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Data Management for the Life Sciences

How to Govern Versioned Datasets on S3 With Quilt

S3 versioning protects against accidents. It does not give datasets the schemas, lineage, or workflow checks that real governance requires. This is the end-to-end pattern we run with biotech teams...

How to Make Amazon S3 Data 21 CFR Part 11 Ready

21 CFR Part 11 was written for paper-era systems and applied to every electronic record since. This is a practical, vendor-neutral checklist for getting S3-backed pharma R&D records ready for a Part...

10 Features Teams Need in a Versioned S3 Data Catalog

S3 is an excellent object store and an inadequate catalog. Teams that build past one bucket eventually need a versioned, searchable, governed layer on top. These are the ten capabilities we look for...