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Looker

Analytics & BI

Business intelligence and embedded analytics by Google

Founded 2012San Francisco, CA, USAcustomFrom Contact sales (estimated ~$60,000/year for Standard edition)
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About Looker

Looker (part of Google Cloud) is a modern business intelligence platform that lets data teams define metrics in a single place and deliver consistent, governed analytics to every team in the organisation.

Editorial Assessment

Looker is Google Cloud's enterprise business intelligence platform built around LookML — a proprietary semantic modeling layer that sits above cloud data warehouses to define business metrics once and enforce them consistently across reports, dashboards, embedded analytics, and AI agents. This semantic layer approach addresses a common failure mode in BI environments where multiple analysts produce different numbers for the same question: with LookML, metric definitions live in one governed layer rather than in individual spreadsheets or queries. Google acquired Looker in 2019 and has since integrated it deeply with BigQuery, Vertex AI, and Gemini for AI-augmented analytics. In 2026, Looker introduced a Managed MCP offering connecting LookML semantic intelligence into external AI platforms, and a visual drag-and-drop modeling canvas. Looker is exclusively an enterprise product — pricing starts around $60,000/year for Standard edition and scales significantly. Looker Studio (formerly Google Data Studio) is a separate, free Google product without LookML governance capability.

Strengths
  • LookML semantic layer enforces consistent metric definitions across all reports and teams
  • Deep Google Cloud and BigQuery native integration
  • Strong embedded analytics for building data experiences into third-party SaaS applications
  • Managed MCP offering for semantic intelligence in external AI platforms (2026)
  • Visual drag-and-drop LookML modeling canvas for no-code model authoring (2026 preview)
  • Enterprise security: VPC-SC, Private Service Connect (Enterprise edition)
  • API-first architecture with extensive query and content management APIs
Limitations
  • No public pricing — all editions require contacting Google Cloud sales
  • Estimated starting cost ~$60,000/year for Standard edition — not accessible to SMBs
  • LookML requires dedicated technical expertise to model and maintain
  • Annual subscription commitment; no monthly billing
  • Standard edition limited to 50 users — unlimited users require Enterprise

Best For

Enterprise data teams needing governed, consistent metric definitions Engineering teams building embedded analytics into SaaS products Google Cloud and BigQuery-heavy organizations Organizations connecting LookML semantic models to AI agents and workflows

Not Ideal For

Small to mid-market teams without budget for enterprise BI ($60K+/year)Teams without data engineering resources to write or maintain LookMLOrganizations not using cloud data warehouses

Key Features

LookML semantic modeling for governed metric definitionsThree platform editions: Standard (50 users), Enterprise (unlimited), EmbedEmbedded analytics with iframe and extensible SDKsGemini-powered natural language queryingManaged MCP for AI platform semantic intelligence integrationVisual drag-and-drop LookML modeling canvas (2026 preview)VPC-SC and Private Service Connect (Enterprise)Open SQL Interface for LookML integration with third-party tools

Who It's For

Enterprise data and analytics teamsSaaS companies building embedded analyticsGoogle Cloud platform customersData engineering teams managing complex semantic models

Integrations

Google BigQuerySnowflakeRedshiftSalesforceTableau

Platforms

web api

Founders

  • Lloyd Tabb
  • Ben Porterfield

Products & Tools

Looker (Google Cloud)Enterprise Business Intelligence
Visit

Enterprise BI platform with LookML semantic modeling; Standard, Enterprise, and Embed editions for governed analytics at scale.

customFrom Contact sales
LookML semantic layerEmbedded analyticsGemini AI queryingData governanceScheduled reports
Looker StudioData Visualization / Reporting
Visit

Free data visualization and reporting tool; separate product from Looker Core without LookML governance capability.

freemium · Free planFrom Free; $9/month (Pro)
Report buildingDashboard sharingData connectorsScheduled email reports

Sources & Verification

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Tags

Business IntelligenceData AnalyticsEmbedded BILookML

Category

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Official Website

looker.com

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