# Quality Assurance In Scraping

Quality assurance in scraping validates selectors, fields, completeness, and timeliness. Automated tests, canaries, and sampling catch regressions from layout changes, anti‑bot updates, or network errors before corrupting downstream datasets.

## Additional resources:

[Web Scraping Services](https://www.promptcloud.com/solutions/web-scraping-services/)