This article is written for pricing leaders who don’t want surprises. We’ll walk through why web scraping projects fail, and where most data providers or in-house teams fall short.

Here’s what you need to know about the best solutions for online retail price extraction in 2026.

Here are the 8 best web scraping companies for competitive data in 2026. Each of the companies are hand-picked and tested to see which ones offer the best real-time data for business success.