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Head to head · 2026

Dremio vs Metabase

Pricing, free plans, ratings, features, pros and cons, side by side. Where one comes out ahead, we mark it.

Dremio

A built-in AI agent ships out of the box, with MCP integration connecting Claude, ChatGPT, and…

3.8Not listed

Visit Dremio (opens Dremio in a new tab)

Metabase

Metabase AI answers natural-language questions on every tier - including the free, self-hosted open-source edition -…

3.8Free

Visit Metabase (opens Metabase in a new tab)

Who comes out ahead

Based only on the facts in our directory. The right pick still depends on the job you need done.

  • Lower starting price

    Not comparable

    Not comparable: Dremio does not list a price

  • Free plan

    Metabase

    Only Metabase has one

  • Higher rating

    Tie

    3.8 against 3.8

  • Same job?

    Yes

    Both are Data and Analytics tools

Side by side

Compared onDremioMetabase
Our rating3.83.8
Starts atNot listedFree
Free planNoYesBetter
CategoryData and AnalyticsData and Analytics
PlansSee pricingFree
Key features
  • Built-in AI agent, ready out of the box
  • MCP integration for Claude, ChatGPT, and Gemini
  • AI Semantic Layer providing business context to agents
  • Autonomous Reflections - automatic query acceleration
  • Federated querying across data sources without data movement
  • Metabase AI - natural-language querying on every tier, including free
  • AI-guided exploration with drill-through root-cause analysis
  • MCP server integration for broader AI workflows
  • Semantic layer (Data Studio) grounding both human and AI queries
  • 50+ database connectors with no-code builder plus full SQL editor
Pros
  • AI Semantic Layer gives agents real business context, not just raw table access
  • Autonomous query acceleration requires no manual tuning
  • Free trial includes real usable credits, not just a locked demo
  • AI querying available even on the free, self-hosted open-source tier
  • Inspectable, verifiable queries address the black-box trust problem in AI analytics
  • Broad database connector support avoids vendor lock-in
Cons
  • Pricing details beyond the trial aren't shown on the homepage
  • Full agentic capabilities assume you already have an Iceberg-based lakehouse or are willing to adopt one
  • Enterprise-scale platform, more than a small team may need
  • Pro and Enterprise tier pricing isn't shown on the landing page
  • Self-hosted open source requires your own infrastructure and maintenance
  • Full semantic-layer value requires upfront metric curation work in Data Studio
CompanyDremioMetabase

Prices come from each vendor's pricing page, last checked 20260824. Check the vendor before you buy.

FAQ

Questions people ask

Is Dremio better than Metabase?

In our reviews Dremio scores 3.8 and Metabase scores 3.8. The better pick depends on the job. Dremio: A built-in AI agent ships out of the box, with MCP integration connecting Claude, ChatGPT, and Gemini directly to your lakehouse in minutes. Metabase: Metabase AI answers natural-language questions on every tier - including the free, self-hosted open-source edition - with inspectable, verifiable queries.

Which is cheaper, Dremio or Metabase?

Dremio: see pricing. Metabase: free.

Do Dremio and Metabase have free plans?

Only Metabase has a free plan.

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