Skip to content

DevOps Documentation

Home | DevOps

Status Category

DevOps practices for Cloud Scale Analytics platforms.

Overview

This section covers DevOps practices for analytics workloads:

  • CI/CD pipelines for data platforms
  • Infrastructure as Code (IaC)
  • Automated testing for data pipelines
  • Deployment strategies
  • Monitoring and observability

Documentation Index

CI/CD Pipelines

Document Description
Synapse CI/CD Synapse workspace deployment
Databricks CI/CD Databricks deployment automation
ADF CI/CD Data Factory pipeline deployment

Infrastructure as Code

Document Description
Bicep Templates Azure Bicep for analytics
Terraform Modules Terraform for multi-cloud
ARM Templates Legacy ARM template reference

Testing

Document Description
Data Quality Testing Automated data quality checks
Pipeline Testing Unit and integration tests
Performance Testing Load and stress testing

Security

Document Description
Security Best Practices DevSecOps for analytics
Secret Management Key Vault integration
Compliance Automation Automated compliance checks

Quick Start

Azure DevOps Setup

# azure-pipelines.yml - Synapse deployment
trigger:
  branches:
    include:
      - main
  paths:
    include:
      - synapse/*

pool:
  vmImage: 'ubuntu-latest'

stages:
  - stage: Validate
    jobs:
      - job: ValidateSynapse
        steps:
          - task: Synapse workspace deployment@2
            inputs:
              operation: 'validate'
              TemplateFile: '$(Build.SourcesDirectory)/synapse/TemplateForWorkspace.json'
              ParametersFile: '$(Build.SourcesDirectory)/synapse/TemplateParametersForWorkspace.json'

  - stage: Deploy
    dependsOn: Validate
    jobs:
      - deployment: DeploySynapse
        environment: 'production'
        strategy:
          runOnce:
            deploy:
              steps:
                - task: Synapse workspace deployment@2
                  inputs:
                    operation: 'deploy'
                    TemplateFile: '$(Build.SourcesDirectory)/synapse/TemplateForWorkspace.json'

GitHub Actions Setup

# .github/workflows/synapse-deploy.yml
name: Deploy Synapse

on:
  push:
    branches: [main]
    paths: ['synapse/**']

jobs:
  deploy:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3

      - name: Azure Login
        uses: azure/login@v1
        with:
          creds: ${{ secrets.AZURE_CREDENTIALS }}

      - name: Deploy Synapse
        uses: azure/synapse-workspace-deployment@V1.7.0
        with:
          TemplateFile: 'synapse/TemplateForWorkspace.json'
          ParametersFile: 'synapse/TemplateParametersForWorkspace.json'
          resourceGroup: ${{ vars.RESOURCE_GROUP }}
          targetWorkspaceName: ${{ vars.SYNAPSE_WORKSPACE }}

Best Practices

Pipeline Design

  1. Modular pipelines - Separate build, test, deploy stages
  2. Environment promotion - Dev → Test → Prod
  3. Approval gates - Manual approval for production
  4. Rollback capability - Quick rollback on failures

Infrastructure

  1. Version control - All IaC in source control
  2. Parameterization - Environment-specific parameters
  3. State management - Secure state file storage
  4. Drift detection - Regular infrastructure audits

Security

  1. Least privilege - Minimal permissions for pipelines
  2. Secret rotation - Automated secret management
  3. Scan for vulnerabilities - Container and code scanning
  4. Audit logging - Complete deployment audit trail

Last Updated: January 2025