Scraping & Data
We collect public or partner web data at industrial scale. We deliver a data lake operated by us or deploy the pipeline in your own container.
DIY scraping ends up as fragile scripts that break weekly, dirty data nobody trusts, and zero monitoring. When the target changes its HTML you find out late — and corrupted data ends up in your model or dashboard.
Resilient pipelines with retries, proxy rotation, and captcha handling
Automatic normalization and deduplication — consistent data on every run
Schemas validated with Pydantic / Zod: no garbage reaches production
Data lake hosted by us (Postgres + S3) or deployed in your own container
Cron scheduling + on-demand triggers via webhook or API
Health monitoring with alerts when a scraper fails or the target changes markup
We deliver data wherever you need it: hosted data lake, your own Postgres, BigQuery, Snowflake, S3, or webhooks.
Headless browser automation
Pipeline, parsing, and schema validation
Structured data lake and history
Optional deploy on your infra via Docker
- Scraping pipeline in production with cron + alerts
- Documented and versioned schema for each dataset
- Access to the data lake (read-only or read-write per agreement)
- Operational documentation to maintain and extend the scrapers
Is it legal to scrape these sites?
We work with public sites without restricted access. We respect robots.txt and reasonable rate limits. For private or paid data, we guide you toward legal alternatives (official APIs, source agreements).
What happens when the target site changes its HTML?
Monitoring detects the break automatically, you receive an immediate alert, and we have a 24-business-hour SLA to deliver the fix.
Can you integrate with my existing stack?
Yes. Postgres, BigQuery, Snowflake, S3, webhooks, Kafka — we export to whatever destination you already use. We can also keep the pipeline running in your own infrastructure.
Ready when you
are.
30 minutes on Zoom. We listen and assess if we can help. If we're not the right fit, we'll point you to someone who is.