AWS Glue Data Quality Supports Distribution Statistics for Enhanced Profiling

Distribution Analyzer integration provides detailed frequency and histogram statistics to improve data reliability.

By Oliver Grant · Editorial pseudonym · 2026-07-27 · 1 min read

AI-ASSISTED REPORTING · RETROSPECTIVE ARCHIVE

Retrospective edition: 2026-07-27. Source published: 2026-07-27. Added to this archive: 2026-11-03. This briefing was prepared later from the linked announcement; it was not published on this website on the historical edition date.

AWS Glue Data Quality added a Distribution Analyzer that profiles frequency distributions for numeric, categorical, date, and boolean columns using customizable bin counts. This capability surfaces data shape, skewness, outliers, and unexpected patterns without requiring custom code.

Distribution statistics integrate with existing Glue Data Quality rule sets and are stored in Amazon S3 for querying with Athena or visualization through APIs compatible with tools like SageMaker Unified Studio. This enhancement aids data engineers in building more reliable data pipelines through detailed distribution insights.

Source & further reading

AWS Glue Data Quality now supports distribution statistics for data profiling ↗

Source published 2026-07-27. This report was prepared with AI assistance from the linked primary-source material. Claims and limitations should be checked against the original announcement or research.