Open Data on API Coding

Audit an API Field's Completeness Before You Build a Feature on It

Mon, 21 Sep 2026 00:00:00 +0000

An API’s documentation lists the fields a record can have. It rarely tells you how many records actually have them. Those are different numbers, and on open data APIs the gap is often enormous.

The failure looks like this. You read the schema, spot a field that would make a great feature, build the feature, and then discover the field is populated on four percent of the data. By then the feature is written and the pitch has been made.

GBIF's API Returns CC BY-NC Images by Default, Which Breaks Commercial Use

Mon, 21 Sep 2026 00:00:00 +0000

GBIF is one of the better open data APIs. No key, no registration, generous limits, and well over a billion species occurrence records, a large share of them carrying photographs. It is an obvious source if you need images of living things and you do not want to pay a stock library.

There is a trap in the default response, and it is the kind that does not surface until someone sends you a letter.

Querying USAspending for Federal Contract Awards With a POST Search and No API Key

Mon, 21 Sep 2026 00:00:00 +0000

USAspending publishes every federal award the United States government makes, and the API needs no key, no registration and no authorization header. That combination is rare enough on government data that it is worth saying twice.

The thing that stops most people is the shape of the request. The interesting endpoints are POST, the body is a nested object, and a wrong field name gets you a 400 with little explanation. Here is the working version.

Reading the Launch Library API for Rocket Launch Schedules Without a Key

Mon, 21 Sep 2026 00:00:00 +0000

The Space Devs run Launch Library, a REST API covering orbital and suborbital launches worldwide, past and upcoming. No key, no signup, and a forward schedule that currently runs to 369 launches. If you need a dated calendar of something genuinely interesting, this is one of the easiest open APIs to consume.

The Endpoints

Base URL carries the version in the path:

https://ll.thespacedevs.com/2.3.0/

The three that matter:

launches/upcoming/     everything scheduled ahead
launches/previous/     everything flown
launches/              both
events/upcoming/       spacewalks, dockings, test fires

A minimal call: