Databricks on Azure

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    Architecture / Concept Overview: Databricks on Azure

    %%{init: {"theme":"base","themeVariables":{"background":"#0B0E14","primaryTextColor":"#E0E6ED","lineColor":"#5D6470","darkMode":true,"primaryColor":"#2E4A4A","secondaryColor":"#374151","secondaryTextColor":"#E0E6ED","tertiaryColor":"#111827","tertiaryTextColor":"#E0E6ED","edgeLabelBackground":"#1f2937"}}}%% flowchart LR classDef source fill:#3F4B59,stroke:#9CA3AF,stroke-width:2px,rx:8,ry:8,color:#E0E6ED classDef ingestion fill:#5A4B36,stroke:#C9A86B,stroke-width:2px,rx:8,ry:8,color:#E0E6ED classDef processing fill:#535072,stroke:#8E82B4,stroke-width:2px,rx:8,ry:8,color:#E0E6ED classDef storage fill:#2E4A4A,stroke:#5FAFA8,stroke-width:2px,rx:8,ry:8,color:#E0E6ED classDef serving fill:#3D5550,stroke:#6BB7AA,stroke-width:2px,rx:8,ry:8,color:#E0E6ED classDef governance fill:#5A3F52,stroke:#C28BB0,stroke-width:2px,rx:8,ry:8,color:#E0E6ED A[Azure Event Hubs / IoT Hub] -->|Stream| B[Azure Databricks Workspace] C[Azure Data Lake Storage Gen2] -->|Batch| B D[Azure SQL / Cosmos DB] -->|CDC| B B -->|Transform| E[Delta Lake on ADLS Gen2] E -->|Serve| F[Azure Synapse / Power BI] E -->|Govern| G[Unity Catalog] A:::source C:::source D:::source B:::processing E:::storage F:::serving G:::governance

    *Azure Databricks data pipeline showing ingestion from Azure-native sources through processing and serving layers.*

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    *Azure Databricks resource hierarchy showing the relationship between Azure subscription resources and the Databricks control/data plane split.*

    Key Terms

    Prerequisites and Setup

    • An active Azure subscription with Owner or Contributor role on the target resource group
    • Azure CLI installed and authenticated (az login)
    • The Microsoft.Databricks resource provider registered in the subscription
    • A Virtual Network with two dedicated subnets (minimum /26 each) if using VNet injection
    • An Azure Data Lake Storage Gen2 account for workspace root storage

    Step-by-Step Implementation

      Configuration Reference

      Databricks on Azure configuration options
      ParameterDescriptionDefaultRecommended
      --skuWorkspace pricing tier (standard, premium, trial)standardpremium
      --enable-no-public-ipDisable public IPs on cluster nodesfalsetrue
      --managed-resource-groupResource group for Databricks-managed resourcesauto-generatedexplicit name
      --vnetCustomer-managed VNet resource IDnoneset for production
      --private-subnetSubnet for private cluster communicationnone/26 or larger
      --public-subnetSubnet for Databricks control plane communicationnone/26 or larger
      --require-infrastructure-encryptionDouble encryption for DBFS rootfalsetrue for sensitive data

      Monitoring, Cost, and Security Considerations

      Common Pitfalls and Recommended Patterns

        Frequently Asked Questions