Data tooling landscape

A neutral map of the tools used to build data platforms, organised by the plane they serve: from orchestration and storage to governance, security and AI.

152 tools · 10 planes · 37 categories. Listings are editorial and unpaid; any sponsored placement will always be labelled.

All tools

Planes
Categories

Control Plane

Data Plane

Integration & ETL Plane

Data Quality Plane

Observability Plane

Metadata Plane

Data Governance Plane

Security Plane

Visualisation & BI Plane

AI & ML Plane

3 results

Apache Ranger

Data Governance Plane · Access Policy Enforcement

Framework for centrally managing fine-grained access policies across Hadoop and related data services.

  • Open source

Immuta

Data Governance Plane · Access Policy Enforcement

Data security and access governance with policy-based access control for cloud data platforms.

  • Commercial

Privacera (Trust3 AI)

Data Governance Plane · Access Policy Enforcement

Data access governance built on Apache Ranger, for cloud and hybrid data platforms. Rebranded to Trust3 AI in March 2026 under the same company; product documentation still carries the Privacera name.

  • Commercial

Missing a tool?

The landscape is curated editorially for now; public submissions open later. Inclusion is never paid for, and any sponsored placement will be clearly labelled.