Competitive pricing is a data pipeline problem before it is a pricing strategy

You get asked to build a feature that “matches competitor prices.” It sounds simple until the first dataset arrives. One competitor includes shipping, another shows a coupon only after login, one page says “from $19.99,” and your scraper quietly captured the price for a used item instead of the new one. That is the part people usually skip when...