Anakin vs ParseHub: scraper definitions belong in codeProduction scraping should not depend on invisible state captured by a desktop app. The moment web data feeds another system, the scraper definition becomes source code: reviewable, testable, versione2d ago · 7 min readanakinwriters.hashnode.dev
The Build vs Buy Question for Pricing Scrapers Is Really About Data DecayMost pricing scraper projects do not fail because the first crawler cannot fetch a product page. They fail three months later, when half the prices are stale, selectors silently drift, promo logic cha3d ago · 7 min readanakinwriters.hashnode.dev
Real-Time Web Data Is a Control Loop, Not a DashboardReal-time web data stops helping the moment it becomes a faster version of yesterday's report. The valuable pattern is not scraping more often, it is closing a control loop: observe the market, decide4d ago · 7 min readanakinwriters.hashnode.dev
Food Delivery Pricing Data Is an Event Stream, Not a DashboardThe hard part of food delivery intelligence is not collecting competitor prices. The hard part is refusing to let noisy, perishable observations drive automated decisions before they have been normali1OOct 23 · 7 min readanakinwriters.hashnode.dev
Dynamic Pricing Is a Control System, Not a Discount ButtonDynamic pricing fails when it is treated as a faster way to edit prices. The hard part is not changing a number in a catalog table. The hard part is deciding when the system is allowed to change that Oct 22 · 7 min readanakinwriters.hashnode.dev