IaC Transformation Enables 10× Faster Environment Provisioning
Data Analytics

IaC Transformation Enables 10× Faster Environment Provisioning

Replaced manual AWS console clicks with a fully modular Terraform codebase, self-service developer portal, and policy-as-code guardrails.

DataPulse
10× Faster Provisioning
0 Drift Incidents
140+ AWS Accounts
30 min Env Spin-Up

The Challenge

DataPulse had 140+ AWS accounts managed via ClickOps. Provisioning a new development environment took 2–3 weeks of tickets and manual configuration. Drift between environments caused production incidents averaging twice monthly.

Our Approach

  • Module Library — Built 45+ reusable Terraform modules covering networking, compute, databases, and security with semantic versioning.
  • Terragrunt Orchestration — Implemented Terragrunt for DRY configuration across 140 accounts with environment-specific overrides.
  • Policy as Code — Deployed OPA/Rego policies in Atlantis to enforce tagging, encryption, and networking standards before apply.
  • Developer Portal — Integrated Backstage templates so developers self-serve full environments via a web UI with guardrails enforced automatically.

Results

New environment provisioning dropped from 2–3 weeks to under 30 minutes. Configuration drift incidents were eliminated entirely. The IaC codebase now has 98% test coverage with automated plan previews on every PR.

"Our developers went from filing Jira tickets and waiting weeks, to spinning up production-grade environments during their morning coffee." — Platform Lead, DataPulse

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