AWS Glue Data Quality delivers context-specific rule recommendations in seconds

AWS Glue Data Quality now generates data quality rules in seconds, reducing the time to establish data quality checks for your tables in the AWS Glue Data Catalog. You get a ready-to-use set of rules with full coverage across every column, with no manual setup—so you can move from raw data to trusted data faster while authoring pipelines.

This is delivered through a new Advanced mode for rule recommendations, in which AWS Glue Data Quality uses generative AI to detect the intent behind your data and proposes business-relevant rules that reflect how your data is used. You can use this Advanced mode to bootstrap rules for a newly onboarded dataset or establish baseline checks across a large data lake without hand-writing each rule. You review the recommended rules, adjust as needed, and save them as a ruleset to begin monitoring immediately.

Advanced mode is available in the following AWS Regions: Asia Pacific (Melbourne, Osaka, Sydney, Tokyo), Canada (Central), Europe (Frankfurt, Ireland, London, Milan, Paris, Spain, Stockholm, Zurich), US East (N. Virginia, Ohio), and US West (N. California, Oregon).

To get started, see the AWS Glue Data Quality documentation.