We open-sourced 449 real equipment financing quotes so nobody has to trust our math
We open-sourced 449 real equipment financing quotes so nobody has to trust our math Commercial equipment financing sites are almost always a black b…
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5 states, 2 working filters: scraping US childcare license registries
Five states, one query language, and an "active licenses only" checkbox that only actually filters two of them. That's the trap in scraping US child…
Same API standard, four incompatible schemas: scraping state cosmetology license registries
"Just query the Socrata API" is true and also useless advice. Socrata SODA is a real open standard — New York, Connecticut, Colorado, and Texas all…
Build a fresh trucking-insurance lead feed: every new US carrier with phone + email, updated weekly
When a trucking company registers with the FMCSA and gets its authority, the clock starts on a bunch of things it now legally has to buy: primary li…
Building permits are the best construction leads nobody uses — here's how to pull them from official city open data
Every building permit is a public record of someone about to spend money on construction: the address, the type of work, often the declared project…
The Agricultural Data Africa Needs Already Exists. It's Just 100 Years Old.
The data problem for AI in African agriculture is not a lack of data. It is a structural absence of structured data — the kind that AI agents can qu…
Restaurant Health Inspection Data by City: APIs and Traps
Most large US cities publish restaurant inspections through the same Socrata Open Data API. That uniformity is a trap. The transport is identical; t…
We Tracked 143,424 AI Citations. Nearly Half Point Back to the Vendors Being Recommended
Why I started counting citations At Orbator we ask ChatGPT, Claude, Gemini, Perplexity, and Grok the same buyer-style questions — "best CRM for a 10…
CPSC Recall API: No Pagination and a Broken Hazard Filter
The example in the official docs returns zero results CPSC's Recalls Retrieval Web Services Programmers Guide, version 1.4 dated September 17, 2018,…
How I built an interactive atlas of 767 train routes (React + MapLibre + open data)
I spent a summer building TrainRouter — a free, no-signup interactive map of 767 of the world's notable train routes across 118 countries , from the…
🚀 India Village Finder Introduces Farmer Schemes & Farm-Input Insights
Village Finder is an open-source, serverless, and multilingual map tracking over 78,000 villages across Andhra Pradesh, Telangana, Karnataka, and Ta…
PHP Attributes Can Help Your Docs, But They Won’t Save Them
PHP attributes are a useful documentation tool, but they are a terrible documentation strategy on their own. That is the short version. The appeal i…
8 Free Food & Nutrition APIs (No Key, Tested 2026)
On July 8, 2026 I looked up a barcode that does not exist. Eight zeros. I sent them to Open Food Facts, the largest open nutrition database on the w…
How to Verify a Canadian Contractor Licence — Free Lookup + API (2026)
Every year, homeowners in Canada lose money to unlicensed contractors — and every province has an official registry that would have caught the probl…
10 Free Government APIs With No Key or Signup (2026)
On July 6, 2026 I asked REST Countries for the United States. It answered HTTP 200. Green light, ship it. Then I read the body: "success":false , "d…
sudo 'schland just give me my data
There's an old xkcd. Guy says "make me a sandwich." Gets refused. Says "sudo make me a sandwich." Gets a sandwich. I've been running the same play,…
I rebuilt a Texas city's open data portal in 30 minutes with Claude Code
The City of Kyle, TX has an open data portal. That already puts it ahead of most cities its size: budgets, investment reports, police data, water ut…
Who actually feels lost about Germany's new automatic platform and crypto tax reporting? (a pandas cut)
Since January 2026, if you sell on eBay or Vinted, rent a room on Airbnb, or trade on Coinbase or Bitpanda, the platform now reports your income str…
Europe's brain drain: the biggest loser flips when you normalize per 1,000 residents
Here is a question I could not answer from the headlines: which European countries are actually losing people the fastest, in absolute terms or per…
I cleaned India's Census 2011 data so you never have to
Every Indian data scientist hits the same wall. You need district-level population data. You go to censusindia.gov.in. You find hundreds of inconsis…