{ "id": "looker-vs-metabase", "ids": [ "looker", "metabase" ], "title": "Looker vs Metabase: business intelligence models, dashboards and viewer access", "heading": "Looker vs Metabase", "kicker": "Business software comparison", "deck": "Looker is a candidate when governed semantic definitions and connected warehouse analytics are central. Metabase is a candidate for its selected query, model and dashboard workflow. Reproduce one metric and its access policy rather than treating every analytics feature as equivalent.", "description": "Compare Looker vs Metabase for business intelligence models, dashboards and viewer access.", "answerHeading": "Which option fits the requirement?", "answer": "Looker is a candidate when governed semantic definitions and connected warehouse analytics are central. Metabase is a candidate for its selected query, model and dashboard workflow. Reproduce one metric and its access policy rather than treating every analytics feature as equivalent.", "checkedAt": "2026-10-25", "researchTag": "Deployment, compatibility and cost scope", "researchLimit": "Official product material reviewed. Acceptance checks are proposed exercises, not completed product trials, performance measurements or reliability guarantees.", "datasetDescription": "Seven technical differences and four proposed acceptance checks for Looker vs Metabase.", "type": "workflow-buying", "sharedBuyingNeed": "Evaluate alternative approaches to business intelligence models, dashboards and viewer access.", "rows": [ [ "Analytics focus", "Governed business intelligence and embedded analytics", "Business analytics and dashboards" ], [ "Authoring context", "Selected Looker development and analysis environment", "Supported query, question and dashboard authoring" ], [ "Model context", "LookML semantic modelling and governed definitions", "Selected semantic, query and model features" ], [ "Hosting context", "Selected Looker hosting and connected data platform", "Chosen Metabase Cloud or self-managed deployment" ], [ "Distribution", "Selected user, content and embedded-access arrangements", "Selected collection, dashboard and data access controls" ], [ "Evaluation focus", "Semantic definitions, connected warehouse and required viewer roles", "Database access, required permissions and exact plan features" ], [ "Cost components", "Selected Looker agreement, user or embedding scope and warehouse usage", "Selected subscription or self-managed infrastructure, users and support" ] ], "scenarios": [ { "name": "Metric definition", "question": "Can the team build one agreed metric using an authorised copied dataset?", "left": "With Looker, build one agreed metric using an authorised copied dataset.", "right": "With Metabase, build one agreed metric using an authorised copied dataset.", "note": "The result reconciles with an independently specified expected value." }, { "name": "Refresh workflow", "question": "Can the team update the sample source and refresh the analysis?", "left": "With Looker, update the sample source and refresh the analysis.", "right": "With Metabase, update the sample source and refresh the analysis.", "note": "The team can explain when and how the change becomes visible." }, { "name": "Restricted viewer", "question": "Can the team inspect the result using a limited test viewer account?", "left": "With Looker, inspect the result using a limited test viewer account.", "right": "With Metabase, inspect the result using a limited test viewer account.", "note": "Only the intended rows and content are accessible." }, { "name": "Distribution quote", "question": "Can the team scope authoring, hosting, refresh and the actual viewer population?", "left": "With Looker, scope authoring, hosting, refresh and the actual viewer population.", "right": "With Metabase, scope authoring, hosting, refresh and the actual viewer population.", "note": "All required licences, capacity and connected data costs are identified." } ], "exampleTable": { "caption": "Proposed exercises using copied files, test accounts or other authorised non-production material. Record the app edition, device, settings and observed outcome.", "headers": [ "Requirement", "Proposed exercise", "Accept when" ], "rows": [ [ "Metric definition", "Build one agreed metric using an authorised copied dataset.", "The result reconciles with an independently specified expected value." ], [ "Refresh workflow", "Update the sample source and refresh the analysis.", "The team can explain when and how the change becomes visible." ], [ "Restricted viewer", "Inspect the result using a limited test viewer account.", "Only the intended rows and content are accessible." ], [ "Distribution quote", "Scope authoring, hosting, refresh and the actual viewer population.", "All required licences, capacity and connected data costs are identified." ] ] }, "sections": [ { "id": "scope-and-architecture", "navLabel": "Product fit", "title": "Workflow and product fit", "paragraphs": [ "Looker is a candidate when governed semantic definitions and connected warehouse analytics are central. Metabase is a candidate for its selected query, model and dashboard workflow. Reproduce one metric and its access policy rather than treating every analytics feature as equivalent.", "Compare the actual analytics product and deployment, including authoring, data modelling, refresh, permissions and viewer access. Looker is distinct from Looker Studio. Qlik Sense client-managed deployments and Qlik Cloud have differences, and Tableau authoring and hosting products have separate responsibilities. A public sharing route is not equivalent to controlled business distribution." ], "links": [ { "url": "https://cloud.google.com/looker", "label": "Looker product information" }, { "url": "https://www.metabase.com/", "label": "Metabase product information" } ] }, { "id": "cost-and-migration", "navLabel": "Costs & migration", "title": "Cost and migration planning", "paragraphs": [ "For Looker, include selected Looker agreement, user or embedding scope and warehouse usage. For Metabase, include selected subscription or self-managed infrastructure, users and support. Use the same workload and resilience assumptions, then confirm current vendor terms for the selected configuration.", "Use an authorised copied dataset and agree metric definitions before rebuilding dashboards. Reconcile row counts, calculations, filters, refresh and viewer permissions, and retain the original reports until owners approve the handover." ] } ], "faqs": [ { "question": "How should we choose between Looker and Metabase?", "answer": "Looker is a candidate when governed semantic definitions and connected warehouse analytics are central. Metabase is a candidate for its selected query, model and dashboard workflow. Reproduce one metric and its access policy rather than treating every analytics feature as equivalent." }, { "question": "Which costs belong in the comparison?", "answer": "For Looker, include selected Looker agreement, user or embedding scope and warehouse usage. For Metabase, include selected subscription or self-managed infrastructure, users and support. Use the same workload and resilience assumptions, then confirm current vendor terms for the selected configuration." }, { "question": "What should we check before switching?", "answer": "Use an authorised copied dataset and agree metric definitions before rebuilding dashboards. Reconcile row counts, calculations, filters, refresh and viewer permissions, and retain the original reports until owners approve the handover." } ], "sources": [ { "url": "https://cloud.google.com/looker", "facts": "Official product scope, deployment and integration context used for business intelligence models, dashboards and viewer access." }, { "url": "https://www.metabase.com/", "facts": "Official product scope, deployment and integration context used for business intelligence models, dashboards and viewer access." } ], "relatedLinks": [ { "path": "/categories/business-intelligence/", "title": "Business Intelligence software" }, { "path": "/guides/business-intelligence-evaluation-checklist/", "title": "Business intelligence evaluation checklist" } ] }