Follow These Best Practices for High-Quality Data Ingestion

How to choose the right tool and integrate it into your data pipeline

Madison Schott
Towards Data Science
8 min readMay 12, 2022

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Photo by Jon Tyson on Unsplash

Data ingestion may just be the most important step in the ETL/ELT process. After all, you can’t do any transformation without data! Data ingestion pipelines connect your tools and databases to your data warehouse, the hub of your entire data stack.

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Analytics Engineer @ ConvertKit, author of the Learn Analytics Engineering newsletter and The ABCS of Analytics Engineering ebook, health & wellness enthusiast