--- title: "Beyond the Model: Why Data Scientists Must Embrace APIs and API Documentation" url: https://daily.dev/posts/beyond-the-model-why-data-scientists-must-embrace-apis-and-api-documentation-alasl4ufb source_url: https://towardsdatascience.com/beyond-the-model-why-data-scientists-must-embrace-apis-and-api-documentation type: article source: "Towards Data Science" published: 2026-05-24T13:29:46.378Z updated: 2026-05-24T13:30:09.156Z tags: ["python", "data-science", "backend", "rest-api"] reading_time: 15 upvotes: 0 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Beyond the Model: Why Data Scientists Must Embrace APIs and API Documentation **[Towards Data Science](https://daily.dev/sources/tds)** · 15 min read · 0 upvotes · 0 comments ## Summary A practical introduction to REST APIs and API documentation aimed at data scientists. Covers core REST concepts (resources, HTTP methods, status codes, headers), tips for writing good API documentation, and three hands-on examples: fetching country data with Python's requests library, using the Bruno API client with JokeAPI, and querying NASA's APOD API with an API key. Emphasizes why understanding APIs improves collaboration, reproducibility, and scalability in data science workflows. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [How to Design APIs](https://daily.dev/posts/how-to-design-apis-tq8wnikkj) · System Design Codex · 1 upvotes · 0 comments - [How AI and APIs Are Changing Everyday Development Work](https://daily.dev/posts/how-ai-and-apis-are-changing-everyday-development-work-ikqdvjfet) · SitePoint · 0 upvotes · 0 comments --- Tags: [#python](https://daily.dev/tags/python), [#data-science](https://daily.dev/tags/data-science), [#backend](https://daily.dev/tags/backend), [#rest-api](https://daily.dev/tags/rest-api) [View this post on daily.dev](https://daily.dev/posts/beyond-the-model-why-data-scientists-must-embrace-apis-and-api-documentation-alasl4ufb)