> For the complete documentation index, see [llms.txt](https://guide.data.gov.sg/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://guide.data.gov.sg/user-guide/for-data-consumers.md).

# For data consumers

Guides for anyone looking to find, explore, download, or integrate government data — whether you're a researcher, business, non-profits journalist, or member of the public. All datasets on data.gov.sg are publicly accessible. You don't need to register or log in to search, preview, or download data. An API key is only required for high-volume production use. All datasets on [data.gov.sg](http://data.gov.sg/) are publicly accessible and free to use. Creating a free account lets you track your usage history and helps us understand how data is being used across Singapore — so we can keep improving what we publish.


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# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://guide.data.gov.sg/user-guide/for-data-consumers.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
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Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.