Does Dataset markup guarantee inclusion in Google Dataset Search?

No. Google's documentation says it understands schema.org Dataset (or W3C DCAT) markup and uses it to surface datasets, but crawling and indexing still apply, and a sitemap helps discovery. Exposure is probabilistic, not guaranteed.

Should a blog post that quotes statistics use Dataset schema?

No. Dataset is for actual downloadable or referenceable data — tables, CSV files, file collections. A post that merely cites a few figures should use Article or FAQPage; use Dataset when you publish the data itself.

How do I make my data reports machine-readable with Dataset schema?

Add schema.org Dataset JSON-LD to the page where you publish the data. Only two properties are required — name and description — and downloadable files are described under distribution as DataDownload objects. Google reads this markup to surface your data in Dataset Search, and it gives machines evidence for identifying you as the original publisher of the numbers.

Updated 2026-07-12

Frequently asked questions

How do I make my data reports machine-readable with Dataset schema?: Add schema.org Dataset JSON-LD to the publishing page. name and description are the only required properties; describe downloadable files under distribution as DataDownload objects. Google reads this markup to surface datasets in Dataset Search.
Does Dataset markup guarantee inclusion in Google Dataset Search?: No. Google's documentation says it understands schema.org Dataset (or W3C DCAT) markup and uses it to surface datasets, but crawling and indexing still apply, and a sitemap helps discovery. Exposure is probabilistic, not guaranteed.
Should a blog post that quotes statistics use Dataset schema?: No. Dataset is for actual downloadable or referenceable data — tables, CSV files, file collections. A post that merely cites a few figures should use Article or FAQPage; use Dataset when you publish the data itself.