Can you compare Metabase with other BI tools?

Metabase is a business intelligence (BI) tool known for its user-friendly interface, self-service analytics capabilities, and cost-effectiveness, making data exploration accessible to both technical and non-technical users. It offers a free, self-hosted open-source version and competitively priced cloud and enterprise plans. Key features of Metabase include: * **Ease of Use:** An intuitive interface with a no-code query builder allows users to create interactive dashboards and visualizations without SQL knowledge. An SQL editor is also available for advanced users. * **Fast Setup & Integration:** Metabase can be set up quickly, often in under 5 minutes, and integrates with various popular data sources and existing data stacks, including Google Sheets and dbt. It supports connections to databases like Amazon Athena, Redshift, Apache Spark, BigQuery, MySQL, and Microsoft Azure. * **Interactive Dashboards:** Users can build interactive dashboards with drill-throughs and various chart types such as line, bar, pie, heatmaps, and funnels. * **Embedded Analytics:** Metabase supports embedding charts and dashboards into other applications, with white-labeling and multi-tenant options available in its Pro and Enterprise plans. * **Alerts & Security:** It allows users to set up alerts for key metrics via email or Slack and prioritizes data privacy and security with access controls, permissions management, and SOC2 compliance. Here's how Metabase compares to other popular BI tools: **Metabase vs. Power BI** * **Metabase** is generally easier to use, has a lower learning curve, and is more affordable, making it suitable for quick, intuitive data exploration and self-service BI, especially for startups and smaller teams. It's also often easier to embed analytics. * **Power BI** has a steeper learning curve but offers more advanced data analysis, complex data integration (ETL), and detailed visualizations. It is often a better fit for enterprise-level companies with large, complex datasets, dedicated BI teams, and those already invested in the Microsoft ecosystem. Power BI is generally more expensive. **Metabase vs. Tableau** * **Metabase** excels for lean teams needing fast, self-serve insights due to its ease of use, lower learning curve, and affordability. * **Tableau** has a steeper learning curve and is generally more expensive. It is preferred for complex data analysis, advanced data visualization (including sophisticated chart types and geospatial analytics), predictive modeling, and integration with statistical languages like R and Python. Tableau is often chosen by enterprise organizations with robust data teams and extensive customization needs. **Metabase vs. Looker** * **Metabase** offers similar outcomes to Looker at a lower cost and does not require users to learn a proprietary modeling language like LookML. It allows for immediate querying and visualization upon connecting a data source. * **Looker** requires knowledge of LookML for data modeling, which has a significant learning curve. It focuses on strong data governance with advanced modeling for complex data relationships and calculations, primarily using a code-based modeling layer. Looker is generally more expensive and has a more limited selection of visualization options compared to other tools. **Metabase vs. Grafana** * **Metabase** is designed for self-service business intelligence, providing direct database connections for business data analytics and BI-focused visualizations like funnels and heatmaps via its no-code query builder. * **Grafana** specializes in real-time monitoring and observability, connecting to over 100 data sources. It is ideal for complex, multi-system IT environments and offers dynamic dashboards with advanced visual types such as geomaps and flame graphs. Grafana generally has a larger market share in data visualization. In summary, Metabase is a strong contender for organizations seeking an accessible, affordable, and flexible BI solution for self-service analytics and internal reporting. For businesses requiring highly advanced analytics, complex data modeling, extensive customization, or deep integration within specific vendor ecosystems (like Microsoft or Salesforce), tools such as Power BI, Tableau, or Looker might be more suitable. For real-time operational monitoring, Grafana is typically the better choice.

{ "attempts": 1, "backoff_ms_total": 0, "grounding_enabled": true, "latency_ms": 18549, "model": "gemini-2.5-flash", "raw_response": { "automatic_function_calling_history": [], "candidates": [ { "avg_logprobs": null, "citation_metadata": null, "content": { "parts": [ { "code_execution_result": null, "executable_code": null, "file_data": null, "function_call": null, "function_response": null, "inline_data": null, "media_resolution": null, "text": "Metabase is a business intelligence (BI) tool known for its user-friendly interface, self-service analytics capabilities, and cost-effectiveness, making data exploration accessible to both technical and non-technical users. It offers a free, self-hosted open-source version and competitively priced cloud and enterprise plans.\n\nKey features of Metabase include:\n* **Ease of Use:** An intuitive interface with a no-code query builder allows users to create interactive dashboards and visualizations without SQL knowledge. An SQL editor is also available for advanced users.\n* **Fast Setup \u0026 Integration:** Metabase can be set up quickly, often in under 5 minutes, and integrates with various popular data sources and existing data stacks, including Google Sheets and dbt. It supports connections to databases like Amazon Athena, Redshift, Apache Spark, BigQuery, MySQL, and Microsoft Azure.\n* **Interactive Dashboards:** Users can build interactive dashboards with drill-throughs and various chart types such as line, bar, pie, heatmaps, and funnels.\n* **Embedded Analytics:** Metabase supports embedding charts and dashboards into other applications, with white-labeling and multi-tenant options available in its Pro and Enterprise plans.\n* **Alerts \u0026 Security:** It allows users to set up alerts for key metrics via email or Slack and prioritizes data privacy and security with access controls, permissions management, and SOC2 compliance.\n\nHere\u0027s how Metabase compares to other popular BI tools:\n\n**Metabase vs. Power BI**\n* **Metabase** is generally easier to use, has a lower learning curve, and is more affordable, making it suitable for quick, intuitive data exploration and self-service BI, especially for startups and smaller teams. It\u0027s also often easier to embed analytics.\n* **Power BI** has a steeper learning curve but offers more advanced data analysis, complex data integration (ETL), and detailed visualizations. It is often a better fit for enterprise-level companies with large, complex datasets, dedicated BI teams, and those already invested in the Microsoft ecosystem. Power BI is generally more expensive.\n\n**Metabase vs. Tableau**\n* **Metabase** excels for lean teams needing fast, self-serve insights due to its ease of use, lower learning curve, and affordability.\n* **Tableau** has a steeper learning curve and is generally more expensive. It is preferred for complex data analysis, advanced data visualization (including sophisticated chart types and geospatial analytics), predictive modeling, and integration with statistical languages like R and Python. Tableau is often chosen by enterprise organizations with robust data teams and extensive customization needs.\n\n**Metabase vs. Looker**\n* **Metabase** offers similar outcomes to Looker at a lower cost and does not require users to learn a proprietary modeling language like LookML. It allows for immediate querying and visualization upon connecting a data source.\n* **Looker** requires knowledge of LookML for data modeling, which has a significant learning curve. It focuses on strong data governance with advanced modeling for complex data relationships and calculations, primarily using a code-based modeling layer. Looker is generally more expensive and has a more limited selection of visualization options compared to other tools.\n\n**Metabase vs. Grafana**\n* **Metabase** is designed for self-service business intelligence, providing direct database connections for business data analytics and BI-focused visualizations like funnels and heatmaps via its no-code query builder.\n* **Grafana** specializes in real-time monitoring and observability, connecting to over 100 data sources. It is ideal for complex, multi-system IT environments and offers dynamic dashboards with advanced visual types such as geomaps and flame graphs. Grafana generally has a larger market share in data visualization.\n\nIn summary, Metabase is a strong contender for organizations seeking an accessible, affordable, and flexible BI solution for self-service analytics and internal reporting. For businesses requiring highly advanced analytics, complex data modeling, extensive customization, or deep integration within specific vendor ecosystems (like Microsoft or Salesforce), tools such as Power BI, Tableau, or Looker might be more suitable. For real-time operational monitoring, Grafana is typically the better choice.", "thought": null, "thought_signature": null, "video_metadata": null } ], "role": "model" }, "finish_message": null, "finish_reason": "STOP", "grounding_metadata": { "google_maps_widget_context_token": null, "grounding_chunks": [ { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "metabase.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGwlbN6-7k27h_6sRfmQhpsf9w2pRPnWNpt-7ifQOS2eVPLeVG5CwdSw4-uehOGc8T27o4-bzTCt6FRAFq3kOjV8wbnfQhOVaYgmucC60hzk9yusRLQ7lh6BO_RbswZ-WZ5Yt-KlnGgG5RpSw==" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "metabase.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEmWgkijmdaYOIWTRuKT9coKI-SF53IPrC05PxrA4-GgxcC2w89QJdeRhkWg740hunnfql5Pqf1us76ot2VpGuxuhC_9XGWSgJKOwXATWI9kEi1-lv2p5NAfrlkYepLvY3Z26qNPx-o1T8p" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "metabase.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHsw1-jrJqegqno2l2OJ0xYIrLKeQKI22-s2pmkiSBG5QAop41jPJq8nZnsMXUgclonFSDSJ2tNto8KZjg6EPAZYFdEG0sG8OElLJgS7mEABTApEBIoAzkCZcJODyKD_XnUtwiBlnJ6s04=" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "metabase.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHv2GnNVxijQonCpuDgaqIRyb0uhIZg8QKxbD05H0sDQX5a37h-jxLgS_kAjlZS2g_g6GQRniN7MG7T6BvNE2RqovmeDP6QEKDn3Vai0Z312XLjG78YnPkTmXgXAGO-Jgr6dTlfL-zECDtUdYP5XEZu" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "tekpon.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQH4WA4YoSMUGC84_1KI-AodpaxsKsuBGGlpYAwrhu0n6u1_6HCfHnGqhgulw8qRt75HtiAl3VW7zAdpOw3aYwtUqhk3G4lb3GU0415Snp4zExbwBaqAE_HrwUgjbwS15R35iw-owZhpKg==" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "embeddable.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEI48ymnt3--6G4qz2_eims-nYkZzdzM6aMSTj8HHwGeENwUWPmfjN1drwHIrnAT_eTsWE2XWCe0WiV93NAoHGubqf6Ndt6qysyb04qRH2zYgOWAnlsC8JoUa6eWVgEGuS0lw1kfFl9" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "ramp.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFu1uF8gGBak-Bb9nvnyXc3nM0SN2iIOe3noO8m8rSa2hJauJr6RBS8TTiCcC8QE1LXxcKHJ2DI0cPnzrfgavs5oisfk9E9CzxMIw2sxWiBbU6-xHmnxlAa1oIEWtu0XIoG6Zmalg38yb7iOdvI36ViJuFT9R0CcPbqR-M4Lg==" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "spkaa.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGxdElulkVZ69Dc2xhWHp6edA1-ZtXbKhCUKwvUcaQpfbBbRBN47hEaAUG_2WZpdE3MkgQXJaMJmpxf7ope5-b7NbtdVrLBpXOGWwFQON-pngJTCT2ftJOZFiEK50HeDR7zYK8WhFMIx8NWJyRpLXXh7_UYYw==" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "risingwave.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHh-IqOzgXuEcvIDpqE3L0IgliylrDf76oblU_53wPoO0zrpqc7-VhVVO1i4-ij_mzQ48Rx_wjaht3cyp2oYuYWAQVZyWRzP3F4f2kT9nQpA5tnN25pOtnbXlworYBM2cQAcEhyKTpQXCIiCXkBx2qiVTALSjkk3rc4ajvUSw==" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "youtube.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFzrOaQ38tcjRQJN5Tqs9iDHiwixjrS1aD2bTKXlA3XeB2PFwuPL3cwis35qmyzy6jxfJkzRHyItRaa80DYZ_ZRZxXL-I_yq3G7YRlw3N9dFR3-kEmtCeoJZb6yA9I4dvYfDg1-IKg=" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "youtube.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHgjIErur5G-VI33vt3hEeFdNeE72gqgLK7apQTASnLoq-pdg9QmSpNJ2VyS-U6GsAIDZBCQM2-EU0Vw320eG44AKcFN2lWVLfhrqZHxtcZNzCCPEtVYDkpqI8cB4HoiAmnZP4lf74=" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "youtube.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHJ-uAeZK9y8bKO8HFTPX9MaTjlER5E3MoQBeipBrd5Jwkp_soG_YYIWgUIiuvMMjqHe3aSFXqgw9Jc0xAPy4w4P8PqkiIfW-Z_Pzdk6hnlVv6u4-rMy94ovUPi0F3WRcYR274XrG0=" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "youtube.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG3-AzrzZ6tBV-wAIXlPgbnepuLBzXq_7fU6tqeDZVti24U9QADKj9JHmo68u0ytBrWYCqXRQoqD1wvegU2GYD3O3WVgsOnh3Zq4CchXfsKzkRW0CNze4mygNGmSs-sZuwsIi8P7bM=" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "embeddable.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQH938fbpoKD8ZB44VnXwnj-p3VyaIQWYp53PS_7dwXfPteX_upIPp2ELG4IYQuZZjzZYhmocR4Vs--hkXsFsVr-5d-IwzXzJYxql7kWrDeK2qkVgIB9tetaHCqKkWjH9JZI3VoGzKQl" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "usedatabrain.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFjA5flW_ysrXnKuAMO6YKNiG8n7XpfdfNgHni04Em2GwtwhyE6n4q59v2zCXJJXOKsuHYz6M81DeOnSkkCC_NXxowwv9v8VkV2MtXUzdNEMc8pzyop-7ns7hAMavrUsrp4gUf9XC0xxeZ2qLoT" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "spendflo.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQENtZ47KcU1Jcf9GpdvDKKKnTK32MezKNU7TTw4oqln8MN35LSC0l3SEkmNwGYmkBFefjLDIJYMYmkj5yKba8XeF-oR7jsM03N6dO9QZwpcmUyw0NM3Ps8ObvGWYkCSpxDKfS-s" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "embeddable.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFkQ_7HKD0c8x87QzpULSEw0NXz6q3ttzSQFp9ge7pAEFOPMZ4J7F5nKPAheA_2iMykt4yZ88Sogz89XEUMmPaMYtQ9Ssv3rJC3QBEyJkB2H3gaQdeO343H8a8lB2putzZBolHUUNqzXH3Z1g==" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "metabase.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFqAV2GlY0lbvKWHX34oyYSQ8hgJrmqw_mXCrm5jZiilJ4Py2BzgOIuuIE3J5wQQFRIGnn9ORNNDAhW_NF8_KzZm4kdoHy82ES5dyquVN9dfXLF9Z2hjvuks9Ap-Q==" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "houseoffoss.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEKyLZ85lims1o-Dpq5M4wC0yg4q-QhKLXS_nYcMYpHylmnW8Gj898moA_7Y6pf4zzBfPKRz54FCTjvZ24clrCxyIY6ghHknW2FkLSOT4WfgFfDOO2lH181AdtPfaAEwiWDUcUVddymH-whMltQYKkvAfkmm758WPTk3rZ-O6oieFOWngPaYT17fSKqJk9xqdvJomiyQJ2w3dd5Nx9FCLltvCoBCVg=" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "trustradius.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGAbtsYCJ_xohAkDwCjrTZe47MBddJ91a0SMqJ-rlx1MgR1OLMb5YPnvB7tT-Fp3-OBp9CVekg2UqHD-KyrkG0OVHUe2-8nz7EcwvyTDbygoUtfzwzij42GrLY2zYDRGwbmms7L1j4dLCOPhOEhDLdsK2h9q0ybBplm5cw=" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "embeddable.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFjdagsqRM8GWbYNjiLnRY8R8Tw_MW1VTg0gwLGYI_DvYtvF6G8uJHG7DXWmh8YOSNSm5DxhoYUvsjbFvV6enJSbuJAcNk-9Sl--h-ei9rrQNduf14f8d0oWkCT63-DWEI4ElxkfHvgzG_d" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "metabase.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEjRpVedUCBFYkKA1M_xcQ36to3rdd9jezsHWdPhi0fFQkg59aM4nRjVbuIwRYH5irEci6IjI17R86oLmgF636y8vrIww-IN7ke94Rdr_rmd5CX7xdcqkkJTb0i7wel5rQMEBEnG5heGho1GD-HpGZxW4D5i1s3p2LyDiea1uZocA==" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "epoch8.co", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFn8mKeM7ufpdN1trEGBoWjZjzZe_eXGB4V1FDFjAwCu_6d3LF5WGKsF_1csOPZqRbBWBRe9sFM7gEHokgamHDh0wHPeaHonqYtWNdCphc1B2LxuIBmuoMOmcH8TLXU88IPTED-7IQcE4Kk6gL142RcT0SbmZOPKeM3Pea5UCVaNQ9qndcZoEXyRTFhYaUJCBBzadc3Iw==" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "medium.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF0TVAufFPnYZIfD_cOOLB-qCkmRf3qF77QeMgTHQgVXFwkDySpk1eRRgnn4rLqddUruURaqqF7_5lEhO0NcslgieXw15i3mgXPhJp-ikIBbcAElhar_lXOWSSQ3YTJCJ10hKFnyh8PZRi0OjInC4ZGtuKJbIudJuygqQyVzuq4ILy8Nex_QRcWwaxJ3dYDqRr9e8uG0tcXyHRC6RcW81KFEGSu2wzvSnYS0hv7" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "gartner.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHIbnJfY4Se6tytoibeP1v_WI0ygxEsj0TjDPFuCly2vEx8dIhKoPAXXHvSwi6NbdUKuNrMABHkH1zlPHDdYj6Iti4Qr5KZuJtGONbDOAD7CXts81mqFUW0IrB7652AcpAHnNxPFww924Obh1RaK7riRDVP_aQ1DhK4kLzZM5DM4gfHCeTfJ6Ei6g_7Im3SqBi6hXo3wn-rWwquwzwJIM5v2My0lS-jWeb3UOv3xUU=" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "stackshare.io", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFMvnUyrd3Mz5epPuMgIpjk8oUeQVfj-m1_GGZsI8Y2uGRjVPsq57Y_xu-GZLZTcxlJSKuZNBhrfpWUtdtmbKyj0_ulkHzWSW32dVeS22-STF9URK5Sx784IHzHsAGvVNr0-jCsW1iD9D3NAmTu" } }, { "maps": null, "retrieved_context": null, "web": { "domain": null, "title": "6sense.com", "uri": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEqmgyPaSDUiOnSRH5XPPElLgFz0pcGITIdDXRPRd5Ee-uI218n4c1SUkbZaH_r3tj_fL8Ql-MGOJzg6Ki9tujeHdO1dEBckVwO7N8qY78LSZ7JPHwLcCg5LLu07ptX8SQbdpqGYMOF1uGJFvkUoQ6Ww7vSPTZ1NzBi" } } ], "grounding_supports": [ { "confidence_scores": null, "grounding_chunk_indices": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 ], "segment": { "end_index": 223, "part_index": null, "start_index": null, "text": "Metabase is a business intelligence (BI) tool known for its user-friendly interface, self-service analytics capabilities, and cost-effectiveness, making data exploration accessible to both technical and non-technical users." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 0, 1, 2, 13, 3, 14, 4, 7, 15, 16, 17 ], "segment": { "end_index": 326, "part_index": null, "start_index": 224, "text": "It offers a free, self-hosted open-source version and competitively priced cloud and enterprise plans." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 0, 3, 5, 7, 8 ], "segment": { "end_index": 522, "part_index": null, "start_index": 328, "text": "Key features of Metabase include:\n* **Ease of Use:** An intuitive interface with a no-code query builder allows users to create interactive dashboards and visualizations without SQL knowledge." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 5 ], "segment": { "end_index": 574, "part_index": null, "start_index": 523, "text": "An SQL editor is also available for advanced users." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 1, 2, 3, 6, 7, 9, 10 ], "segment": { "end_index": 774, "part_index": null, "start_index": 575, "text": "* **Fast Setup \u0026 Integration:** Metabase can be set up quickly, often in under 5 minutes, and integrates with various popular data sources and existing data stacks, including Google Sheets and dbt." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 18, 4, 7, 19 ], "segment": { "end_index": 893, "part_index": null, "start_index": 775, "text": "It supports connections to databases like Amazon Athena, Redshift, Apache Spark, BigQuery, MySQL, and Microsoft Azure." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 0, 3, 5, 7, 8 ], "segment": { "end_index": 1055, "part_index": null, "start_index": 894, "text": "* **Interactive Dashboards:** Users can build interactive dashboards with drill-throughs and various chart types such as line, bar, pie, heatmaps, and funnels." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 0, 2, 3, 20, 14, 4, 5, 17 ], "segment": { "end_index": 1246, "part_index": null, "start_index": 1056, "text": "* **Embedded Analytics:** Metabase supports embedding charts and dashboards into other applications, with white-labeling and multi-tenant options available in its Pro and Enterprise plans." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 4, 7, 21 ], "segment": { "end_index": 1450, "part_index": null, "start_index": 1247, "text": "* **Alerts \u0026 Security:** It allows users to set up alerts for key metrics via email or Slack and prioritizes data privacy and security with access controls, permissions management, and SOC2 compliance." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 0, 16, 9, 10, 12, 22 ], "segment": { "end_index": 1752, "part_index": null, "start_index": 1524, "text": "Power BI**\n* **Metabase** is generally easier to use, has a lower learning curve, and is more affordable, making it suitable for quick, intuitive data exploration and self-service BI, especially for startups and smaller teams." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 16 ], "segment": { "end_index": 1795, "part_index": null, "start_index": 1753, "text": "It\u0027s also often easier to embed analytics." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 0, 10, 12, 22 ], "segment": { "end_index": 1942, "part_index": null, "start_index": 1796, "text": "* **Power BI** has a steeper learning curve but offers more advanced data analysis, complex data integration (ETL), and detailed visualizations." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 0, 12 ], "segment": { "end_index": 2103, "part_index": null, "start_index": 1943, "text": "It is often a better fit for enterprise-level companies with large, complex datasets, dedicated BI teams, and those already invested in the Microsoft ecosystem." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 16, 22 ], "segment": { "end_index": 2141, "part_index": null, "start_index": 2104, "text": "Power BI is generally more expensive." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 1, 6, 9, 23 ], "segment": { "end_index": 2305, "part_index": null, "start_index": 2158, "text": "Tableau**\n* **Metabase** excels for lean teams needing fast, self-serve insights due to its ease of use, lower learning curve, and affordability." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 1, 9, 23 ], "segment": { "end_index": 2383, "part_index": null, "start_index": 2306, "text": "* **Tableau** has a steeper learning curve and is generally more expensive." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 1, 20, 23 ], "segment": { "end_index": 2601, "part_index": null, "start_index": 2384, "text": "It is preferred for complex data analysis, advanced data visualization (including sophisticated chart types and geospatial analytics), predictive modeling, and integration with statistical languages like R and Python." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 1, 20, 6, 23 ], "segment": { "end_index": 2711, "part_index": null, "start_index": 2602, "text": "Tableau is often chosen by enterprise organizations with robust data teams and extensive customization needs." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 2, 11 ], "segment": { "end_index": 2884, "part_index": null, "start_index": 2728, "text": "Looker**\n* **Metabase** offers similar outcomes to Looker at a lower cost and does not require users to learn a proprietary modeling language like LookML." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 2 ], "segment": { "end_index": 2966, "part_index": null, "start_index": 2885, "text": "It allows for immediate querying and visualization upon connecting a data source." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 2, 11 ], "segment": { "end_index": 3069, "part_index": null, "start_index": 2967, "text": "* **Looker** requires knowledge of LookML for data modeling, which has a significant learning curve." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 2 ], "segment": { "end_index": 3223, "part_index": null, "start_index": 3070, "text": "It focuses on strong data governance with advanced modeling for complex data relationships and calculations, primarily using a code-based modeling layer." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 2, 11, 24 ], "segment": { "end_index": 3341, "part_index": null, "start_index": 3224, "text": "Looker is generally more expensive and has a more limited selection of visualization options compared to other tools." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 18 ], "segment": { "end_index": 3589, "part_index": null, "start_index": 3358, "text": "Grafana**\n* **Metabase** is designed for self-service business intelligence, providing direct database connections for business data analytics and BI-focused visualizations like funnels and heatmaps via its no-code query builder." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 18 ], "segment": { "end_index": 3697, "part_index": null, "start_index": 3590, "text": "* **Grafana** specializes in real-time monitoring and observability, connecting to over 100 data sources." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 18, 25, 19 ], "segment": { "end_index": 3842, "part_index": null, "start_index": 3698, "text": "It is ideal for complex, multi-system IT environments and offers dynamic dashboards with advanced visual types such as geomaps and flame graphs." } }, { "confidence_scores": null, "grounding_chunk_indices": [ 26 ], "segment": { "end_index": 3909, "part_index": null, "start_index": 3843, "text": "Grafana generally has a larger market share in data visualization." } } ], "retrieval_metadata": null, "retrieval_queries": null, "search_entry_point": { "rendered_content": "\u003cstyle\u003e\n.container {\n align-items: center;\n border-radius: 8px;\n display: flex;\n font-family: Google Sans, Roboto, sans-serif;\n font-size: 14px;\n line-height: 20px;\n padding: 8px 12px;\n}\n.chip {\n display: inline-block;\n border: solid 1px;\n border-radius: 16px;\n min-width: 14px;\n padding: 5px 16px;\n text-align: center;\n user-select: none;\n margin: 0 8px;\n -webkit-tap-highlight-color: transparent;\n}\n.carousel {\n overflow: auto;\n scrollbar-width: none;\n white-space: nowrap;\n margin-right: -12px;\n}\n.headline {\n display: flex;\n margin-right: 4px;\n}\n.gradient-container {\n position: relative;\n}\n.gradient {\n position: absolute;\n transform: translate(3px, -9px);\n height: 36px;\n width: 9px;\n}\n@media (prefers-color-scheme: light) {\n .container {\n background-color: #fafafa;\n box-shadow: 0 0 0 1px #0000000f;\n }\n .headline-label {\n color: #1f1f1f;\n }\n .chip {\n background-color: #ffffff;\n border-color: #d2d2d2;\n color: #5e5e5e;\n text-decoration: none;\n }\n .chip:hover {\n background-color: #f2f2f2;\n }\n .chip:focus {\n background-color: #f2f2f2;\n }\n .chip:active {\n background-color: #d8d8d8;\n border-color: #b6b6b6;\n }\n .logo-dark {\n display: none;\n }\n .gradient {\n background: linear-gradient(90deg, #fafafa 15%, #fafafa00 100%);\n }\n}\n@media (prefers-color-scheme: dark) {\n .container {\n background-color: #1f1f1f;\n box-shadow: 0 0 0 1px #ffffff26;\n }\n .headline-label {\n color: #fff;\n }\n .chip {\n background-color: #2c2c2c;\n border-color: #3c4043;\n color: #fff;\n text-decoration: none;\n }\n .chip:hover {\n background-color: #353536;\n }\n .chip:focus {\n background-color: #353536;\n }\n .chip:active {\n background-color: #464849;\n border-color: #53575b;\n }\n .logo-light {\n display: none;\n }\n .gradient {\n background: linear-gradient(90deg, #1f1f1f 15%, #1f1f1f00 100%);\n }\n}\n\u003c/style\u003e\n\u003cdiv class=\"container\"\u003e\n \u003cdiv class=\"headline\"\u003e\n \u003csvg class=\"logo-light\" width=\"18\" height=\"18\" viewBox=\"9 9 35 35\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"\u003e\n \u003cpath fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M42.8622 27.0064C42.8622 25.7839 42.7525 24.6084 42.5487 23.4799H26.3109V30.1568H35.5897C35.1821 32.3041 33.9596 34.1222 32.1258 35.3448V39.6864H37.7213C40.9814 36.677 42.8622 32.2571 42.8622 27.0064V27.0064Z\" fill=\"#4285F4\"/\u003e\n \u003cpath fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M26.3109 43.8555C30.9659 43.8555 34.8687 42.3195 37.7213 39.6863L32.1258 35.3447C30.5898 36.3792 28.6306 37.0061 26.3109 37.0061C21.8282 37.0061 18.0195 33.9811 16.6559 29.906H10.9194V34.3573C13.7563 39.9841 19.5712 43.8555 26.3109 43.8555V43.8555Z\" fill=\"#34A853\"/\u003e\n \u003cpath fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M16.6559 29.8904C16.3111 28.8559 16.1074 27.7588 16.1074 26.6146C16.1074 25.4704 16.3111 24.3733 16.6559 23.3388V18.8875H10.9194C9.74388 21.2072 9.06992 23.8247 9.06992 26.6146C9.06992 29.4045 9.74388 32.022 10.9194 34.3417L15.3864 30.8621L16.6559 29.8904V29.8904Z\" fill=\"#FBBC05\"/\u003e\n \u003cpath fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M26.3109 16.2386C28.85 16.2386 31.107 17.1164 32.9095 18.8091L37.8466 13.8719C34.853 11.082 30.9659 9.3736 26.3109 9.3736C19.5712 9.3736 13.7563 13.245 10.9194 18.8875L16.6559 23.3388C18.0195 19.2636 21.8282 16.2386 26.3109 16.2386V16.2386Z\" fill=\"#EA4335\"/\u003e\n \u003c/svg\u003e\n \u003csvg class=\"logo-dark\" width=\"18\" height=\"18\" viewBox=\"0 0 48 48\" xmlns=\"http://www.w3.org/2000/svg\"\u003e\n \u003ccircle cx=\"24\" cy=\"23\" fill=\"#FFF\" r=\"22\"/\u003e\n \u003cpath d=\"M33.76 34.26c2.75-2.56 4.49-6.37 4.49-11.26 0-.89-.08-1.84-.29-3H24.01v5.99h8.03c-.4 2.02-1.5 3.56-3.07 4.56v.75l3.91 2.97h.88z\" fill=\"#4285F4\"/\u003e\n \u003cpath d=\"M15.58 25.77A8.845 8.845 0 0 0 24 31.86c1.92 0 3.62-.46 4.97-1.31l4.79 3.71C31.14 36.7 27.65 38 24 38c-5.93 0-11.01-3.4-13.45-8.36l.17-1.01 4.06-2.85h.8z\" fill=\"#34A853\"/\u003e\n \u003cpath d=\"M15.59 20.21a8.864 8.864 0 0 0 0 5.58l-5.03 3.86c-.98-2-1.53-4.25-1.53-6.64 0-2.39.55-4.64 1.53-6.64l1-.22 3.81 2.98.22 1.08z\" fill=\"#FBBC05\"/\u003e\n \u003cpath d=\"M24 14.14c2.11 0 4.02.75 5.52 1.98l4.36-4.36C31.22 9.43 27.81 8 24 8c-5.93 0-11.01 3.4-13.45 8.36l5.03 3.85A8.86 8.86 0 0 1 24 14.14z\" fill=\"#EA4335\"/\u003e\n \u003c/svg\u003e\n \u003cdiv class=\"gradient-container\"\u003e\u003cdiv class=\"gradient\"\u003e\u003c/div\u003e\u003c/div\u003e\n \u003c/div\u003e\n \u003cdiv class=\"carousel\"\u003e\n \u003ca class=\"chip\" href=\"https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFDecPmxCxCPno54Ys8jSxiRctzxkdTtItGLEV_hbcUmWzCfzB2cDIuz8lBWYpBlKjAuNmE2_kZ03eHr6bGD67FdKQzBIuz8pRd8I9F4YZKVoPXwRYuOdMBbp7GJaWYbLsQFdsOrbVCwionsUGLxZ7liZNq2cwTqkTEEEKRfLa9dDR1qLN02L0TJpzke2prnw3eD3ayySs=\"\u003eMetabase vs Grafana\u003c/a\u003e\n \u003ca class=\"chip\" href=\"https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHDgSJ1s4H4Vm2TeYBiQzA-kvNqC-A4U_tmrlafG1ZJ5uB0QUs6ays3cVBe_RYcuNALMAV8VhJYVrc2Jbqzb-8oSoINujuyCtNWwIhqphl3b9RooNl7REXQ6hhu75f7b0PPXn3jGlL_xgtXNGMfrBREYAcVXd4qLeNEFKq3F48tp126gs4IffrR5d-eVEJDHOIveqkVKA8=\"\u003eMetabase vs Tableau\u003c/a\u003e\n \u003ca class=\"chip\" href=\"https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEX0BYRdqcrpO1hpoGY__5ymyHhYVwkq_WgzzgDxrAPNLTpSNKbpKJyl6t4QJOva0KigtHFcdJW0Jg2IkBY3BWpgvf_Ck18ZAWx1eSpItuUJuAOB23n5EG3Uw4AtVO4RIyhK5lskZ8pjyb3UoVB5N8YPh7GqydjWL1WVqxl3a0RU51bETDh-KaJLFH9A0f6682YKvl9IV8LrA==\"\u003eMetabase key features\u003c/a\u003e\n \u003ca class=\"chip\" href=\"https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHGrKmwSPgqNT5-MGXUMD0vNuA88dmzMLycb-bvFJF_sJ3moCXqE0evkwtK_Nlrl9bq6CreAdbafoOtbcAo-gRXkd0qf9cOG4vwm--zDVnIJQryHZPip69XIu-fRa4wNSdh3aauT8HqfgvcDGCSOqvYcPoQDwH4jNL51Mf8zhm3gCbgNBdoZ7DZBNw3CMtKYNSaBYkSylIg\"\u003eMetabase vs Power BI\u003c/a\u003e\n \u003ca class=\"chip\" href=\"https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG1pZojBZNNhGgbhcMF1FFhEWBs20pOB8Pw_09-MjN3hX2jAUtpk3-CEZPxYSwKLNS-isaCoWlbdxXArWAvTOQ499cSjQv6kU4KawtxZZTXtl-FXuBD_E3EdLUCuRzJnLuV3SzJzhc98g4vrvWdUNALgiFqBg-FOKQKrhEqDm4YG_t00C7osnXWj5oWoamjQJPjisRoShkcjB8=\"\u003eMetabase pricing model\u003c/a\u003e\n \u003ca class=\"chip\" href=\"https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHQEnJb8ltezFGJZFn18gyDloFbjDGXYkS8L7PQuwAijX34YeCaDjV2m0VLwZA05gnMgzmAyZkVNzBA9-qbqXUgiBLGpFtqGRvBSY04W6McU875yj-Cv76DIL-T2pT2s6K-gt0UhoWKCn4sptweQhpxzBTNJBTY-kNsqAX8GYp8LF414mri9ewBgUNBCPvP4hGz1KHdMA==\"\u003eMetabase vs Looker\u003c/a\u003e\n \u003c/div\u003e\n\u003c/div\u003e\n", "sdk_blob": null }, "source_flagging_uris": null, "web_search_queries": [ "Metabase key features", "Metabase vs Power BI", "Metabase vs Tableau", "Metabase vs Looker", "Metabase vs Grafana", "Metabase pricing model" ] }, "index": 0, "logprobs_result": null, "safety_ratings": null, "token_count": null, "url_context_metadata": null } ], "create_time": null, "model_version": "gemini-2.5-flash", "parsed": null, "prompt_feedback": null, "response_id": "zWCMaaPYNKSqxN8P-8KkwAc", "sdk_http_response": { "body": null, "headers": { "alt-svc": "h3=\":443\"; ma=2592000,h3-29=\":443\"; ma=2592000", "content-encoding": "gzip", "content-type": "application/json; charset=UTF-8", "date": "Wed, 11 Feb 2026 10:58:21 GMT", "server": "scaffolding on HTTPServer2", "server-timing": "gfet4t7; dur=18211", "transfer-encoding": "chunked", "vary": "Origin, X-Origin, Referer", "x-content-type-options": "nosniff", "x-frame-options": "SAMEORIGIN", "x-xss-protection": "0" } }, "usage_metadata": { "cache_tokens_details": null, "cached_content_token_count": null, "candidates_token_count": 921, "candidates_tokens_details": null, "prompt_token_count": 69, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 69 } ], "thoughts_token_count": 1985, "tool_use_prompt_token_count": 304, "tool_use_prompt_tokens_details": [ { "modality": "TEXT", "token_count": 304 } ], "total_token_count": 3279, "traffic_type": null } }, "request_payload": { "input": { "contents": "You are answering a user query. Be concise but helpful.\nIf you mention products or brands, be specific.\nDo not invent facts. If unsure, say you are unsure.\n\nBrand under analysis: Metabase\nBrand website: https://metabase.com\n\nUser query: Can you compare Metabase with other BI tools?", "model": "gemini-2.5-flash" }, "model": "gemini-2.5-flash", "provider": "gemini" }, "retry_policy": { "base_backoff_s": 0.6, "max_retries": 3, "timeout_s": 60 }, "usage": { "cost_usd": 0.0023232, "input_tokens": 69, "model": "gemini-2.5-flash", "output_tokens": 921, "pricing_source": "local_price_table_v1", "provider": "gemini", "total_tokens": 3279 }, "usage_raw": { "cache_tokens_details": null, "cached_content_token_count": null, "candidates_token_count": 921, "candidates_tokens_details": null, "prompt_token_count": 69, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 69 } ], "thoughts_token_count": 1985, "tool_use_prompt_token_count": 304, "tool_use_prompt_tokens_details": [ { "modality": "TEXT", "token_count": 304 } ], "total_token_count": 3279, "traffic_type": null } }

{ "input": { "contents": "You are answering a user query. Be concise but helpful.\nIf you mention products or brands, be specific.\nDo not invent facts. If unsure, say you are unsure.\n\nBrand under analysis: Metabase\nBrand website: https://metabase.com\n\nUser query: Can you compare Metabase with other BI tools?", "model": "gemini-2.5-flash" }, "model": "gemini-2.5-flash", "provider": "gemini" }

null