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Testing and Monitoring Data Pipelines: Part One

May 26, 2023

Suppose you’re in charge of maintaining a large set of data pipelines from cloud storage or streaming data into a data warehouse. How can you ensure that your data meets expectations after every transformation? That’s where data quality testing comes in. Data testing uses a set of rules to check if the data conforms to certain requirements.

Data tests can be implemented throughout a data pipeline, from the ingestion point to the destination, but some trade-offs are involved.

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