Data engineers are often responsible for numerous types of data tests: unit tests, integration/component tests, performance tests, and end-to-end tests. Their best hope is to find the automated data testing tools that work for their technologies and try them.

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https://www.eckerson.com/articles/testing-capabilities-and-tools-for-data-engineers-part-2