AWS Big Data Blog

Vitalina Komashko

Author: Vitalina Komashko

Monitor data quality in your data lake using PyDeequ and AWS Glue

August 2024: This post was reviewed and updated with examples against a new dataset. Additionally, changed the architecture to use AWS Glue Studio Notebooks and added information on the appropriate Deequ/PyDeequ versions. In our previous post, we introduced PyDeequ, an open-source Python wrapper over Deequ, which enables you to write unit tests on your data […]

Let’s look at PyDeequ’s main components, and how they relate to Deequ (shown in the following diagram)

Testing data quality at scale with PyDeequ

June 2024: This post was reviewed and updated to add instructions for using PyDeequ with Amazon SageMaker Notebook, SageMaker Studio, EMR, and updated the examples against a new dataset. March 2023: You can now use AWS Glue Data Quality to measure and manage the quality of your data. AWS Glue Data Quality is built on Deequ […]