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Cloud Data Engineering
35 minintermediate

Infrastructure as Code with Terraform

Infrastructure as Code (IaC) defines cloud infrastructure in version-controlled configuration files rather than manual console clicks. Terraform is the most widely used IaC tool for cloud data engineering — it supports all three major cloud providers with the same HCL configuration language, maintains a state file tracking provisioned resources, and applies only the changes needed on each run. Clicking through the AWS console to create a VPC produces unreproducible infrastructure; a Terraform configuration produces identical infrastructure in any environment on any day.

The Terraform workflow has three commands: `terraform plan` (computes the difference between the current state and the desired configuration, showing what will be created, modified, or destroyed), `terraform apply` (executes the plan and updates the state file), and `terraform destroy` (removes all resources tracked in the state file). This plan-before-apply model prevents surprise infrastructure changes — reviewing the plan output before apply is equivalent to reviewing a database migration before running it in production. The state file is the source of truth for what Terraform knows about the current infrastructure.

Analogy🏏Cricket
🏏 Think of it like cricket: This exercise is the IPL official statistics team building their daily automated processing pipeline — the complete workflow that takes raw ball-by-ball records from every ground and produces the certified statistics published on the official website by midnight. Stage 1 is the data catalogue check: verify that the incoming scorecards match the expected format before any processing begins. Stage 2 is the statistics calculation: joins with match metadata, derivation of over-level stats, economy rate computation. Stage 3 is the official record update: load the new statistics into the production database using the certified upsert protocol — delete the old version of today's record and insert the freshly computed one — so no match ever has two records in the official database.
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