AI/ML cluster networks. ONIE/SONiC with Supermicro BMC management.'
FROM vendors v WHERE v.slug = 'supermicro'
ON CONFLICT DO NOTHING;
-- === Additional Cisco Models ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, '8201-32FH', 'Cisco 8000', 'SP', 'L3',
'{"400G_QSFP-DD": 32}'::jsonb, 32, 400, 12.8, 4760,
'Cisco', 'Silicon One Q100', 'Active', true, false, true, true,
'32-port 400GbE router with Silicon One Q100. Purpose-built for SP routing with SRv6 and FlexAlgo.'
FROM vendors v WHERE v.slug = 'cisco'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, mpls_support, description)
SELECT v.id, '8608', 'Cisco 8000', 'Core', 'L3',
'{"400G_QSFP-DD": 576}'::jsonb, 576, 400, 230.4, 85000,
'Cisco', 'Silicon One Q200', 'Active', true, false, true, true,
'Modular chassis router with Silicon One Q200. 230Tbps for Tier-1 SP core with full SRv6 and segment routing.'
FROM vendors v WHERE v.slug = 'cisco'
ON CONFLICT DO NOTHING;
-- === Additional Arista Models ===
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, openconfig_support, description)
SELECT v.id, '7060X4-32', 'Arista 7060X', 'DataCenter', 'L3',
'{"100G_QSFP28": 32}'::jsonb, 32, 100, 6.4, 2380,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true,
'32-port 100GbE spine/leaf switch. Proven workhorse for EVPN-VXLAN fabrics with CloudVision management.'
FROM vendors v WHERE v.slug = 'arista'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, openconfig_support, description)
SELECT v.id, '7260CX3-64', 'Arista 7260X', 'DataCenter', 'L3',
'{"100G_QSFP28": 64}'::jsonb, 64, 100, 12.8, 4760,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true,
'64-port 100GbE high-density spine switch. Deep buffers for lossless Ethernet and storage networks.'
FROM vendors v WHERE v.slug = 'arista'
ON CONFLICT DO NOTHING;
INSERT INTO switches (vendor_id, model, series, category, layer, ports_config, total_ports, max_speed_gbps, switching_capacity_tbps, forwarding_rate_mpps, asic_vendor, asic_model, lifecycle_status, bgp_support, vxlan_support, evpn_support, openconfig_support, description)
SELECT v.id, '7060PX4-32', 'Arista 7060X', 'DataCenter', 'L3',
'{"400G_QSFP-DD": 32}'::jsonb, 32, 400, 25.6, 9520,
'Broadcom', 'Memory Pipeline', 'Active', true, true, true, true,
'32-port 400GbE switch with deep packet inspection. Network Detection and Response (NDR) analytics built-in.'
FROM vendors v WHERE v.slug = 'arista'
ON CONFLICT DO NOTHING;

27
storage/key_value_stores/default/SDK_CRAWLER_STATISTICS_0.json Normal file
View File

@ -0,0 +1,27 @@
{
"requestsFinished": 7,
"requestsFailed": 0,
"requestsRetries": 0,
"requestsFailedPerMinute": 0,
"requestsFinishedPerMinute": 84,
"requestMinDurationMillis": 217,
"requestMaxDurationMillis": 3669,
"requestTotalFailedDurationMillis": 0,
"requestTotalFinishedDurationMillis": 5667,
"crawlerStartedAt": "2026-03-27T03:06:57.250Z",
"crawlerFinishedAt": "2026-03-27T03:07:02.254Z",
"statsPersistedAt": "2026-03-27T03:07:02.254Z",
"crawlerRuntimeMillis": 5014,
"crawlerLastStartTimestamp": 1774580817240,
"requestRetryHistogram": [
7
],
"statsId": 0,
"requestAvgFailedDurationMillis": null,
"requestAvgFinishedDurationMillis": 810,
"requestTotalDurationMillis": 5667,
"requestsTotal": 7,
"requestsWithStatusCode": {},
"errors": {},
"retryErrors": {}
}

146
storage/key_value_stores/default/SDK_SESSION_POOL_STATE.json Normal file
View File

@ -0,0 +1,146 @@
{
"usableSessionsCount": 7,
"retiredSessionsCount": 0,
"sessions": [
{
"id": "session_4IpwY6VPOc",
"cookieJar": {
"version": "tough-cookie@6.0.1",
"storeType": "MemoryCookieStore",
"rejectPublicSuffixes": true,
"enableLooseMode": false,
"allowSpecialUseDomain": true,
"prefixSecurity": "silent",
"cookies": []
},
"userData": {},
"maxErrorScore": 3,
"errorScoreDecrement": 0.5,
"expiresAt": "2026-03-27T03:56:57.292Z",
"createdAt": "2026-03-27T03:06:57.292Z",
"usageCount": 1,
"maxUsageCount": 50,
"errorScore": 0
},
{
"id": "session_DgcebufZlI",
"cookieJar": {
"version": "tough-cookie@6.0.1",
"storeType": "MemoryCookieStore",
"rejectPublicSuffixes": true,
"enableLooseMode": false,
"allowSpecialUseDomain": true,
"prefixSecurity": "silent",
"cookies": []
},
"userData": {},
"maxErrorScore": 3,
"errorScoreDecrement": 0.5,
"expiresAt": "2026-03-27T03:56:57.295Z",
"createdAt": "2026-03-27T03:06:57.295Z",
"usageCount": 1,
"maxUsageCount": 50,
"errorScore": 0
},
{
"id": "session_nNqMLCXOfI",
"cookieJar": {
"version": "tough-cookie@6.0.1",
"storeType": "MemoryCookieStore",
"rejectPublicSuffixes": true,
"enableLooseMode": false,
"allowSpecialUseDomain": true,
"prefixSecurity": "silent",
"cookies": []
},
"userData": {},
"maxErrorScore": 3,
"errorScoreDecrement": 0.5,
"expiresAt": "2026-03-27T03:56:57.741Z",
"createdAt": "2026-03-27T03:06:57.741Z",
"usageCount": 1,
"maxUsageCount": 50,
"errorScore": 0
},
{
"id": "session_kfhwhKVBAt",
"cookieJar": {
"version": "tough-cookie@6.0.1",
"storeType": "MemoryCookieStore",
"rejectPublicSuffixes": true,
"enableLooseMode": false,
"allowSpecialUseDomain": true,
"prefixSecurity": "silent",
"cookies": []
},
"userData": {},
"maxErrorScore": 3,
"errorScoreDecrement": 0.5,
"expiresAt": "2026-03-27T03:56:57.759Z",
"createdAt": "2026-03-27T03:06:57.759Z",
"usageCount": 1,
"maxUsageCount": 50,
"errorScore": 0
},
{
"id": "session_ROb5OpLaLg",
"cookieJar": {
"version": "tough-cookie@6.0.1",
"storeType": "MemoryCookieStore",
"rejectPublicSuffixes": true,
"enableLooseMode": false,
"allowSpecialUseDomain": true,
"prefixSecurity": "silent",
"cookies": []
},
"userData": {},
"maxErrorScore": 3,
"errorScoreDecrement": 0.5,
"expiresAt": "2026-03-27T03:56:58.061Z",
"createdAt": "2026-03-27T03:06:58.061Z",
"usageCount": 1,
"maxUsageCount": 50,
"errorScore": 0
},
{
"id": "session_qurhUeTMvT",
"cookieJar": {
"version": "tough-cookie@6.0.1",
"storeType": "MemoryCookieStore",
"rejectPublicSuffixes": true,
"enableLooseMode": false,
"allowSpecialUseDomain": true,
"prefixSecurity": "silent",
"cookies": []
},
"userData": {},
"maxErrorScore": 3,
"errorScoreDecrement": 0.5,
"expiresAt": "2026-03-27T03:56:58.348Z",
"createdAt": "2026-03-27T03:06:58.348Z",
"usageCount": 1,
"maxUsageCount": 50,
"errorScore": 0
},
{
"id": "session_ATWD4HqdJf",
"cookieJar": {
"version": "tough-cookie@6.0.1",
"storeType": "MemoryCookieStore",
"rejectPublicSuffixes": true,
"enableLooseMode": false,
"allowSpecialUseDomain": true,
"prefixSecurity": "silent",
"cookies": []
},
"userData": {},
"maxErrorScore": 3,
"errorScoreDecrement": 0.5,
"expiresAt": "2026-03-27T03:56:58.569Z",
"createdAt": "2026-03-27T03:06:58.569Z",
"usageCount": 1,
"maxUsageCount": 50,
"errorScore": 0
}
]
}

9
storage/request_queues/default/Gyz6y01b4kaqVSY.json Normal file
View File

@ -0,0 +1,9 @@
{
"id": "Gyz6y01b4kaqVSY",
"json": "{\"id\":\"Gyz6y01b4kaqVSY\",\"url\":\"https://www.optcore.net/product-category/optical-transceiver/sfp-plus-transceiver/\",\"loadedUrl\":\"https://www.optcore.net/product-category/optical-transceiver/sfp-plus-transceiver/\",\"uniqueKey\":\"https://www.optcore.net/product-category/optical-transceiver/sfp-plus-transceiver\",\"method\":\"GET\",\"noRetry\":false,\"retryCount\":0,\"errorMessages\":[],\"headers\":{},\"userData\":{\"__crawlee\":{\"state\":4}},\"handledAt\":\"2026-03-27T03:06:57.738Z\"}",
"method": "GET",
"orderNo": null,
"retryCount": 0,
"uniqueKey": "https://www.optcore.net/product-category/optical-transceiver/sfp-plus-transceiver",
"url": "https://www.optcore.net/product-category/optical-transceiver/sfp-plus-transceiver/"
}

9
storage/request_queues/default/UDSA3Hqwk1O5rcd.json Normal file
View File

@ -0,0 +1,9 @@
{
"id": "UDSA3Hqwk1O5rcd",
"json": "{\"id\":\"UDSA3Hqwk1O5rcd\",\"url\":\"https://www.optcore.net/product-category/optical-transceiver/sfp-transceiver/\",\"loadedUrl\":\"https://www.optcore.net/product-category/optical-transceiver/sfp-transceiver/\",\"uniqueKey\":\"https://www.optcore.net/product-category/optical-transceiver/sfp-transceiver\",\"method\":\"GET\",\"noRetry\":false,\"retryCount\":0,\"errorMessages\":[],\"headers\":{},\"userData\":{\"__crawlee\":{\"state\":4}},\"handledAt\":\"2026-03-27T03:06:57.758Z\"}",
"method": "GET",
"orderNo": null,
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