Atlas plans and applies database schema changes through declarative or versioned workflows on APIs and self-hosted systems.
- Home
- Analytics & Data
- Data Lineage Tools
Best Data Lineage Tools 2026
Facts read 30 Sep 2026 – 15 Oct 2026
Atlas leads this list of 43 (record score 6.3, free plan). Microsoft Defender for Business is next (record score 5.6), and Coalesce Catalog is the next highest-placed with a free plan (record score 5.0).
Data lineage tools map how data moves through pipelines, columns and reports. They help teams trace dependencies and understand downstream effects before changing a source or workflow.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Atlas | Atlas plans and applies database schema changes through declarative or versioned workflows on APIs and self-hosted systems. | 6.3 | $39 a month | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 02 Microsoft Defender for Business | 5.6 | — | Free trial | Android, iPhone & iPad, Windows, Mac | 9 Oct 2026 | |
| 03 Coalesce Catalog | Catalog is intended for data engineers and analysts, with a design intended for use across an organization without training. | 5.0 | $150 a month, billed yearly | Free plan | Web, Browser extension, API | 15 Oct 2026 |
| 04 Apache Atlas | Apache Atlas catalogs, classifies and governs data assets with metadata types, relationships and lineage propagation. | 4.9 | Free plan | Free plan | Web, Linux, API, Self-hosted | 14 Oct 2026 |
| 05 OpenDataDiscovery Platform | OpenDataDiscovery Platform catalogs data with search, filters and end-to-end lineage for data objects and microservices. | 4.9 | Free plan | Free plan | Web, Linux, API, Self-hosted | 11 Oct 2026 |
| 06 Egeria | Egeria exchanges and manages metadata across tools and platforms with an open schema of more than 600 types. | 4.8 | Free plan | Free plan | Web, Windows, Mac, Linux | 11 Oct 2026 |
| 07 Marquez | Marquez stores and visualizes OpenLineage metadata from jobs and applications through an OpenLineage-compatible server. | 4.8 | Free plan | Free plan | Web, Windows, Mac, Linux | 11 Oct 2026 |
| 08 Dataedo | Dataedo catalogs data knowledge for discovery, documentation and sharing, with profiling and quality monitoring. | 4.6 | $18,000 a year | Free trial | Web, Windows, Browser extension, Self-hosted | 30 Sep 2026 |
| 09 Grai | Grai suits people who need to trace data relationships across systems and validate how changes affect downstream data. | 4.6 | Free plan | Free plan | Web, Linux, API, Self-hosted | 30 Sep 2026 |
| 10 Amazon DataZone | DataZone suits engineers, data scientists, product managers, analysts, and business users who need to find, access, and collaborate around organizational data. | 4.3 | Free plan | Free plan | Web, API | 7 Oct 2026 |
Use the list to compare free plans, paid entry points, automated discovery, lineage coverage, impact analysis and deployment options. Platform choices include web, API, self-hosted, Linux, extensions and Windows.
Microsoft Defender for Business
AndroidiPhone & iPadWindows+2Coalesce Catalog
Catalog is intended for data engineers and analysts, with a design intended for use across an organization without training.
WebBrowser extensionAPIApache Atlas
Apache Atlas catalogs, classifies and governs data assets with metadata types, relationships and lineage propagation.
WebLinuxAPI+1OpenDataDiscovery Platform
OpenDataDiscovery Platform catalogs data with search, filters and end-to-end lineage for data objects and microservices.
WebLinuxAPI+1Egeria exchanges and manages metadata across tools and platforms with an open schema of more than 600 types.
Marquez stores and visualizes OpenLineage metadata from jobs and applications through an OpenLineage-compatible server.
Dataedo catalogs data knowledge for discovery, documentation and sharing, with profiling and quality monitoring.
Grai suits people who need to trace data relationships across systems and validate how changes affect downstream data.
DataZone suits engineers, data scientists, product managers, analysts, and business users who need to find, access, and collaborate around organizational data.
SQLLineage analyzes SQL to show table and column lineage, intermediate tables and browser-based DAGs.
Collate connects data sources with 130-plus connectors and adds metadata, lineage, quality and AI features.
OpenMetadata connects cataloging, governance, data quality, observability and lineage through a graph for people and AI agents.
It suits organizations that need to unify customer profiles and activate permissioned data across engagement systems.
Spline tracks data pipelines and lineage, then shows the resulting graph in a web UI through APIs.
Truedat is a data governance solution with business glossary, catalog and automatically loaded technical metadata.
Zeenea helps teams discover and govern data with catalog, metadata, lineage and marketplace tools plus 100-plus connectors.
Alex Solutions is an enterprise data operations platform with automated lineage, metadata and governance workflows.
CastorDoc helps teams find, govern and analyze data through a catalog with natural-language search.
Datameer is a cloud data platform available through web and API connections.
BigID maps data origins, movement, dependencies, access and AI use across systems and workflows.
DataHub Cloud captures lineage and displays field changes and downstream effects with interactive views.
Alation Data Lineage shows data paths, changes and dependencies using visual maps and captured metadata.
Before you choose
Compare free access and paid entry points
A free plan can support an initial review without a paid commitment. Atlas lists a free plan, paid access from $9 per user per month and a 30-day trial; Coalesce Catalog lists a free plan, paid access from $150 per user per month on annual billing and a 30-day trial.
Amazon DataZone lists a paid model from $10 and also marks a free plan. Check whether the free option covers the lineage views and deployment path you need.
Match lineage coverage to your work
Compare automated discovery with column-level, pipeline and report lineage. These views answer different questions: where a field came from, how a pipeline connects, or which report depends on a source.
Impact analysis can help you review downstream effects before a change. Look for the combination that matches your data flows rather than relying on a single lineage view.
Check where the tool runs
Web access appears across the category, with API and self-hosted options also available. Linux, Windows and browser-extension deployments cover different operating needs.
Confirm the deployment model before selecting a tool. A self-hosted setup may fit teams that need control over where the service runs, while an API can support integration with existing workflows.
Review licensing and source access
Apache Atlas, OpenDataDiscovery Platform and OpenMetadata list open-source pricing or source availability. Grai, Spline and SQLLineage list free plans.
If you need to read or change the code, check the tool's licence and deployment requirements. A free plan and an open-source project are different ways to evaluate a tool.