Azure DevOps for Data Pipelines
Complete Azure DevOps configuration for data pipeline CI/CD covering Terraform, DABs, ADF, and SQL deployments in a unified architecture.
📋 What's Inside 15 files
- ✓ README.md— Product overview and quick-start guide
- ✓ manifest.json— Product manifest
- ✓ pipelines/terraform-infrastructure.yml— Multi-stage Terraform pipeline with validate, plan, apply, and destroy stages
- ✓ pipelines/databricks-dabs-deploy.yml— Databricks Asset Bundles deployment with multi-environment promotion
- ✓ pipelines/adf-arm-deploy.yml— Azure Data Factory ARM template deployment pipeline
- ✓ pipelines/sql-database-migration.yml— SQL database migration pipeline using sqlpackage and DACPAC
- ✓ templates/shared-steps.yml— Reusable pipeline step templates library
- ✓ templates/notification-template.yml— Pipeline notification templates for Teams and Slack
- ✓ config/variable-groups.md— Variable group configuration guide for multi-environment secrets
- ✓ config/service-connections.md— Service connection setup guide for Azure, Databricks, and GitHub
- ✓ config/branch-policies.md— Branch policy templates for PR validation, reviewers, and build checks
- ✓ config/release-gates.json— Release gate configurations with manual approval and automated test gates
- ✓ monitoring/pipeline-dashboard.yml— Pipeline monitoring dashboard definition
- ✓ guides/agent_pool_sizing.md— Agent pool sizing guide for self-hosted vs Microsoft-hosted agents
- ✓ guides/unified_data_platform_cicd.md— Unified data platform CI/CD architecture guide
📁 File Structure 15 files
├── README.md
├── manifest.json
├── pipelines/
│ ├── terraform-infrastructure.yml
│ ├── databricks-dabs-deploy.yml
│ ├── adf-arm-deploy.yml
│ ├── sql-database-migration.yml
├── templates/
│ ├── shared-steps.yml
│ ├── notification-template.yml
├── config/
│ ├── variable-groups.md
│ ├── service-connections.md
│ ├── branch-policies.md
│ ├── release-gates.json
├── monitoring/
│ ├── pipeline-dashboard.yml
├── guides/
│ ├── agent_pool_sizing.md
│ ├── unified_data_platform_cicd.md
📖 Documentation Preview README excerpt
Azure DevOps for Data Pipelines
Production-ready CI/CD pipeline templates for modern data platforms on Azure.
Product ID: azure-devops-data-pipelines
Version: 1.0.0
Price: $59 USD
Author: [Datanest Digital](https://datanest.dev)
---
Overview
A comprehensive collection of Azure DevOps pipeline definitions, reusable templates, and
configuration guides purpose-built for data engineering teams. These templates codify
battle-tested patterns for deploying Terraform infrastructure, Databricks workloads,
Azure Data Factory pipelines, and SQL database migrations across multi-environment
promotion flows.
Every pipeline follows the principle of least-privilege execution, **environment
isolation, and gated promotion** so your data platform deployments are auditable,
repeatable, and safe.
What's Included
Pipelines
| File | Purpose |
|---|---|
| `pipelines/terraform-infrastructure.yml` | Multi-stage Terraform pipeline with validate, plan, apply, and destroy stages with manual approval gates |
| `pipelines/databricks-dabs-deploy.yml` | Databricks Asset Bundles (DABs) deployment with multi-environment promotion |
| `pipelines/adf-arm-deploy.yml` | Azure Data Factory ARM template export and deployment |
| `pipelines/sql-database-migration.yml` | SQL database migration using sqlpackage and DACPAC |
Reusable Templates
| File | Purpose |
|---|---|
| `templates/shared-steps.yml` | Library of reusable step templates (checkout, auth, tagging, artifact publish) |
| `templates/notification-template.yml` | Teams and Slack notification templates for pipeline events |
Configuration Guides
| File | Purpose |
|---|---|
| `config/variable-groups.md` | Variable group configuration for multi-environment secrets management |
| `config/service-connections.md` | Service connection setup for Azure, Databricks, and GitHub |
| `config/branch-policies.md` | Branch policy templates for PR validation, required reviewers, and build checks |
| `config/release-gates.json` | Release gate configurations with manual approval and automated test gates |
Monitoring
| File | Purpose |
|---|---|
| `monitoring/pipeline-dashboard.yml` | Pipeline monitoring dashboard definition for Azure DevOps |
Guides
| File | Purpose |
|---|
... preview truncated, see full README in product download.
📄 Code Sample .json preview
📅 Changelog
v1.0.0 — Initial release.
Purchases include lifetime updates. Check the product page for the latest version.
📄 Product Preview
Try the interactive reader and demo tools below, or get the full product with all content unlocked.
📖 Interactive Reader (Free Preview)⚙ Try Demo Tools📦 Download Free Sample❓ Frequently Asked Questions
What license is this under?
MIT License. You can use it in commercial, client, and internal projects. See our license terms page for details.
How do I download after purchase?
Immediately after purchase, you'll be redirected to a download page. A download link is also sent to your email.
Do I get updates?
Yes. All products include lifetime updates at no extra cost. Re-download anytime for the latest version.
What if it doesn't work for me?
DM @DatanestDigital on X and we'll make it right.
Can I get a refund?
DM @DatanestDigital on X with your order number and we'll help.
Is there support?
DM @DatanestDigital on X. We respond within 1-2 business days.