Great Expectations (GX Core)
Open-source Python library for testing data with declarative 'Expectations'.
Great Expectations (GX Core), Soda have free plans. The highest-ranked is Great Expectations (GX Core) (8.8/10): GX Core open-source library (Apache-2.0), self-hosted
File testing tools validate data files such as CSV, JSON, XML, Excel and Parquet: that each file has the expected structure, that its values pass your rules, and that its contents match the database it was loaded into or extracted from. They are used for vendor data feeds, data lake ingestion and file-based migrations.
| Tool | Score | Free plan | Paid from (annual) | CSV, JSON and XML files | Excel files | Parquet or Avro files | File-to-database comparison | Schema / format validation |
|---|---|---|---|---|---|---|---|---|
| Great Expectations (GX Core) | 8.8/10 | Yes | See vendor | Yes | Yes | Yes | Not confirmed | Yes |
| Soda | 8.2/10 | Yes | See vendor | Yes | Not confirmed | Yes | Not confirmed | Yes |
| Tool | What the free plan includes | First paid plan |
|---|---|---|
| Great Expectations (GX Core) | GX Core open-source library (Apache-2.0), self-hosted | See vendor |
| Soda | Free plan with free Soda Processing Units (SPUs), unlimited users, pipeline testing, metrics observability and alerting; no credit card. Soda Core library is also free to use (Elastic License 2.0). | See vendor |
Open-source Python library for testing data with declarative 'Expectations'.
Data quality platform built around data contracts, with metric monitoring and a Python engine (Soda Core).
Yes. GX Core open-source library (Apache-2.0), self-hosted Paid plans start at see vendor.
Yes. Free plan with free Soda Processing Units (SPUs), unlimited users, pipeline testing, metrics observability and alerting; no credit card. Soda Core library is also free to use (Elastic License 2.0). Paid plans start at see vendor.
Scores come from published, repeatable data (features, free plan, entry price, pricing transparency). No vendor can pay to change a score. Read the methodology · Disclosure.