Users are expressing a need for a specialized data quality tool that combines features like data testing, observability, and governance, as many teams currently rely on in-house solutions or native features.
I mapped 31 specialized data quality tools across features. I included data testing, data observability, shift-left data quality, and unified data trust tools with data governance features. I created a list I intend to keep up to date and added my opinion on what each tool does best: [https://toolsfordata.com/lists/data-quality-tools/](https://toolsfordata.com/lists/data-quality-tools/) I feel most data teams today don’t buy a specialized data quality tool. Most teams I chatted with said they tried several on the list, but no tool stuck. They have other priorities, build in-house or use native features from their data warehouse (SQL queries) or data platform (dbt tests). Why?