Per-Repository License

Licensing set individually by each repository rather than catalog-wide.

Across the 1,352 finance repositories on the Hugging Face Hub, Apache-2.0 and MIT are the most common tags, with CC-BY, CC-BY-NC, commercial delivery terms, ODC-BY and custom licenses also present - several repos are research-only or non-commercial, and README cards note extra restrictions inherited from scraped upstream data.

In this catalog it appears concretely: - hugging-face-datasets-finance-topic-1-351-datasets — "varies per repository (Apache-2.0 and MIT most common; also CC-BY, CC-BY-NC, commercial delivery terms, ODC-BY, custom)".

License language decides what you may ship to customers. Misreading it has ended product launches, and the gap between free to view and free to redistribute is where most of those failures begin.

The failure mode is concrete: a source can carry the Per-Repository License label while differing from what you need on exactly the dimension that matters — each dataset carries its own license tag that governs reuse, and several are research-only or non-commercial. Comparing two sources on that line usually settles the choice faster than any feature matrix.

You rarely have to take a vendor's word for it. 82.4% of the 1,744 datasets Datadory catalogs are free to access, and hugging-face-datasets-finance-topic-1-351-datasets lets you inspect the real artifact before any budget is committed.

Treat every claim of this attribute as testable:

1. Open hugging-face-datasets-finance-topic-1-351-datasets and confirm its record — "varies per repository (Apache-2.0 and MIT most common; also CC-BY, CC-BY-NC, commercial delivery terms, ODC-BY, custom)" — against the files you actually receive.
2. Pin down update cadence in writing. Across this catalog, 22.6% of 1,744 datasets refresh daily and 64 still arrive only through a manual request form, so ask exactly how fresh each release is.
3. Check whether definitions are verified at all. Field definitions are verified for 1495 of 1,744 datasets (85.7%), and any source you license should meet that bar.
4. Price the delivery route before the license. In this catalog bulk download is the most common access method (725 datasets) ahead of official APIs (574), and 379 sources still require scraping — a maintenance cost that lands on you, not the vendor.

See the term applied to real records: specialized-finance data.

Adjacent concepts worth reading next: - commercial delivery terms 4 attribution - Git-Versioned Datasets - U.S. government commercial delivery terms