The data you need, cleanly.
Competitor pricing every hour. Marketplace product feeds. Lead lists for a niche vertical. Public-record aggregation. We build the scrapers and pipelines that keep running.
What we harvest.
Competitor monitoring
Prices, stock, promos, new SKUs — as often as you like.
Lead generation
Niche directories, industry lists, LinkedIn (compliant).
Catalogue aggregation
Consolidate supplier feeds into one clean product DB.
AI-powered extraction
Unstructured pages → structured JSON via GPT with schema.
Built to keep running.
Scrapers rot the day a target updates their DOM. We architect for that day.
- Residential proxy pool
- Playwright + Puppeteer
- CAPTCHA solving
- Auto-retry with backoff
- Change detection & diffs
- Rate limiting per domain
- Alerting on breakage
- Legal review per target
Extraction FAQs.
We only scrape public data, respect robots.txt when required, throttle politely, and avoid data behind auth or paywalls unless licensed. We won't touch anything grey.
Source strategy — pick the least fragile method
Scraping is the last resort. Fifteen years of extraction work says: use the ladder in this order.
| Source type | First choice | Fallback | Legal note |
|---|---|---|---|
| Structured public data | Official API | Bulk download | Read the ToS; most allow |
| Vendor data | Partner API + contract | Export cron | Contract governs, not scraping law |
| Public web (JS-light) | HTTP + parser | Headless browser | Respect robots.txt + rate limits |
| Public web (SPA-heavy) | Playwright / Puppeteer | Reverse-engineer XHR | XHR reveal is often cleaner |
| Behind login | Human-assisted + session | Manual export | Never share creds across accounts |
| PDF / scans | Layout-aware OCR | LLM-vision extraction | See document-ai for pipeline |
Data quality guards that catch silent breakage
Extractions rot silently. The site adds a class, a field moves, and you don't notice for weeks. These guards catch it fast.
- Schema validation on every run
Zod/pydantic schema per source; run fails loudly if a field disappears or changes type.
- Row-count deltas
Alert if today's extraction is <70% or >150% of trailing 7-day average — usually means source changed.
- Null-rate monitoring
Per-field null rate tracked; sudden jump = selector broke. More sensitive than schema checks.
- Distribution drift
For key numeric fields, alert if mean/median shifts more than 2 sigma between runs.
- Golden record test
5-10 hand-verified records rerun daily; the extraction pipeline fails CI if any differ.
- Poison-record detection
Common failure: page returns 200 with an error banner. We fingerprint known error templates and reject.
Turn the internet into a database.
Scope a projectServing businesses across Rayalaseema
Founder-led website design, development and automation — for businesses in Andhra Pradesh and beyond.
Automate what's costing your team hours
Describe the workflow — we'll reply with what's possible, what it costs, and where to start.
- Personal reply from Siddiq within 24 hours
- Honest advice — no pushy sales, no fake urgency
- Clear next steps, timeline, and estimate