SHSanskriti Harmukhinvultr.hashnode.dev·14h ago · 58 min readDeploying Apache Flink on a Kubernetes Cluster as an Alternative to GCP DataflowGoogle Cloud Dataflow is a managed stream and batch processing service built on Apache Beam that offers autoscaling, event-time processing, windowing, stateful computations, and exactly-once guarantee00
MBMadhav Bhasininblog.madhav.dev·1d ago · 5 min readTerraform CI/CD: Plan on PR, Apply on MergeThe pipeline ran terraform apply against a saved plan file. What it didn't account for: another engineer had merged a change to the same module forty minutes earlier. The plan was generated before tha00
HAHardik Arorainhardik0811arora.hashnode.dev·3d ago · 7 min readMy Breaking and LearningJourney with Azure DevopsI've been working on a small DevSecOps project to get more hands-on with Azure DevOps and cloud Checkout Github Overview here I wanted to understand what happens between: Developer ↓ Azure Devops00
MBMadhav Bhasininblog.madhav.dev·4d ago · 6 min readProvisioning GCP Services with Terraform: Cloud Run, Pub/Sub, and Cloud SQLThe Cloud Run service had been scaled to zero for eleven days before anyone noticed. min_instance_count was set to 0 in the Terraform config — correct for dev, copied unchanged into prod. Cold start l10
MBMadhav Bhasininblog.madhav.dev·6d ago · 6 min readManaging State, Secrets, and Environments in TerraformThe engineer who set up the Terraform project had left the company three months earlier. Nobody had thought to ask where the state file lived. It lived on their laptop. Which IT had wiped. Re-importin00
MRMuhammad Rafayinmuhammadrafay.com·Sep 7 · 7 min readHow to Design a Production-Grade Google Cloud Landing Zone with TerraformBefore you deploy applications to Google Cloud, you need clear boundaries. You need to know which project each resource lives in, which network it uses, who can access it, and which security controls 00
SPSruthi Palleinsruthipalle.hashnode.dev·Sep 7 · 6 min readProduction-Grade Terraform (Part 8) —Terraform Variable Type ConstraintsTerraform Variables Terraform variables are generally classified by their purpose or the value they contain. While purpose-based variables include input, output, and local variables, value-based varia00
SRSailesh Ravichandranindata-engineering-sailesh.hashnode.dev·Aug 29 · 14 min readAutomated Data Contract Enforcement and CI/CD Quality GatesHow we stopped 30+ pipelines a quarter from breaking, by catching bad schema changes before they ever ship The Problem, in Plain English In one sentence: a team upstream changes something in their da00
SRSailesh Ravichandranindata-engineering-sailesh.hashnode.dev·Aug 29 · 4 min readWhy Sales Sometimes "Lose" a Customer and How We Fix ItThe Problem, in Plain Terms Imagine a sale comes in before we know anything about the customer who made it. That happens more often than you'd think a purchase gets recorded instantly, but the custome00
SRSailesh Ravichandranindata-engineering-sailesh.hashnode.dev·Aug 29 · 12 min readThe Late File Problem: A Safe Backfill Runbook for Recurring EDI DelaysYour EDI vendor sends a file 2 days late. Now what? Re-running the whole month is slow, risky, and can create duplicate records. This post walks through a repeatable, low-risk backfill pattern built o00
