{"_meta":{"schema":"top11-list-v1","self":"https://topelevens.com/api/lists/data-catalog-software","human_page":"https://topelevens.com/data-catalog-software","markdown":"https://topelevens.com/api/lists/data-catalog-software/md","csv":"https://topelevens.com/api/lists/data-catalog-software/csv","recommend":"https://topelevens.com/api/lists/data-catalog-software/recommend?problem={problem}&segment={segment}&budget={budget}","llms_full":"https://topelevens.com/llms-full.txt","openapi":"https://topelevens.com/openapi.json","mcp":"https://topelevens.com/mcp","license":"https://creativecommons.org/licenses/by/4.0/","generated_at":"2026-07-21T10:14:35.749Z"},"slug":"data-catalog-software","title":"The 11 Best Data Catalog Software (2026)","subtitle":"The best data catalog software is Alation for enterprise discovery and governance, with Collibra the strongest for regulated data governance programs and Atlan the best for modern active-metadata teams built on the cloud data stack.","vertical":"Data · Governance & Metadata","audience":"Data engineers, analysts, and governance leaders who need to find, trust, and govern data assets across warehouses, lakes, and BI tools","category":"Data Software","subsector":"Data Catalog and Metadata Management","answer_capsule":"The best data catalog software is Alation, followed by Collibra and Atlan.","methodology":{"candidate_pool":26,"criteria":[{"name":"Metadata Discovery & Search","weight":25,"description":"How well the catalog crawls sources, builds a searchable inventory, and surfaces the right table or dashboard with business context and usage signals."},{"name":"Data Lineage & Impact Analysis","weight":20,"description":"Column-level and table-level lineage across pipelines and BI, so teams trace where data came from and see what a change downstream will break."},{"name":"Governance, Access & Compliance","weight":20,"description":"Business glossary, policy and access controls, PII tagging, and stewardship workflows that make sensitive data governed rather than just listed."},{"name":"Integrations & Connectors","weight":15,"description":"Breadth of connectors to warehouses, lakes, ETL, and BI tools, plus open APIs that keep metadata flowing without manual entry."},{"name":"Collaboration & Data Literacy","weight":12,"description":"Documentation, annotations, certification, and query context that help analysts trust an asset and help new users understand it."},{"name":"Pricing & Time to Value","weight":8,"description":"Transparency of pricing, deployment effort, and how quickly a data team reaches useful discovery and lineage after connecting sources."}],"version":"v1.0","updated":"2026-07-19","review_cadence":"quarterly","score_cap":9.4},"segment_tags":["Metadata Management","Data Lineage","Data Governance","Data Discovery","Active Metadata"],"problem_tags":["Data Sprawl","Untrusted Data","Manual Lineage","PII Exposure","Tribal Knowledge"],"query_intents":["best data catalog software","alation vs collibra","data lineage tools","active metadata platform","open source data catalog"],"match_index":{"1":{"solves":["Enterprise data discovery","Query-context governance"],"personas":["Data Governance Lead","Analytics Engineer"]},"2":{"solves":["Regulated data governance","Policy and lineage at scale"],"personas":["Chief Data Officer","Compliance Steward"]},"3":{"solves":["Active metadata on the modern stack","Analyst self-service"],"personas":["Data Platform Lead","Analytics Engineer"]},"5":{"solves":["Microsoft-native governance","Purview across Azure and Fabric"],"personas":["Azure Data Architect","Governance Manager"]},"11":{"solves":["Open-source metadata ownership","Self-hosted lineage"],"personas":["Data Engineer","Platform Owner"]}},"guide":[{"q":"What is data catalog software and what problem does it solve?","a":"Data catalog software crawls a company's warehouses, lakes, and BI tools to build a searchable inventory of every table, column, and dashboard, with lineage, ownership, and business context attached. The problem it solves is data sprawl, where analysts cannot find the right dataset, do not trust the one they find, and rely on tribal knowledge about which table is correct. A catalog makes data discoverable, shows where each field came from, and tags sensitive data, so teams find trusted data and governance teams see what needs control."},{"q":"What is the difference between a data catalog and a data governance platform?","a":"They overlap and the line has blurred. A data catalog centers on discovery: crawling sources, indexing metadata, and helping people find and understand data. A data governance platform centers on control: policies, access, glossary standards, and stewardship workflows. Collibra and Informatica lead from the governance side, Atlan and Select Star lead from the discovery side, and Alation spans both, which is why many buyers now evaluate them as one category."}],"how_to_choose":["First, decide whether discovery or governance is the primary driver. Alation and Atlan shine when analysts need to find and trust data fast, while Collibra and Informatica shine when a regulated program needs policy, glossary, and stewardship at enterprise scale.","Next, match the catalog to your stack. Microsoft Purview, Google Dataplex, and AWS Glue Data Catalog are strongest inside their own clouds, whereas Alation, Collibra, and Atlan are cloud-neutral and connect across warehouses and BI tools.","Finally, weigh deployment effort against team size. Enterprise governance suites commonly take months to configure glossary and policies, whereas Secoda, Select Star, and open-source OpenMetadata reach useful discovery and lineage in weeks, so leaner teams should favor faster time to value."],"faqs":[{"q":"What is the best data catalog software?","a":"The best data catalog software for large enterprises is Alation, because it combines strong search, behavioral usage signals, and governance so analysts find trusted data while stewards keep it controlled. Collibra is the best choice for heavily regulated organizations that need deep policy, glossary, and lineage at scale, and Atlan is the strongest option for modern data teams that want active metadata woven into a cloud data stack."},{"q":"Are there free or open-source data catalogs?","a":"Yes. OpenMetadata and DataHub are open-source catalogs you can self-host, giving discovery, lineage, and metadata management without a license fee, though you carry hosting and maintenance. The major cloud providers also include catalogs, such as AWS Glue Data Catalog, that are low cost inside their platforms. Commercial tools like Alation, Collibra, and Atlan add governance depth, connectors, and support that self-hosted options ask you to build and run yourself."},{"q":"How much does data catalog software cost?","a":"Enterprise pricing is quoted rather than published and scales with data sources, users, and modules. Governance-heavy platforms like Collibra, Alation, and Informatica commonly run into six figures per year for large deployments, while modern tools like Atlan, Secoda, and Select Star can start lower for focused teams. Open-source options like OpenMetadata have no license fee but carry hosting and engineering cost, so total cost depends as much on run effort as on subscription."},{"q":"What is data lineage and why does it matter?","a":"Data lineage maps where each dataset came from and where it flows, tracing a dashboard number back through transformations to the source table, ideally down to the column. It matters because it lets teams trust a metric, debug a broken pipeline, and see the downstream impact before changing a table. Strong lineage is a core reason organizations adopt a catalog, since without it a change to one source can silently break reports no one connected to it."}],"honest_disclosures":["Enterprise pricing for Alation, Collibra, Informatica, and the cloud-native catalogs is quoted rather than published, so any figures here are directional rather than firm quotes.","The category spans discovery-first catalogs, governance-first platforms, cloud-native catalogs, and open-source projects, so a lower-ranked option can be the best choice when it matches your cloud or run model.","Scores rely on public documentation, vendor materials, and customer reviews rather than a controlled bench test cataloging the same data estate on every platform."],"glossary":{"term":"Active Metadata","definition":"An approach where metadata is not a static inventory but a continuously updated, two-way signal that flows between tools, driving alerts, access, and automation as data and usage change. Modern catalogs use active metadata so lineage, quality, and popularity stay current and can trigger actions rather than sit in a directory that goes stale.","synonyms":["Metadata Activation","Third-Generation Catalog"],"faq":[]},"changelog":[{"date":"2026-07-19","text":"Initial publication. Methodology v1.0 weights Metadata Discovery & Search (25%), Data Lineage & Impact Analysis (20%), Governance, Access & Compliance (20%), Integrations & Connectors (15%), Collaboration & Data Literacy (12%), and Pricing & Time to Value (8%)."}],"entries":[{"rank":1,"name":"Alation","url":"https://www.alation.com/","founded":2012,"hq":"Redwood City, USA","team_size_band":"501-1,000","best_for":"Enterprises that want strong data discovery and query context alongside governance so analysts find trusted data and stewards keep it controlled.","best_for_short":"Enterprise discovery with governance","pricing_band":"$$$$ (Quoted annually, source and user based)","score_out_of_94":9.3,"score_breakdown":{"Metadata Discovery & Search":9.4,"Data Lineage & Impact Analysis":9,"Governance, Access & Compliance":9.2,"Integrations & Connectors":9.2,"Collaboration & Data Literacy":9.4,"Pricing & Time to Value":8.4},"verdict":"Alation is the best overall catalog because its search learns from how people actually query data and pairs that with a business glossary and stewardship, so analysts find the right table and governance teams keep sensitive data controlled.","verdict_short":"The strongest all-round enterprise catalog.","praise":"Behavioral search that ranks assets by real usage, plus glossary and query context, drives adoption where directory-style catalogs go unused.","praise_short":"Usage-driven search that analysts adopt.","criticism":"It is priced and scoped for larger data organizations, and a full glossary and governance rollout commonly takes months.","criticism_short":"Enterprise pricing; multi-month rollout.","sources_pending":["Alation documentation","Alation pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":false,"integrations":["Snowflake","Databricks","Tableau","Power BI","dbt"],"compliance":["SOC 2","ISO 27001","GDPR","HIPAA"],"regions":["Global (multi-region cloud)"],"onboarding_days":90,"min_team_size":25,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":["Enterprise data discovery","Query-context governance"],"personas":["Data Governance Lead","Analytics Engineer"],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/1","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/1/md","_anchor":"https://topelevens.com/data-catalog-software#rank-1"},{"rank":2,"name":"Collibra","url":"https://www.collibra.com/","founded":2008,"hq":"New York, USA","team_size_band":"1,001-5,000","best_for":"Regulated enterprises that need deep data governance, policy management, and stewardship workflows with a catalog underneath.","best_for_short":"Regulated data governance at scale","pricing_band":"$$$$ (Quoted annually, module and user based)","score_out_of_94":9.1,"score_breakdown":{"Metadata Discovery & Search":8.8,"Data Lineage & Impact Analysis":9.2,"Governance, Access & Compliance":9.4,"Integrations & Connectors":9,"Collaboration & Data Literacy":9,"Pricing & Time to Value":8},"verdict":"Collibra is the best pick for regulated programs because its governance, policy, and stewardship depth sit on a full catalog and lineage, so banks and healthcare organizations prove control over sensitive data end to end.","verdict_short":"Best for heavy governance and compliance.","praise":"Policy management, glossary, and stewardship workflows are the most complete in the category, which suits audited, highly regulated data estates.","praise_short":"Deepest governance and stewardship.","criticism":"Its governance depth comes with configuration weight and enterprise pricing, so discovery-first teams find it heavier than they need.","criticism_short":"Governance-heavy; setup intensive.","sources_pending":["Collibra documentation","Collibra pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":false,"integrations":["Snowflake","Databricks","Tableau","Power BI","Informatica"],"compliance":["SOC 2","ISO 27001","GDPR","HIPAA"],"regions":["Global (multi-region cloud)"],"onboarding_days":120,"min_team_size":25,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":["Regulated data governance","Policy and lineage at scale"],"personas":["Chief Data Officer","Compliance Steward"],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/2","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/2/md","_anchor":"https://topelevens.com/data-catalog-software#rank-2"},{"rank":3,"name":"Atlan","url":"https://atlan.com/","founded":2018,"hq":"New York, USA","team_size_band":"201-500","best_for":"Modern data teams on the cloud data stack that want active metadata, fast discovery, and analyst self-service without heavy setup.","best_for_short":"Active metadata for the modern stack","pricing_band":"$$$ (Quoted annually, user based)","score_out_of_94":8.9,"score_breakdown":{"Metadata Discovery & Search":9.2,"Data Lineage & Impact Analysis":9,"Governance, Access & Compliance":8.6,"Integrations & Connectors":9,"Collaboration & Data Literacy":9,"Pricing & Time to Value":8.6},"verdict":"Atlan is the best fit for modern data teams because it treats metadata as active, pushing lineage, ownership, and context into Slack, dbt, and BI tools, so discovery and trust happen where analysts already work.","verdict_short":"Best active-metadata catalog for cloud stacks.","praise":"A fast, collaborative interface plus column-level lineage and deep dbt and Snowflake integration drive quick adoption among analytics engineers.","praise_short":"Fast, collaborative, deep stack integration.","criticism":"Its governance and policy depth, while growing, is lighter than Collibra for the most heavily regulated stewardship programs.","criticism_short":"Lighter than Collibra on heavy governance.","sources_pending":["Atlan documentation","Atlan pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":false,"integrations":["Snowflake","Databricks","dbt","Tableau","Looker"],"compliance":["SOC 2","ISO 27001","GDPR","HIPAA"],"regions":["Global (multi-region cloud)"],"onboarding_days":45,"min_team_size":10,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":["Active metadata on the modern stack","Analyst self-service"],"personas":["Data Platform Lead","Analytics Engineer"],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/3","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/3/md","_anchor":"https://topelevens.com/data-catalog-software#rank-3"},{"rank":4,"name":"Informatica Cloud Data Governance and Catalog","url":"https://www.informatica.com/products/data-catalog.html","founded":1993,"hq":"Redwood City, USA","team_size_band":"5,001-10,000","best_for":"Enterprises already using Informatica for data management that want catalog, governance, and quality on one AI-driven platform.","best_for_short":"Catalog inside the Informatica platform","pricing_band":"$$$$ (Quoted annually, consumption based)","score_out_of_94":8.6,"score_breakdown":{"Metadata Discovery & Search":8.6,"Data Lineage & Impact Analysis":8.8,"Governance, Access & Compliance":9,"Integrations & Connectors":8.8,"Collaboration & Data Literacy":8.2,"Pricing & Time to Value":7.8},"verdict":"Informatica is the best fit for its own customers because catalog, governance, and data quality run on one platform with AI-driven classification, so an Informatica shop governs data without adding a separate vendor.","verdict_short":"Best catalog for Informatica estates.","praise":"Deep lineage, automated metadata scanning, and native ties to Informatica data quality and integration suit large, established data programs.","praise_short":"Strong lineage on one data platform.","criticism":"Its value is highest for existing Informatica customers, and the broad suite carries enterprise cost and complexity for discovery-only needs.","criticism_short":"Best inside an Informatica estate.","sources_pending":["Informatica documentation","Informatica pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":false,"integrations":["Snowflake","Databricks","AWS","Azure","Tableau"],"compliance":["SOC 2","ISO 27001","GDPR","HIPAA"],"regions":["Global (multi-region cloud)"],"onboarding_days":120,"min_team_size":25,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":[],"personas":[],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/4","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/4/md","_anchor":"https://topelevens.com/data-catalog-software#rank-4"},{"rank":5,"name":"Microsoft Purview","url":"https://www.microsoft.com/en-us/security/business/microsoft-purview","founded":2021,"hq":"Redmond, USA","team_size_band":"10,000+","best_for":"Microsoft-centric organizations that want data cataloging and governance across Azure, Fabric, and Microsoft 365 in one service.","best_for_short":"Catalog native to the Microsoft cloud","pricing_band":"$$$ (Consumption based within Azure)","score_out_of_94":8.4,"score_breakdown":{"Metadata Discovery & Search":8.4,"Data Lineage & Impact Analysis":8.4,"Governance, Access & Compliance":8.8,"Integrations & Connectors":8.6,"Collaboration & Data Literacy":8,"Pricing & Time to Value":8.2},"verdict":"Microsoft Purview is the best choice for Microsoft shops because catalog, classification, and governance span Azure, Fabric, and Microsoft 365 in one service, so data and compliance stay inside the Microsoft security boundary.","verdict_short":"Best catalog for Microsoft-native estates.","praise":"Native scanning across Azure and Fabric plus tight ties to Microsoft 365 compliance give broad coverage without leaving the Microsoft cloud.","praise_short":"Broad coverage inside the Microsoft cloud.","criticism":"Discovery and collaboration features are less refined than discovery-first catalogs, and value is strongest when the estate is mostly Microsoft.","criticism_short":"Best only in a Microsoft-heavy estate.","sources_pending":["Microsoft documentation","Microsoft pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":false,"integrations":["Azure Synapse","Microsoft Fabric","Power BI","Snowflake","SQL Server"],"compliance":["SOC 2","ISO 27001","GDPR","HIPAA"],"regions":["Global (Azure regions)"],"onboarding_days":60,"min_team_size":10,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":["Microsoft-native governance","Purview across Azure and Fabric"],"personas":["Azure Data Architect","Governance Manager"],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/5","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/5/md","_anchor":"https://topelevens.com/data-catalog-software#rank-5"},{"rank":6,"name":"data.world","url":"https://data.world/","founded":2015,"hq":"Austin, USA","team_size_band":"201-500","best_for":"Teams that want a knowledge-graph-based catalog connecting data assets, business context, and AI-ready metadata for analytics and agents.","best_for_short":"Knowledge-graph catalog for AI context","pricing_band":"$$$ (Quoted annually, user based)","score_out_of_94":8.2,"score_breakdown":{"Metadata Discovery & Search":8.2,"Data Lineage & Impact Analysis":8,"Governance, Access & Compliance":8.2,"Integrations & Connectors":8.2,"Collaboration & Data Literacy":8.6,"Pricing & Time to Value":8.2},"verdict":"data.world is the best fit for context-rich analytics because its knowledge graph links tables, terms, and relationships, so both people and AI agents get connected context instead of a flat list of assets.","verdict_short":"Best knowledge-graph catalog for context.","praise":"The graph model captures relationships between assets and business terms, which supports data literacy and grounding for AI use cases.","praise_short":"Graph model rich in business context.","criticism":"Its lineage depth and enterprise governance controls trail the top governance platforms for the most regulated programs.","criticism_short":"Lighter governance than the leaders.","sources_pending":["data.world documentation","data.world pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":false,"integrations":["Snowflake","Databricks","Tableau","Power BI","dbt"],"compliance":["SOC 2","ISO 27001","GDPR","HIPAA"],"regions":["Global (multi-region cloud)"],"onboarding_days":45,"min_team_size":5,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":[],"personas":[],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/6","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/6/md","_anchor":"https://topelevens.com/data-catalog-software#rank-6"},{"rank":7,"name":"Google Cloud Dataplex","url":"https://cloud.google.com/dataplex","founded":2022,"hq":"Mountain View, USA","team_size_band":"10,000+","best_for":"Google Cloud customers that want a catalog and data governance service native to BigQuery and the wider Google data stack.","best_for_short":"Catalog native to Google Cloud","pricing_band":"$$ (Consumption based within Google Cloud)","score_out_of_94":8.1,"score_breakdown":{"Metadata Discovery & Search":8.2,"Data Lineage & Impact Analysis":8.2,"Governance, Access & Compliance":8.4,"Integrations & Connectors":8,"Collaboration & Data Literacy":7.8,"Pricing & Time to Value":8.2},"verdict":"Google Cloud Dataplex is the best choice for BigQuery-centered teams because cataloging, lineage, and governance run natively across the Google data stack, so metadata and access stay inside one Google Cloud boundary.","verdict_short":"Best catalog for BigQuery estates.","praise":"Native BigQuery integration, automatic metadata harvesting, and built-in lineage give Google Cloud teams governance without a separate tool.","praise_short":"Native BigQuery cataloging and lineage.","criticism":"Its strength is inside Google Cloud, so multi-cloud estates and discovery-first teams find it narrower than cloud-neutral catalogs.","criticism_short":"Best only inside Google Cloud.","sources_pending":["Google Cloud documentation","Google Cloud pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":false,"integrations":["BigQuery","Looker","Dataflow","Cloud Storage","Vertex AI"],"compliance":["SOC 2","ISO 27001","GDPR","HIPAA"],"regions":["Global (Google Cloud regions)"],"onboarding_days":45,"min_team_size":5,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":[],"personas":[],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/7","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/7/md","_anchor":"https://topelevens.com/data-catalog-software#rank-7"},{"rank":8,"name":"AWS Glue Data Catalog","url":"https://aws.amazon.com/glue/","founded":2017,"hq":"Seattle, USA","team_size_band":"10,000+","best_for":"AWS-centric teams that want a low-cost, native metadata catalog underpinning analytics across S3, Athena, and Redshift.","best_for_short":"Native low-cost catalog for AWS","pricing_band":"$ (Consumption based within AWS)","score_out_of_94":7.9,"score_breakdown":{"Metadata Discovery & Search":7.8,"Data Lineage & Impact Analysis":7.6,"Governance, Access & Compliance":8,"Integrations & Connectors":8.2,"Collaboration & Data Literacy":7.4,"Pricing & Time to Value":8.6},"verdict":"AWS Glue Data Catalog is the best low-cost foundation for AWS analytics because it registers table and schema metadata natively for Athena, Redshift, and EMR, so query engines share one catalog without extra licensing.","verdict_short":"Best native metadata layer for AWS.","praise":"Native crawlers and a shared metastore for AWS analytics services come at low cost, making it the default catalog for AWS data lakes.","praise_short":"Cheap, native metastore for AWS analytics.","criticism":"It is a technical metastore rather than a business-facing catalog, so discovery, glossary, and stewardship need Lake Formation or a third-party layer.","criticism_short":"Technical metastore, not a business catalog.","sources_pending":["AWS documentation","AWS pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":true,"integrations":["Amazon Athena","Amazon Redshift","Amazon EMR","AWS Lake Formation","Amazon S3"],"compliance":["SOC 2","ISO 27001","GDPR","HIPAA"],"regions":["Global (AWS regions)"],"onboarding_days":21,"min_team_size":3,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":[],"personas":[],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/8","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/8/md","_anchor":"https://topelevens.com/data-catalog-software#rank-8"},{"rank":9,"name":"Secoda","url":"https://www.secoda.co/","founded":2021,"hq":"Toronto, Canada","team_size_band":"51-200","best_for":"Lean data teams that want an AI-assisted catalog with search, lineage, and documentation live in days rather than months.","best_for_short":"Fast AI-assisted catalog for lean teams","pricing_band":"$$ (Quoted annually, user based)","score_out_of_94":7.8,"score_breakdown":{"Metadata Discovery & Search":8,"Data Lineage & Impact Analysis":7.8,"Governance, Access & Compliance":7.4,"Integrations & Connectors":7.8,"Collaboration & Data Literacy":8.2,"Pricing & Time to Value":8.4},"verdict":"Secoda is the best fit for small data teams because it connects sources and delivers AI-assisted search, lineage, and documentation in days, so a lean team gets discovery without an enterprise governance project.","verdict_short":"Best fast catalog for small teams.","praise":"Quick setup, AI-generated documentation, and a clean search experience make it easy for a small team to catalog and trust data fast.","praise_short":"Quick setup with AI documentation.","criticism":"Its governance and policy depth are lighter than enterprise platforms, so heavily regulated programs will outgrow it.","criticism_short":"Lighter governance for regulated programs.","sources_pending":["Secoda documentation","Secoda pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":false,"integrations":["Snowflake","BigQuery","dbt","Looker","Tableau"],"compliance":["SOC 2","GDPR","HIPAA"],"regions":["Global (multi-region cloud)"],"onboarding_days":21,"min_team_size":2,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":[],"personas":[],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/9","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/9/md","_anchor":"https://topelevens.com/data-catalog-software#rank-9"},{"rank":10,"name":"Select Star","url":"https://www.selectstar.com/","founded":2020,"hq":"San Francisco, USA","team_size_band":"11-50","best_for":"Analytics teams that want automated column-level lineage and popularity signals to understand and document their warehouse quickly.","best_for_short":"Automated lineage and usage insight","pricing_band":"$$ (Quoted annually, user based)","score_out_of_94":7.6,"score_breakdown":{"Metadata Discovery & Search":7.8,"Data Lineage & Impact Analysis":8.2,"Governance, Access & Compliance":7.2,"Integrations & Connectors":7.6,"Collaboration & Data Literacy":7.8,"Pricing & Time to Value":8},"verdict":"Select Star is the best fit for teams that lead with lineage because it auto-generates column-level lineage and popularity from query logs, so analysts see how data connects and which assets matter without manual mapping.","verdict_short":"Best automated lineage for analytics teams.","praise":"Automated column-level lineage and usage popularity give fast understanding of a warehouse with little manual documentation effort.","praise_short":"Auto column lineage from query logs.","criticism":"As a smaller vendor its governance controls and connector breadth trail the enterprise catalogs.","criticism_short":"Smaller vendor; lighter governance.","sources_pending":["Select Star documentation","Select Star pricing guidance","G2 reviews"],"price_min":null,"price_max":null,"free_tier":false,"integrations":["Snowflake","BigQuery","dbt","Looker","Tableau"],"compliance":["SOC 2","GDPR"],"regions":["Global (multi-region cloud)"],"onboarding_days":21,"min_team_size":2,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":[],"personas":[],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/10","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/10/md","_anchor":"https://topelevens.com/data-catalog-software#rank-10"},{"rank":11,"is_wildcard":true,"name":"OpenMetadata","url":"https://open-metadata.org/","founded":2021,"hq":"Distributed (open source, Collate)","team_size_band":"11-50","best_for":"Engineering-led teams that want a free, open-source catalog with discovery, lineage, and governance they self-host and control.","best_for_short":"Open-source self-hosted catalog","pricing_band":"$ (Open source; hosting and run cost only)","score_out_of_94":7.5,"score_breakdown":{"Metadata Discovery & Search":7.8,"Data Lineage & Impact Analysis":7.8,"Governance, Access & Compliance":7.4,"Integrations & Connectors":7.6,"Collaboration & Data Literacy":7.4,"Pricing & Time to Value":7.2},"verdict":"OpenMetadata is the wildcard because it delivers discovery, column-level lineage, and governance as open source with a broad connector library, so teams that want to own their metadata avoid a license fee and vendor lock-in.","verdict_short":"Open-source catalog you own and self-host.","praise":"No license fee, an active community, a unified metadata model, and 90-plus connectors give engineering teams a capable catalog they fully control.","praise_short":"Free, community-driven, connector-rich.","criticism":"You carry hosting, upgrades, and support yourself, and the polish and enterprise governance depth trail commercial leaders like Collibra.","criticism_short":"Self-run; you own the operations burden.","sources_pending":["OpenMetadata documentation","OpenMetadata community resources","GitHub repository"],"price_min":0,"price_max":null,"free_tier":true,"integrations":["Snowflake","Databricks","dbt","Airflow","Tableau"],"compliance":["Self-managed (deployment dependent)"],"regions":["Self-hosted (any region)"],"onboarding_days":30,"min_team_size":2,"max_team_size":null,"currency":"USD","setup_fee":null,"risk_signals":{"level":"none","checked":"2026-07-19","summary":"No material public risk signals as of 2026-07-19.","signals":[]},"problems_solved":["Open-source metadata ownership","Self-hosted lineage"],"personas":["Data Engineer","Platform Owner"],"_entry_api":"https://topelevens.com/api/lists/data-catalog-software/11","_entry_md":"https://topelevens.com/api/lists/data-catalog-software/11/md","_anchor":"https://topelevens.com/data-catalog-software#rank-11"}],"editor":{"name":"Top 11 Editorial","credential":"Autonomous AI ranking engine, methodology v1.0 weights public","url":"https://topelevens.com/methodology","conflict_disclosure":"None. The editor of Top 11 is not a candidate on this list."},"published":"2026-07-19","last_verified":"2026-07-19","next_review":"2026-10-17","methodology_version":"v1.0","independence":{"paid_placement":false,"affiliate_links":false,"sponsored_entries":false,"statement":"Top 11 takes no payment from any provider on this list. Scores are computed from a public weighted rubric; methodology weights were locked before entry research began."},"editor_disclosure":null,"freshness":{"cadence":"quarterly","statement":"Re-scored every 90 days."},"stats":{"candidate_pool":26,"ranked":11,"average_score":8.22,"spread_top_to_bottom":1.8}}