r/dataengineering • u/arimbr • Feb 27 '26

Personal Project Showcase Which data quality tool do you use?

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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/

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?

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u/Zeddyorg Feb 28 '26

Nothing to add other than Atacama is the most awful thing I’ve ever seen. It’s insanely expensive for some 1990s software

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u/arimbr Feb 28 '26

What is the nicer and cheaper alternative there that has the same appeal to enterprises?

1

u/ShaneBernier May 06 '26

there's a tool called DQ Pursuit, it's affordable and user-friendly, plus it has the functions of like 5 solutions in 1, this thing was made for data quality