Synthesized from 2025/2026 Gartner MQ, Forrester Wave, and field intel.
Comparative Landscape
A side-by-side view of the vendors most often evaluated for governance, data quality, lineage, and master data management. Use it to pressure-test incumbents, scope a short-list, and avoid Ghost Catalog repeats.
Scenario shortcuts
Filters:40 of 40 vendors
Filter by governance path
All vendors are listed. Solutions with less than 50% out-of-the-box automation are flagged with the manual effort required to operate them — useful for scoping stewardship, modeling, or DSL engineering investment.
Collibra
LeaderCMM L4+
Collibra Data Intelligence Platform
Best fit: FoundationalBest fit: Both paths
Governance & CatalogIntegrations 85/100
Deployment
SaaS, private cloud
Pricing band
$$$$
Best for
Large regulated enterprises that need a federated governance operating model with workflow.
Framework fit
DAMA-DMBOK2 · DCAM
Strengths
Mature policy, workflow, and stewardship workflow engine
Strong business glossary and data marketplace UX
Acquired Raito for data access governance; AI Command Center (May 2026) with EU AI Act & NIST AI RMF compliance templates
Native OpenLineage support for AWS Glue and Apache Airflow; AI Copilot for natural-language discovery; Azure AI Foundry + MLflow integrations for model governance
Acquired Deasy Labs (July 2025), extending unified governance to unstructured data (contracts, transcripts, reports, emails) for AI and RAG workflows
Named 2026 Databricks Data Governance Partner of the Year (June 16, 2026) with a bi-directional Unity Catalog integration and a Collibra MCP Server for Databricks Agent Bricks agents
Expanded Google Cloud partnership (April 22, 2026) with bi-directional integration to Google Cloud Knowledge Catalog / Dataplex (public preview)
Watch-outs
High TCO; license + services rarely below $500k/year
Adoption depends on heavy stewardship investment, prone to Ghost Catalog
Raito integration still maturing; native lineage / active metadata still trail Informatica and IBM
Leader for 2nd consecutive year in 2026 Gartner MQ D&A Governance Platforms. Deasy Labs acquisition (Jul 2025) adds unstructured-data governance for AI/RAG.
Vendor entry last re-verified against public sources: 2026-07-24
Informatica
Leader Most integratedCMM L4+
Intelligent Data Management Cloud (IDMC) — now under Salesforce
Best fit: FoundationalBest fit: AI governanceBest fit: Both paths
Governance & CatalogData QualityLineageMaster Data ManagementIntegrations 95/100
Deployment
SaaS (IDMC), hybrid
Pricing band
$$$$
Best for
Enterprises consolidating governance, DQ, MDM, and lineage onto one vendor stack.
Framework fit
DAMA-DMBOK2 · DCAM · CDMC
Strengths
Only vendor positioned as Leader across DQ, governance, and MDM simultaneously
Purview for Agent 365 extends governance and DLP controls to first-party and third-party AI agents
Microsoft Agent 365 reached GA May 1, 2026 ($15/user/month standalone, or bundled in the new Microsoft 365 E7 SKU); Purview is the data-security and DLP governance layer for agents under this offering
Native MDM partner integration (Profisee, Semarchy) publishes golden records back to the catalog
Native lineage across Fabric, Synapse, ADF, Power BI; incremental DQ scans and SQL MI support now GA
Watch-outs
Stewardship workflow and policy management still thin vs. Collibra
Lineage outside Microsoft estate is shallow
MDM is partner-led, not native
Unified Catalog GA. Agent 365 GA May 1, 2026 with Purview as the governance layer. MDM partner integration for golden records.
Vendor entry last re-verified against public sources: 2026-07-24
Alation
VisionaryCMM L3+
Alation Agentic Data Intelligence Platform
Best fit: AI governance
Governance & CatalogIntegrations 80/100
Deployment
SaaS
Pricing band
$$$
Best for
Analytics-led orgs prioritizing catalog adoption and search.
Framework fit
DAMA-DMBOK2
Strengths
Best-in-class catalog UX and search; strong analyst adoption and NPS (600+ global customers)
Launched native Alation Data Quality (agentic AI-powered; no longer partner-only for DQ)
Launched Data Products Marketplace and AI Agent SDK for agentic data management
Leader in 2025 Gartner Metadata Management MQ (5th time); deep BI / Snowflake / Databricks integrations
Watch-outs
Moved from Leader to Visionary in 2026 Gartner D&A Governance MQ (penalized on Ability to Execute)
DQ and MDM still partner-reliant for deeper capabilities beyond the new native DQ layer
Pricing has crept upmarket; SMB fit weakened
Repositioned Visionary in 2026 D&A Governance MQ (was Leader). Launched native DQ, Data Products Marketplace, and AI Agent SDK.
Federated knowledge-graph governance for orgs leaving Collibra or Alation, or standing up a first foundation without rip-and-replace; runs day-to-day with 1-2 part-time Data Stewards.
Framework fit
DAMA-DMBOK2
Strengths
Native Data Quality is built into the platform via Actian Data Observability: automated DQ scoring across completeness, correctness, uniqueness, timeliness, validity, and accuracy; no-code rule building across single or multiple tables; automated remediation (alerts, DQ binning, circuit breaker); real-time reliability signals integrated directly into the data catalog
ML-driven anomaly detection (no sampling) on column values and business metrics, plus data-layer consistency checks across bronze/silver/gold lakehouse layers
Agentic AI Steward GA June 2026: 85% accuracy, ~15 points above benchmarked Gemini and ChatGPT runs; every write requires explicit human accept before commit
Actian AI Analyst (formerly Wobby, March 2026): read-only SemQL semantic layer with Plan Mode, Traces, Debug-in-Studio, and thumbs feedback — structurally cannot fabricate metrics or touch raw data
Stand-up speed: tenant in 1 day, glossary in 1 day (pre-existing or AI Steward) to 1-2 weeks from scratch, connectors 1-2 days each (multiple per day when permissions are pre-cleared)
Activities log records who/what/when on every asset add or modification; viewable in browser and via API for audit and compliance review
Highly configurable Items, properties, relations, and searchable Knowledge Graph attributes; only locked surface is direct database access
Federated knowledge graph; non-invasive on existing estate; CSV import for legacy glossary/properties/lineage and in-flight migration tooling for Collibra and Alation
SaaS Intelligence Platform on AWS with on-prem distributed Scanner; Sampling off by default so customer data never leaves the customer data plane
Two major releases per year plus CICD-driven hotfix path for criticals; MCP-connected tools and third-party AI agent integration
Won 'Data Catalog Solution of the Year' in the 2026 Data Breakthrough Awards, following 'Metadata Management Solution of the Year' in 2025 (independent industry recognition, not a Gartner/Forrester rating)
Rated 'Exemplary' in the 2025 ISG Buyers Guide for Data Intelligence and the 2025 ISG Data Observability Buyers Guide
Completed acquisition of Jaspersoft (embedded analytics and reporting, announced July 6, 2026): ~90 partners across 44 countries and ~1,000 customers; roadmap includes AI-enhanced analytics and agentic BI
Watch-outs
Smaller install base in North America Fortune 500
Pricing not published; module-based (Platform + Scanner + per-Connector) — minimum useful purchase is Platform + 1 Scanner + 2-3 Connectors against business-critical sources
MDM remains partner-led (not independently re-verified against Actian's own site). DQ was historically partner-led for the catalog product but is now native via Actian Data Observability (GA fall 2025), with agentic monitoring (Data Observability Agents + MCP server) added February 2026
AI Steward write path is GA but new (June 2026) — treat the explicit-accept gating as a control, not a formality
Native DQ via Actian Data Observability (GA fall 2025) + Data Observability Agents/MCP (Feb 2026). Agentic Data Steward GA June 2026 (85% accuracy, +15 pts vs Gemini/ChatGPT). Jaspersoft acquisition completed (announced Jul 6, 2026). 2 major releases/year on a full CICD pipeline.
Vendor entry last re-verified against public sources: 2026-07-24
Quest (erwin)
ChallengerCMM L3+
Quest Data Intelligence (part of Quest Trusted Data Management Platform)
Best fit: FoundationalBest fit: Both paths
Governance & CatalogLineageIntegrations 60/100
Deployment
SaaS, on-prem
Pricing band
$$
Best for
Modeling-led shops extending erwin Data Modeler into governance.
Framework fit
DAMA-DMBOK2 · ISO/IEC 11179
Strengths
Rebranded to Quest Data Intelligence (May 2026); platform now unifies Data Modeling, Catalog, Governance, DQ, Marketplace, and Automated Data Product Factory
erwinAI GenAI chatbot for classification, glossary generation, and 7-step automated AI model certification framework
May 2026 expansion: AI assistants for governance, lineage, compliance, data products, DQ, and natural-language access
Strong lineage and impact analysis; tight tie-in to erwin Data Modeler
Watch-outs
UX feels dated vs. Atlan / Alation
Rebrand from erwin to Quest Data Intelligence may confuse incumbents
Cloud-native Quest Data Modeler still newer
Rebranded to Quest Data Intelligence (May 2026). Launched erwinAI chatbot, AI model certification, and expanded to full TDM Platform.
Ataccama
LeaderCMM L3+
Ataccama ONE
Best fit: FoundationalBest fit: AI governanceBest fit: Both paths
Governance & CatalogData QualityMaster Data ManagementIntegrations 70/100
Data engineering teams needing pipeline reliability and freshness SLAs.
Framework fit
DAMA-DMBOK2 (Observability)
Strengths
Raised $135M Series D at $1.6B valuation (May 2022), led by IVP (with Accel, GGV, Redpoint, ICONIQ Growth, Salesforce Ventures, GIC); ~$236M raised to date across 4 rounds. No Series E has been verified from primary sources
Launched Observability Agents (April 2025) for autonomous monitoring and incident triage; Agent Observability covers 80% of AI deployments
Integrations with Salesforce, Snowflake Cortex Agents, and Unstructured Data Monitoring
Strong field-level lineage from query logs; incident workflow and Slack-native alerts
Watch-outs
Observability, not governance — pair with a catalog
Pricing scales aggressively with table count
Launched Agent Observability (Mar 12, 2026). ~$236M raised across 4 rounds; last verified round is Series D (May 2022) — no Series E from primary sources.
Vendor entry last re-verified against public sources: 2026-07-24
IBM Manta Data Lineage (embedded in IBM watsonx.data intelligence)
Best fit: FoundationalBest fit: AI governanceBest fit: Both paths
LineageIntegrations 80/100
Deployment
SaaS, on-prem
Pricing band
$$$
Best for
Audit-grade column-level lineage across legacy ETL and modern stacks.
Framework fit
BCBS 239 · DCAM
Strengths
Fully embedded in IBM watsonx.data intelligence (renamed May 2025)
Deepest scanner library (Informatica, Ab Initio, SAS, dbt, Spark, Power BI); interactive visual lineage graphs combining lineage with glossary and catalog data
identity_keys feature maintains lineage accuracy even when endpoints or connections change
Column-level lineage with diff and impact analysis
Watch-outs
Standalone MANTA licensing future is unclear — roadmap now folded into IBM watsonx
Best value as part of IBM watsonx.data intelligence, not standalone
Now branded IBM Manta Data Lineage, fully embedded in IBM watsonx.data intelligence.
BCBS 239 / DORA regulatory lineage in Tier-1 banks.
Framework fit
BCBS 239 · DCAM · DORA
Strengths
Launched AI lineage tool that drafts lineage mappings via natural language, analyzes impact, and converts unstructured documents into models
AI-assisted lineage accelerates BCBS 239 and DORA compliance
ECB May 2024 guide on attribute-level lineage increases demand for Solidatus-type precision
Designer-grade visual lineage modeling; time-travel and versioned lineage for audits
Watch-outs
Manual modeling effort still higher vs. scanner-based MANTA, even with AI drafting
Smaller install base outside BFSI
Launched AI lineage drafting tool (BCBS 239 / DORA focus).
Octopai (Cloudera)
Niche / SpecialistCMM L3+
Cloudera Data Lineage (formerly Octopai)
Best fit: Foundational
LineageIntegrations 65/100
Deployment
SaaS
Pricing band
$$
Best for
BI-centric lineage across SSIS, Informatica, Tableau, Power BI.
Framework fit
BCBS 239
Strengths
Officially rebranded to Cloudera Data Lineage (v1.0.0 released October 2025)
Spark Connector added June 2025 for runtime lineage of Spark batch jobs (Spark 2.x and 3.x)
November 2025: integrated with Trino, Cloudera SDX, and governance stack for unified data access and lineage
60+ native integrations; universal connector for non-native systems
Watch-outs
Full integration with broader Cloudera platform still evolving
Roadmap depends on Cloudera product strategy
Rebranded to Cloudera Data Lineage (Oct 2025 v1.0.0). Spark Connector added. Now integrated with Trino and Cloudera SDX.
Reltio
LeaderCMM L4+
Reltio Connected Data Platform
Best fit: FoundationalBest fit: AI governanceBest fit: Both paths
Master Data ManagementIntegrations 70/100
Deployment
SaaS
Pricing band
$$$$
Best for
Cloud-native multi-domain MDM at enterprise scale.
Framework fit
ISO 8000 · DAMA MDM
Strengths
Leader in 2026 Gartner MDM MQ — positioned furthest for Completeness of Vision across all 20 evaluated vendors
Leader + Customer Favorite in Forrester Wave MDM Q2 2025 with highest possible score in 14 criteria (Matching, Entity Resolution, Data Privacy, Lineage, Roadmap)
True SaaS, multi-tenant; rapid time-to-value
Graph-based relationships across customer, product, supplier; strong life sciences and BFSI depth
Watch-outs
Premium pricing; consumption can scale fast
Heavy on partner-led implementation
Leader in 2026 Gartner MDM MQ (furthest Vision). Leader + Customer Favorite in Forrester Wave MDM Q2 2025.
Product MDM (PIM) for retail, manufacturing, and CPG.
Framework fit
ISO 8000 · DAMA MDM
Strengths
Leader in 2026 Gartner MDM MQ and Forrester Wave MDM Q2 2025
Top Performer in Hackett Group Digital World Class Matrix MDM 2025; Leader in IDC MarketScape Worldwide Retail PIM 2025
Launched ProductGen AI (September 2025) — generative AI for product content creation embedded in PXDC
Deep product / PIM heritage; strong supplier and asset domains
Watch-outs
Customer / party MDM less differentiated than Reltio
Deep in PIM; thinner in multi-domain customer MDM
Leader in 2026 Gartner MDM MQ and Forrester Wave MDM Q2 2025. Launched ProductGen AI (Sept 2025).
Semarchy
LeaderCMM L3+
Semarchy Data Platform (SDP)
Best fit: FoundationalBest fit: Both paths
Master Data ManagementData QualityIntegrations 55/100
Deployment
SaaS, on-prem
Pricing band
$$$
Best for
Mid-market multi-domain MDM with fast time-to-value.
Framework fit
ISO 8000 · DAMA MDM
Strengths
Leader in 2026 Gartner MDM MQ (3rd consecutive time); 4.8/5 Gartner Peer Insights (97% willing to recommend)
Renamed from Semarchy xDM to Semarchy Data Platform (SDP) with DataOps-Driven Design: native Git, CI/CD, VS Code-based development, and embedded AI design agent
Available as a Snowflake Native App with new integrations for Microsoft Fabric governed data products
Built-in DQ, matching, and stewardship
Watch-outs
Smaller ecosystem than Informatica / Reltio
xDM-to-SDP naming transition may require buyer re-education
Renamed to Semarchy Data Platform (SDP). Leader in 2026 Gartner MDM (3rd year). Snowflake Native App with DataOps and AI design agent.
Regulated enterprises focused on sensitive-data discovery, DSPM, and privacy obligations.
Framework fit
CDMC · NIST Privacy
Strengths
Promoted from Visionary to Challenger in 2026 Gartner D&A Governance MQ — recognized for ML-driven sensitive-data discovery, DSPM, and BigID Next platform
ML-driven sensitive-data discovery across structured and unstructured
Strong DSPM, DSAR, and privacy automation; risk-scoring and remediation workflows
Watch-outs
Catalog UX trails Atlan / Alation for analyst adoption
Pricing scales with data volume scanned
Promoted to Challenger in 2026 Gartner D&A Governance MQ.
Data engineering teams needing pipeline reliability and freshness SLAs.
Actian (HCLSoftware)
Visionary
DAMA-DMBOK2
Category
Governance & Catalog, Data Quality, Lineage
Deployment
SaaS control plane on AWS + on-prem Scanner
Pricing
$$
Automation
78%
Manual effort
~22%
Integrations
68/100
Federated knowledge-graph governance for orgs leaving Collibra or Alation, or standing up a first foundation without rip-and-replace; runs day-to-day with 1-2 part-time Data Stewards.
Secoda
Visionary
DAMA-DMBOK2
Category
Governance & Catalog, Lineage
Deployment
SaaS
Pricing
$$
Automation
70%
Manual effort
~30%
Integrations
60/100
Mid-market modern data stack teams wanting an AI-first catalog.
OpenMetadata
Visionary
DAMA-DMBOK2 (OSS)
Category
Governance & Catalog, Lineage, Data Quality
Deployment
OSS, SaaS (Collate)
Pricing
$
Automation
65%
Manual effort
~35%
Integrations
65/100
Engineering-led teams wanting an OSS catalog with lineage, glossary, and DQ.
DataHub (Acryl)
Visionary
DAMA-DMBOK2 · Data Mesh
Category
Governance & Catalog, Lineage
Deployment
OSS, SaaS (Acryl)
Pricing
$
Automation
65%
Manual effort
~35%
Integrations
70/100
LinkedIn-heritage metadata graph for engineering-owned governance.
Dagster
Visionary
DAMA-DMBOK2 · Data Mesh
Category
Data Quality, Lineage
Deployment
SaaS, OSS
Pricing
$
Automation
65%
Manual effort
~35%
Integrations
60/100
Asset-oriented orchestration with built-in lineage and data quality checks.
Alation
Visionary
DAMA-DMBOK2
Category
Governance & Catalog
Deployment
SaaS
Pricing
$$$
Automation
55%
Manual effort
~45%
Integrations
80/100
Analytics-led orgs prioritizing catalog adoption and search.
data.world
Visionary
DAMA-DMBOK2 · FAIR
Category
Governance & Catalog
Deployment
SaaS
Pricing
$$
Automation
55%
Manual effort
~45%
Integrations
60/100
Knowledge-graph and AI-context use cases (RAG, agent grounding).
Solidatus
Visionary
BCBS 239 · DCAM · DORA
Category
Lineage, Governance & Catalog
Deployment
SaaS, on-prem
Pricing
$$$
Automation
25%
Manual effort
~75%
Integrations
45/100
BCBS 239 / DORA regulatory lineage in Tier-1 banks.
Data engineering teams needing pipeline reliability and freshness SLAs.
Actian (HCLSoftware)
Visionary
Governance & Catalog, Data Quality, Lineage
SaaS control plane on AWS + on-prem Scanner
$$
78
~22%
68
DAMA-DMBOK2
Federated knowledge-graph governance for orgs leaving Collibra or Alation, or standing up a first foundation without rip-and-replace; runs day-to-day with 1-2 part-time Data Stewards.
Secoda
Visionary
Governance & Catalog, Lineage
SaaS
$$
70
~30%
60
DAMA-DMBOK2
Mid-market modern data stack teams wanting an AI-first catalog.
OpenMetadata
Visionary
Governance & Catalog, Lineage, Data Quality
OSS, SaaS (Collate)
$
65
~35%
65
DAMA-DMBOK2 (OSS)
Engineering-led teams wanting an OSS catalog with lineage, glossary, and DQ.
DataHub (Acryl)
Visionary
Governance & Catalog, Lineage
OSS, SaaS (Acryl)
$
65
~35%
70
DAMA-DMBOK2 · Data Mesh
LinkedIn-heritage metadata graph for engineering-owned governance.
Dagster
Visionary
Data Quality, Lineage
SaaS, OSS
$
65
~35%
60
DAMA-DMBOK2 · Data Mesh
Asset-oriented orchestration with built-in lineage and data quality checks.
Alation
Visionary
Governance & Catalog
SaaS
$$$
55
~45%
80
DAMA-DMBOK2
Analytics-led orgs prioritizing catalog adoption and search.
data.world
Visionary
Governance & Catalog
SaaS
$$
55
~45%
60
DAMA-DMBOK2 · FAIR
Knowledge-graph and AI-context use cases (RAG, agent grounding).
Solidatus
Visionary
Lineage, Governance & Catalog
SaaS, on-prem
$$$
25
~75%
45
BCBS 239 · DCAM · DORA
BCBS 239 / DORA regulatory lineage in Tier-1 banks.
