Data catalogs and governance for AI
Data catalogs and governance for AI covers metadata catalogs, lineage and governance for datasets and AI assets.
In brief
Data catalogs and governance for AI, in brief.
What it isData catalogs and governance for AI covers metadata catalogs, lineage and governance for datasets and AI assets.
Where it sitsOne of 12 categories in the Data layer. Data is what models learn from and read: datasets, labelling services, document parsing, synthetic data, and the pipelines and databases that carry data into AI applications.
What we track32 products, including Alation, Amazon SageMaker Catalog / Amazon DataZone, Amundsen, Apache Atlas and Apache Gravitino.
The products
32 products in Data catalogs and governance for AI.
Each name opens a search for that product in our index.
ProductMakerIts own site
From our census of 2026-11-08. A product listed here is one that belongs in this category; the search answer says whether we have checked it.
Questions
Data catalogs and governance for AI, answered.
What is Data catalogs and governance for AI in AI infrastructure?Data catalogs and governance for AI covers metadata catalogs, lineage and governance for datasets and AI assets.
Which layer of AI infrastructure is Data catalogs and governance for AI in?Data catalogs and governance for AI is in the Data layer. Data is what models learn from and read: datasets, labelling services, document parsing, synthetic data, and the pipelines and databases that carry data into AI applications.
Which products are in Data catalogs and governance for AI?We track 32 products in Data catalogs and governance for AI, including Alation, Amazon SageMaker Catalog / Amazon DataZone, Amundsen, Apache Atlas, Apache Gravitino, Apache Polaris, Ataccama ONE and Atlan. The full list is on this page.
Data
The other categories in Data.
AI training data licensing marketplacesData & model version controlData pipelines for AIData quality and curationDatasetsDocument parsing / OCRLabeling / annotationMultimodal data lakes & AI-native data formatsOperational databases for AI apps & agentsPII redaction and data privacy for AISynthetic data