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Terraform Applied Successfully. Did the AI Agent's Change Actually Work?

Terraform Applied Successfully. Did the AI Agent's Change Actually Work? Part 2 of 3 in "Terraform with an AI co-worker: access, testing, review". P…

aidevopsterraformaws
Dev.to Oct 20, 2026, 08:31 UTC
EN

My Policy-as-Code Check Passed. It Never Read the Policy.

In my last post , I showed how OPA and Conftest block over-privileged IAM roles before anything gets deployed. I ended with a warning: there's a cas…

awsdevopssecurityterraform
Dev.to Oct 19, 2026, 15:27 UTC
EN

The GitOps Bridge: Keep Terraform and ArgoCD Out of Each Other's Way

Two tools, two clocks. Terraform provisions the cluster, the node groups, the networking, the IAM. It changes rarely and under heavy approval. ArgoC…

kubernetesterraformgitopsdevops
Dev.to Oct 12, 2026, 04:18 UTC
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Deploy a Production-Ready App on GCP in Minutes with RAD

Introduction Terraform is powerful, but writing and maintaining it for every deployment takes time. If you're a developer who wants to ship apps on…

radgcpterraformdevops
Dev.to Oct 7, 2026, 20:30 UTC
EN

Phase 0, Part 1: Turning Copy-Pasted Terraform Into a Reusable Proxmox Module

My original infrastructure is three bare-metal Proxmox machines clustered together. The clustering just makes administration a bit easier. Those run…

terraformproxmoxdevopsinfrastructure
Dev.to Oct 6, 2026, 12:30 UTC
EN

Terraform 1.16 adds destroy-time Actions and lets child modules own their imports

I once kept a shell script called pre-destroy.sh in a repo for far longer than I'd like to admit. It took a final backup, poked an external inventor…

terraformterraform116hashicorpactions
Dev.to Oct 6, 2026, 10:24 UTC
EN

tf-nag: offline AWS Solutions checks for Terraform plans

tf-nag is an offline Python CLI that checks Terraform plan or state JSON against the tf-nag AWS Solutions rules. It does not contact AWS. Rule IDs a…

terraformsimflexcloudaws
Dev.to Oct 3, 2026, 23:12 UTC
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A refactor that touched no database changed our database password

In May I merged a pull request that moved our tagging into a shared locals block. Twelve files, no resources added or removed, a plan reviewed by tw…

sergeyshinderterraformiacpostgres
Dev.to Oct 1, 2026, 06:20 UTC
EN

My OCI sandbox factory now installs on a Free Tier account, with no card

Every time I showed people the thing I built — a chat that spins up Oracle Cloud sandboxes and deletes them when their time is up — the reply was th…

oraclecloudterraformdevops
Dev.to Sep 30, 2026, 01:08 UTC
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Cloud Resume Challenge Week 3— Infrastructure as Code with Terraform and CI/CD with GitHub Actions

Chunk 3 is complete — and this one pushed me the furthest outside my comfort zone. Infrastructure as Code, remote state management, and a fully auto…

awsterraformgithubactionsdevops
Dev.to Sep 27, 2026, 13:56 UTC
EN

DEPLOYING AN AZURE LINUX VM WITH TERRAFORM AND AZURE REMOTE STATE

What if you could build an entire Azure server environment without opening the Azure Portal and clicking your way through dozens of configuration sc…

azuredevopsinfrastructureterraform
Dev.to Sep 24, 2026, 14:30 UTC
EN

I Built a Multi-Region Pilot Light on AWS. The Diagram Was the Easy Part.

Most disaster recovery write-ups stop at the diagram. You get two boxes, an arrow labelled "replicate", and an RTO that was never measured. I wanted…

awsterraformdevopsarchitecture
Dev.to Sep 21, 2026, 01:26 UTC
EN

AWS tells you something changed. Figuring out what actually happened is another story.

I kept running into the same problem with AWS. The alert usually isn’t the hard part. The investigation is. An IAM policy changes, a security group…

awsdevopsterraformsecurity
Dev.to Sep 18, 2026, 23:08 UTC
EN

Cloud Resume Challenge - Building a Cloud-Native Portfolio

NOTE: This is my blog post for the Cloud Resume Challenge for my website . The Cloud Resume Challenge is a project comprised of a list of requiremen…

cloudawscareerdevelopmentterraform
Dev.to Sep 18, 2026, 22:11 UTC
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Terraform Drift Detection in CI: Building a Remediation Pipeline

Originally published on kuryzhev.cloud The scenario Someone opened the AWS console during an incident and added an inbound rule to a security group…

terraformcicddevops
Dev.to Sep 14, 2026, 07:08 UTC
EN

Building an Event-Driven Order Processing System with AWS Lambda, SQS, DynamoDB, EventBridge, and Terraform

In my previous AWS projects, I worked with services such as DynamoDB, Lambda, API Gateway, S3, IAM, and Terraform. This time, I wanted to build some…

awsterraformwebdevdevops
Dev.to Sep 10, 2026, 18:55 UTC
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The hotfix somebody made by hand that our nightly apply reverted

We had an incident at 19:20, fixed it at 19:35, wrote it up, and went home. The same incident started again at 02:07 the next morning with nobody aw…

sergeyshinderterraformiacautomation
Dev.to Sep 9, 2026, 07:16 UTC
EN

I Built a Serverless Resume Site on AWS. Here's Everything That Broke Along the Way

After a decade in insurance operations, I decided to make my pivot into cloud engineering official by doing the Cloud Resume Challenge ! I wanted to…

awsterraformcloudresumechallengedevops
Dev.to Sep 8, 2026, 18:19 UTC
EN

From Zero to Production AWS in One `terraform apply`: A Look at terraform-aws-infrastructure

If you've ever spent an afternoon clicking through the AWS console to wire up a VPC, subnets, an ALB, TLS certificates, and a CloudFront distributio…

terraforminfrastructureaws
Dev.to Sep 8, 2026, 16:09 UTC
EN

I Wrote a Security Policy, Then Made Myself Break It

A guardrail you haven't tried to violate is just documentation with better formatting. That's the premise behind aws-boundary: an AWS multi-account…

awsdevopssecurityterraform
Dev.to Sep 6, 2026, 17:23 UTC
EN

Enabling Karpenter on EKS with Terraform: What It Is, Why It's Worth It, and How to Set It Up

Karpenter replaces the old "guess an instance type, set a min/max, wait for Cluster Autoscaler" model with something simpler: watch for pods that ca…

awskubernetesterraformkarpenter
Dev.to Sep 6, 2026, 05:51 UTC
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Looking at what we are Building

So now that you have a basic understanding of how Terraform works , before you start running any terraform command against a real AWS account, two t…

terraformawseksiac
Dev.to Sep 5, 2026, 21:25 UTC
EN

Why Kubernetes, Terraform, and AWS Are Becoming Essential Cloud Skills in 2026 ☁️🚀

The cloud industry is changing fast. A few years ago, knowing how to launch a virtual machine was enough to get started with cloud computing. Today,…

aikubernetesterraformgit
Dev.to Aug 29, 2026, 01:43 UTC
EN

AWS VPC Networking Fundamentals: VPCs, Subnets, CIDR, Route Tables, IGW, and NAT Gateways

If you've provisioned a VPC from a Terraform module without fully internalising what each piece is doing, that's fine — right up until something bre…

networkingvpcterraformaws
Dev.to Aug 28, 2026, 03:49 UTC
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Easily setup Vault for Cursor cloud agents

One of the easiest and most helpful features of Cursor is Cloud Agents. With often 1 click you can have an agent in an ephemeral environment that yo…

vaultterraformcursorjwt
Dev.to Aug 25, 2026, 20:56 UTC
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OIDC: Keycloak setup for ALB Gateway API

Introduction In my previous article , I tested using ALB CRDs to offload JWT validation for OIDC-based authentication to the Amazon EKS Kubernetes A…

keycloakterraformtofugithubactions
Dev.to Aug 22, 2026, 09:18 UTC
EN

Hey Dev Community — New Here!

Hey Dev Community! 👋 I’m Tejas, a DevOps Engineer from Bangalore, new to this platform. I work mostly with AWS, Kubernetes, Terraform, and Jenkins,…

awsdevopskubernetesterraform
Dev.to Aug 22, 2026, 02:51 UTC
EN

I Deployed Google's Online Boutique on AWS EKS — Full Production Setup, Zero App Code Changes

The Setup Google's Online Boutique is an open-source 11-service e-commerce demo — Go, Python, Node.js, C#, and Java, all communicating over gRPC. It…

awskubernetesterraformdevops
Dev.to Aug 21, 2026, 19:17 UTC
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Daily Dose of DevOps — Terraform remote state explained

Terraform Remote State Explained Terraform is a powerful tool for infrastructure as code, but managing state files can be a complex task. The terraf…

devopsinfrastructureterraform
Dev.to Aug 18, 2026, 07:32 UTC
EN

Drift Detection Was Never the Hard Part — Here's What Production Teams Actually Need Next

When I started building tfdrift, the problem seemed simple: terraform plan tells you what changed, but not how much you should care . Severity class…

terraformcloudcomputingaiprogramming
Dev.to Aug 15, 2026, 19:19 UTC

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