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    Home»Development»Why Databricks SQL Serverless is not PCI-DSS compliant

    Why Databricks SQL Serverless is not PCI-DSS compliant

    July 24, 2025

    Overview:

    Databricks supports a wide range of compliance standards to meet the needs of highly regulated industries, including:

    • HIPAA (Health Insurance Portability and Accountability Act)
    • PCI-DSS (Payment Card Industry Data Security Standard)
    • FedRAMP High & Moderate
    • DoD IL5
    • IRAP (Australia)
    • GDPR (EU)
    • CCPA (California)

    However, I was surprised to read that Databricks Serverless workloads are not covered for PCI-DSS (Databricks PCI DSS Compliance | Databricks) and got curious to find the reason behind it. Based on my research, I managed to convince with the reason and would like to share it over here.

     

    To begin with, let’s understand different Databricks SQL Warehouse types and its capabilities,

    Pro SQL Warehouse

    Classic SQL Warehouse

    Serverless SQL Warehouse

      • Supports Photon and Predictive IO
      • Does not support Intelligent Workload Management (IWM)
      • Compute resources present in user cloud account layer
      • Less responsive warehouses to query demand
      • Cannot auto-scale rapidly and startup is ~2-4 min
      • Suitable for custom-defined networking and want to connect to databases within user network
      • Supports Photon
      • Does not support Predictive IO and Intelligent Workload Management
      • Compute resources present in user cloud account
      • Provides entry-level performance and less performant that Pro and Serverless SQL Warehouses
      • Cannot auto-scale rapidly and startup is ~4 min
      • Suitable to run interactive queries for exploration purpose with entry-level performance
      • Supports Photon, Predictive IO, Intelligent Workload Management
      • Compute resources present in Databricks cloud account
      • Highly responsive to query demand
      • Rapid auto-scaling and rapid startup time of 4-6 sec
      • Suitable for time-sensitive ETL, Business Intelligence and Exploratory analysis use cases

    Databricks SQL (Classic/Pro):

    Classicprocompute

    • In Databricks SQL (Classic/Pro) warehouses, compute resources in customer account will be leveraged
    • When running workloads using Databricks SQL (Classic/Pro), data is processed by the compute resources which are managed by the customers
    • Customers will have more control and monitoring over the compute resources
    • Data getting processed will also reside within network boundary of the customer cloud account

     

    Databricks SQL (Serverless):

    Serverlesscompute

    • In Databricks SQL (Serverless) warehouse, compute resources in Databricks account will be leveraged
    • Serverless compute operates on multi-tenant architecture, where compute resources are shared across different customers
    • Compute resources are completed managed by Databricks and customers will have less control and monitoring ability on the networking and compute resources
    • Different workload data is processed within compute resources of Databricks account
    • Though customers have less control over the compute, they can greatly benefit out of the capabilities that Serverless warehouses exhibit

     

    Final View:

    • PCI-DSS requires strict isolation of environments handling cardholder data, which is difficult to guarantee in a shared setup
    • It mandates restricted and monitored network access, especially for systems handling payment data
    • It requires fine-grained control and auditing, which is more feasible in dedicated or customer-managed environments
    • Databricks recommends using classic or pro clusters with dedicated VPCs, private networking, and enhanced security controls for PCI DSS compliant workloads
    • Additionally, Databricks dedicates effort to bring in more isolation boundaries within Serverless compute

    Source: Read More 

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