{"_meta":{"schema":"top11-recommend-v1","self":"https://topelevens.com/api/lists/data-catalog-software/recommend","list":"https://topelevens.com/api/lists/data-catalog-software","usage":"Query params: problem (free text), segment (persona/vertical), budget ($, $$, $$$), max_risk (none|low|moderate|elevated, drops firms with higher verified risk), limit (1-11)."},"slug":"data-catalog-software","list_title":"The 11 Best Data Catalog Software (2026)","query":{"problem":null,"segment":null,"budget":null,"max_risk":null},"note":"No problem given, so returning the editorial Top 3.","matched":[{"rank":1,"name":"Alation","url":"https://www.alation.com/","score_out_of_94":9.3,"best_for":"Enterprises that want strong data discovery and query context alongside governance so analysts find trusted data and stewards keep it controlled.","price_band":"$$$$","solves":["Enterprise data discovery","Query-context governance"],"personas":["Data Governance Lead","Analytics Engineer"],"risk_level":"none","risk_summary":"No material public risk signals as of 2026-07-19.","why":"#1 Alation: The strongest all-round enterprise catalog.","anchor":"/data-catalog-software#rank-1"},{"rank":2,"name":"Collibra","url":"https://www.collibra.com/","score_out_of_94":9.1,"best_for":"Regulated enterprises that need deep data governance, policy management, and stewardship workflows with a catalog underneath.","price_band":"$$$$","solves":["Regulated data governance","Policy and lineage at scale"],"personas":["Chief Data Officer","Compliance Steward"],"risk_level":"none","risk_summary":"No material public risk signals as of 2026-07-19.","why":"#2 Collibra: Best for heavy governance and compliance.","anchor":"/data-catalog-software#rank-2"},{"rank":3,"name":"Atlan","url":"https://atlan.com/","score_out_of_94":8.9,"best_for":"Modern data teams on the cloud data stack that want active metadata, fast discovery, and analyst self-service without heavy setup.","price_band":"$$$","solves":["Active metadata on the modern stack","Analyst self-service"],"personas":["Data Platform Lead","Analytics Engineer"],"risk_level":"none","risk_summary":"No material public risk signals as of 2026-07-19.","why":"#3 Atlan: Best active-metadata catalog for cloud stacks.","anchor":"/data-catalog-software#rank-3"}]}