Looker vs Collibra

Side-by-side comparison of AI visibility scores, market position, and capabilities

AI visibility is closely matched (94 vs 91)
Looker logo

Looker

LeaderData & Analytics

Business Intelligence

Google Cloud BI platform with LookML semantic layer ensuring consistent metric definitions across enterprises; $2.6B Google acquisition competing with Tableau and Power BI for enterprise self-service analytics.

AI VisibilityBeta
Overall Score
A94
Category Rank
#3 of 7
AI Consensus
62%
Trend
stable
Per Platform
ChatGPT
89
Perplexity
97
Gemini
87

About

Looker is a business intelligence and data analytics platform now part of Google Cloud — providing the LookML data modeling language, self-service exploration tools, embedded analytics, and natural language querying capabilities that enable data teams to define metrics once and make them available consistently across the organization. Founded in 2012 in Santa Cruz, California by Lloyd Tabb and Ben Porterfield, Looker was acquired by Google for $2.6 billion in 2019 and has been integrated into Google Cloud as the primary BI platform alongside Google Looker Studio (formerly Data Studio).

Full profile
Collibra logo

Collibra

LeaderData Catalog

Data Intelligence & Governance Platform

Collibra is a leading data intelligence platform providing enterprise data catalog, governance, lineage, and quality capabilities for regulated and data-driven organizations.

AI VisibilityBeta
Overall Score
A91
Category Rank
#1 of 1
AI Consensus
60%
Trend
up
Per Platform
ChatGPT
99
Perplexity
95
Gemini
89

About

Collibra is a data intelligence platform that provides enterprise organizations with a unified environment for data catalog, data governance, data lineage, and data quality management — covering the full lifecycle of data trust from asset discovery and documentation through policy enforcement and compliance reporting. The platform's data catalog provides a searchable inventory of data assets enriched with business context — business glossary terms, data classifications, ownership assignments, and stewardship workflows — that allows data consumers to find, understand, and trust data before using it in analytics, reporting, or decision-making. Collibra's governance framework enables organizations to define data policies, assign stewardship responsibilities, manage data requests through structured workflows, and track policy compliance across the data landscape — critical capabilities for regulated industries where data handling must be documented and auditable.

Full profile

AI Visibility Head-to-Head

94
Overall Score
91
#3
Category Rank
#1
62
AI Consensus
60
stable
Trend
up
89
ChatGPT
99
97
Perplexity
95
87
Gemini
89
85
Claude
95
99
Grok
82

Key Details

Category
Business Intelligence
Data Intelligence & Governance Platform
Tier
Leader
Leader
Entity Type
company
brand

Capabilities & Ecosystem

Capabilities

Only Looker
Business Intelligence
Only Collibra
Data Intelligence & Governance Platform

Integrations

Both integrate with
Only Collibra
Looker is classified as company (part of Google Cloud).

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