Apache Atlas vs Collibra.
Apache Atlas and Collibra both anchor in catalog & discovery — 8 dimensions differ, 1 hold. Below: posture, coverage diff, and capability matrix.
The ASF's Hadoop-native metadata framework — typed entities, classification propagation via lineage, and Ranger-enforced policies.
Enterprise data-and-AI governance incumbent: catalog, glossary, workflow stewardship, lineage, and a separate ML data-quality module.
Organisations running Hadoop-era estates — Hive, HBase, Kafka, Impala — especially on Cloudera Data Platform, where Atlas ships as the embedded governance layer.
Large, regulated enterprises — banks, insurers, pharma, public sector — that need a governance-first control plane: a real CDO function, formal stewardship, a business glossary, policy enforcement, and auditable lineage for regulations like BCBS 239, GDPR, SOX, HIPAA, and the EU AI Act.
What each is betting on.
Born inside Hortonworks' Data Governance Initiative (announced December 2014, with enterprise partners), entered the Apache Incubator in May 2015 and graduated to a top-level ASF project in June 2017. Today it survives primarily as the governance layer embedded in Cloudera Data Platform, and as the foundation of Microsoft Purview's Data Map, which is based on Atlas and supports Atlas APIs. Release cadence has slowed markedly: 2.3.0 (Dec 2022), 2.4.0 (Jan 2025), 2.5.0 (Apr 2026).
Independent and active as of mid-2026. Founded 2008 in Brussels by VUB researchers; one of the original category-defining governance incumbents. Itself an acquirer, not a target — Raito (access management), Husprey (SQL notebook), and Deasy Labs (unstructured/AI metadata) in 2025, on top of OwlDQ (2021, now the Data Quality & Observability module). Last disclosed private valuation USD 5.25B (2021).
Each tool's current strategic narrative, verbatim from its profile.
Spec sheet diff.
| Apache Atlas | Collibra | |
|---|---|---|
| Vendor | Apache Software Foundation | Collibra |
| Deployment | Self-hosted only | SaaS only |
| License | Open source | Proprietary |
| Pricing | OSS · paid tiers | Contact sales |
| Free tier | Yes | No |
| OSS self-host | Yes | No |
| dbt integration | None | Plugin |
| OpenLineage | None | Consumer |
| Founded | 2015 | 2008 |
| HQ | — | Brussels, Belgium |
Full Apache Atlas pricing → Full Collibra pricing →
Both share Primary cluster: Catalog & discovery · Status: ● active
Each tool's center of gravity.
| Cluster | Apache Atlas | Collibra |
|---|---|---|
| Quality & testing | 0/3 | 2/3 |
| Lineage & metadata | 2/3 | 3/3 |
| Catalog & discovery | 3/3primary | 3/3primary |
Scored 0–3 per cluster on the same rubric across all tools. A 0 means the cluster isn't the tool's focus, not that the feature is absent. See the methodology.
Where they cover different ground.
The declared feature set.
6 of 8 declared features differ — listed first.
These are each tool's self-declared key_features; a blank dot means
undeclared, not impossible.
| Feature | Apache Atlas | Collibra |
|---|---|---|
| Data Contracts Quality & testing | ||
| ML Anomaly Detection Quality & testing | ||
| PII Auto-Classification Catalog & discovery | ||
| Reverse Impact Analysis Lineage & metadata | ||
| Table-Level Lineage Lineage & metadata | ||
| Transformation Lineage Lineage & metadata | ||
| Business Glossary Catalog & discovery | ||
| Column-Level Lineage Lineage & metadata |
Where they disagree.
Catalog & discovery
6 of 9 differ| Apache Atlas | Collibra | |
|---|---|---|
| NL search | ||
| Data contracts | ||
| Governance flows | ||
| Access requests | ||
| PII auto-classify | ||
| Free self-host |
Lineage & metadata
3 of 7 differ| Apache Atlas | Collibra | |
|---|---|---|
| Reverse impact | ||
| Historical | ||
| BI lineage |
When to pick each.
Organisations running Hadoop-era estates — Hive, HBase, Kafka, Impala — especially on Cloudera Data Platform, where Atlas ships as the embedded governance layer. The pairing with Apache Ranger is the reason to choose it: classify a column PII in Atlas and Ranger enforces masking and access policies on the actual data, with classifications propagating automatically through lineage as data moves. That metadata-driven-security loop is still the strongest in open source. Also relevant for teams building against Microsoft Purview, whose Data Map is based on Atlas and supports Atlas APIs — the type system and REST surface transfer directly. Vendor-neutral ASF governance and a genuinely complete Apache-2.0 codebase (no open-core split) round out the case.
Large, regulated enterprises — banks, insurers, pharma, public sector — that need a governance-first control plane: a real CDO function, formal stewardship, a business glossary, policy enforcement, and auditable lineage for regulations like BCBS 239, GDPR, SOX, HIPAA, and the EU AI Act. Collibra is strongest where governance process and accountability matter more than developer ergonomics, and where a single vendor for catalog plus governance plus lineage plus data quality plus AI governance is preferred over best-of-breed point tools.
What each does best.
Apache Atlas stands out for
- Classification propagation via lineage plus Apache Ranger integration — tag-based access control and data masking enforced on the data itself, not just documented in the catalog
- Rigorous typed metadata model (types, entities, first-class relationships) that handles technical and business metadata in one graph
- Vendor-neutral ASF governance and a complete Apache-2.0 codebase — no managed tier holding features back
- Column-level lineage for Hive and Impala, captured in real time by hooks since the 0.8 line — mature and battle-tested within its ecosystem
Collibra stands out for
- The deepest governance and stewardship tooling in the cluster — a configurable workflow engine, business glossary, policies, ownership, and audit trails purpose-built for regulated enterprises
- Broad single-vendor footprint — catalog, lineage (table and column, OpenLineage-aware), an ML data-quality module (from the OwlDQ acquisition), privacy, and AI governance under one platform
- Strong automated lineage with root-cause and downstream impact analysis at table, column, and report level, with in-line transformation context
- A mature, analyst-recognised leader with 100+ catalog integrations and a large regulated-enterprise customer base
Tools both also compete with.
All Apache Atlas alternatives, scored →All Collibra alternatives, scored →
A note on this comparison.
Every capability value above traces to Apache Atlas or Collibra's own structured spec, which links back to its source — nothing here is averaged or smoothed across the two.
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