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· Roger Massana · guide, scraping

Pulling structured data out of documentation sites

Docs pages are dense, consistent, and server-rendered, which makes them ideal for extraction. Here's how to turn a reference page into a queryable dataset.


Documentation is one of the most underrated extraction targets. Reference pages are written to be consistent, they are almost always server-rendered, and they pack a lot of structured information into a predictable layout. If you have ever wanted a machine-readable version of an API reference, a CLI manual, or a glossary, the data is right there in the HTML.

What you can pull

Take a typical API reference page. Buried in the prose and code blocks is a clean record:

const endpoint = await client.extract({
  url: "https://docs.example.com/api/users",
  schema: {
    method: z.string(),
    path: z.string(),
    summary: z.string(),
    parameters: z.array(z.object({
      name: z.string(),
      type: z.string(),
      required: z.boolean(),
    })),
  },
});

Run that across every page in a reference and you have rebuilt a structured API spec from rendered docs, without anyone publishing one.

Why docs extract cleanly

Three properties make documentation friendly:

A real use: keeping an integration in sync

Here is where this earns its keep. You depend on a third-party API. They change a parameter, deprecate an endpoint, or add a required field, and they announce it only in their docs. Extract the reference on a schedule, diff today’s structured output against yesterday’s, and you get an alert the moment the contract changes. No more finding out from a production error.

The honest caveat

Not all docs are this friendly. Some sites render entirely client-side, gate content behind a login, or change their layout with every release. The approach here works best on public, server-rendered references, which is most of them, but check before you build a pipeline on top of one.

Try it

Point it at a docs page you care about and describe the fields you want. Run the live demo, or start free to run it on a schedule.


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