Pricing managers need trustworthy competitor pricing data  that holds up when you push it into a pricing engine, a dashboard, or a promotion decision. The problem is: scrapers often “fail silently.”  The crawl finishes. The file delivers. Nothing looks obviously broken, until your team notices missing SKUs, weird price swings, or mismatched locations after  decisions were already made. In this article, I’ll break down how scrapers fail most often , the monitoring signals we u

What Is the Frequency We Can Run the Crawler? Crawler frequency (how often we collect the same data from the same sources) is one of the first decisions that determines cost, feasibility, and data quality  in a web scraping program . In theory, you can run a crawler as often as you want. In practice, the “right” frequency is a balance between: How fast the underlying data changes : price, inventory, availability, promotions, fees How much risk you can tolerate : missing chang

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.

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