Useful articles for Web Scraping

A shopper searches for your product on Amazon, Walmart, Instacart, Target, or another online marketplace. Your brand is listed somewhere on the page. Maybe it appears near the top. Maybe it is buried below five competitors. Maybe the product image is outdated. Maybe the price is higher than expected. Maybe the item is out of stock in one ZIP code but available in another. Maybe the product page has three-star reviews because customers keep complaining about missing size infor

Pricing looks simple from the outside. A product has a cost. A margin target. A competitor price. A selling price. But anyone who has worked inside ecommerce knows the real story is messier. A pricing analyst opens the dashboard on Monday morning and sees last week’s numbers. A category manager wants to know why a fast-moving SKU suddenly dropped in conversion. The ecommerce team suspects a competitor ran a flash discount over the weekend, but nobody has clean proof yet. By t

It usually starts with a small drop. A competitor reduces the price of a fast-moving product by 4%. Not a huge discount. Nothing dramatic. But it happens on a Friday evening, right before weekend traffic starts climbing. Your product stays at the old price. Your team does not notice until Monday morning. By then, the damage is already done. Your listing lost clicks. A few loyal customers switched. The marketplace algorithm picked up stronger conversion on the competitor’s sid