Stages of a typical pipeline
A pipeline usually includes ingestion (collecting raw data), processing (cleaning, transforming, validating), and delivery (loading into a warehouse or pushing via API/webhook).
Managed pipelines for web data
For continuously updated sources like e-commerce listings or job postings, a managed pipeline automates the full cycle — scheduled scraping, parsing, quality checks, and delivery — so the customer always receives fresh, ready-to-use data.
