Databricks vs dbt Semantic Layer

A side-by-side comparison of features, pricing, and characteristics.

Databricks

Databricks is a Data Intelligence Platform that unifies data, analytics, and AI workflows.

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dbt Semantic Layer

The dbt Semantic Layer allows data teams to define business metrics once in dbt and query them from any integrated analytics tool.

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AttributeDatabricksdbt Semantic Layer
Pricing typeFree + paid (from $0/mo)Free + paid (from $100/mo)
Korean supportNoNo
Platformsdesktop, apiWeb, API, CLI
Open sourceNoNo
API availableAvailableAvailable
SDKAvailableAvailable
LLM-basedYes-
MultimodalYes-
AI modelClaude, Llama, Gemini, DBRX-
GitHub Stars--
VendorDatabricksdbt Labs
CategoryData & AnalyticsData & Analytics
DetailsView View

Databricks key features

  • Unified governance for data and AI
  • Lakehouse architecture for SQL and BI
  • Batch and real-time ETL processing
  • Secure open data sharing

dbt Semantic Layer key features

  • Unified Metric Definition (MetricFlow)
  • BI Tool Integration
  • Dynamic Query Generation
  • Data Consistency Assurance
  • Version Control & Collaboration
  • dbt Copilot AI Support