Data Governance

An independent, evidence-based ranking of 10 data governance, scored on public signals with full provenance, never on user reviews or paid placement.

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Top signal weightsDevelopment activity 0.14Developer Q&A activity 0.14Security posture 0.12Capabilities 0.12

Rank by intent

Balanced Most adopted Most actively maintained Most secure Best value

Balanced is the citeable default. The facts never change, only how the signals are weighted.

Data Governance ranked by vioscaleAI composite score
#	Software	Score	Confidence
1	ImmutaA platform that controls and authorizes data access for users and systems based on unified policy rules	68	medium · 50%
2	PrivaceraCentralized security control plane for discovering, monitoring, and protecting AI agents across your infrastructure	62	medium · 70%
3	SatoriCloud-native data security platform that discovers, classifies, monitors, and controls access to sensitive data across multi-cloud and on-premises environments	58	low · 47%
4	Egeria	54	medium · 57%
5	OneTrust Data Governance & Discovery	51	high · 75%
6	CollibraA governance and control platform for enterprise data and AI systems	47	low · 12%
7	Varonis Data Security PlatformSecure data and AI systems while detecting threats automatically across your environment	46	low · 29%
8	Apache RangerCentralized authorization and audit management framework for data and AI services	46	medium · 54%
9	Informatica Cloud Data Governance & CatalogA cloud-based data management platform that integrates, governs, and unifies data across enterprise systems with AI-powered insights.	43	low · 29%
10	BigIDA platform for discovering, classifying, and protecting sensitive data across enterprise systems and AI workloads	39	medium · 51%
No tools on this page match that name.

Ranked by the vioscaleAI composite: independent signals, not user reviews. See the method.

Data Governance compared

Head-to-head on the attributes that matter here, with a source and date on every value.

Data Governance: common questions

How does vioscaleAI rank Data Governance?

vioscaleAI ranks data governance on a confidence-weighted blend of independent signals, weighted most on development activity, developer q&a activity, security posture. Scores come from public evidence such as adoption, activity and security posture, never from user reviews or paid placement.

What is the highest-scored tool in Data Governance?

Immuta currently leads with a vioscaleAI composite score of 68/100. The full ranking, with the evidence behind every score, is on this page.

How many tools does vioscaleAI list in Data Governance?

vioscaleAI currently lists 10 in Data Governance, each with a dated, sourced profile.

Can a vendor pay to rank higher in Data Governance?

No. Vendors can claim and correct their profile, but placement can never be bought. That independence is what makes the ranking trustworthy for buyers and AI.