Web Scraping & Automation is the production runtime that extracts public web data at scale, validates it against a schema, and lands it in your warehouse on a recurring SLA. It is not a one off Python script. It is a browser pool, proxy rotation, selector contracts, retry plus dead letter queues, validators, and observability, all stitched together so the data keeps flowing well past month three. Van Data Team builds production grade Web Scraping runtimes that feed your warehouse: BigQuery, Snowflake, Postgres, or S3. Playwright first browser pool, selector contracts with drift monitoring, pre write validators, anti bot strategy matched to the target, and observability with proxy bill telemetry. The same senior engineer who scopes your build also hardens it in production.