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News
Competitor pricing data is only useful if you model its failure modes
4+ day, 20+ hour ago (653+ words) You build a quick scraper to watch competitor prices. It works for a week. Then a retailer changes its HTML, another starts showing member-only discounts, and your dashboard confidently says a $49 product is now $0. Bad pricing data is worse than…...
Competitive pricing is a data pipeline problem before it is a pricing strategy
5+ day, 20+ hour ago (542+ words) 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…...
Before Your Shopping Agent Compares Prices, Test What One Unit Means
6+ day, 4+ hour ago (495+ words) I work on WebAZ. This morning I ran a small, read-only test against our public shopping tool: search for tissue products available to Singapore, sorted by listed price. The useful result was not a flashy recommendation. It was a concrete…...
btoa('café') gives you the wrong bytes, and nothing tells you
6+ day, 20+ hour ago (650+ words) Run this in your browser console: Now encode the same word as UTF-8 first: Same word, two different answers. Both are valid base64. Neither one throws. Only the second is what everyone else means by "café in base64". btoa and atob are…...
Stop Overloading Your Servers: The Magic of Debouncing
1+ week, 3+ day ago (656+ words) What is Debouncing? Debouncing is a programming practice that ensures a function only runs after a certain amount of time has passed since it was last triggered. Instead of firing every single time an event occurs, it 'waits' for a…...
"Built on real paid demand data" — until I checked, and found out how wrong that can still be
2+ week, 14+ hour ago (372+ words) If you're an indie dev, you've probably heard some version of this advice: "don't guess what to build — look at real demand data." I build a product called Idea Miner that's built entirely on that premise: it mines real, budget-backed…...
Comparing prices across retailers is a unit-normalization problem, not a scraping problem
2+ week, 5+ day ago (541+ words) Disclosure: I'm the founder of Popgot, which I use as the example below. The problem and the approach apply regardless of what you build on. Every price comparison project I've seen starts the same way: scrape a bunch of retailers,…...
Ask Workday's public API for 100 jobs and you get zero — with no error
3+ week, 4+ day ago (1150+ words) Every major applicant tracking system publishes its job board as a public JSON endpoint. That part is already well documented, and I'm not going to rewrite it. What isn't documented is what happens once you actually try to read all…...
When a String Assumption Broke Newsletter Tag Filtering in Ruby
4+ week, 1+ day ago (860+ words) A bug doesn't always need hundreds of lines of code to cause a real production problem. Sometimes, one assumption is enough. In this case, the assumption was simple: "Every tag is a String." That assumption lived inside a Ruby filtering…...