# Functional Testing With Scraping

Functional testing with scraping validates end-to-end data flows: fetching, parsing, normalization, and loading. Automated checks catch breakages from site changes, ensuring reliable pipelines and consistent downstream outputs.

## Additional resources:

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