Terraform vs OpenTofu in Practice: What to Use After BSL, and When to Switch
After HashiCorp’s BSL switch, this post helps you decide Terraform vs OpenTofu for new IaC and when to migrate existing code to tofu, using a self-assessment flowchart. It covers the license decision tree, migration and rollback commands, f
From Terraform to K8s: A Practical End-to-End DevOps CI/CD Roadmap (IaC & GitOps)
Learning individual technologies isn't enough. This guide walks through a practical, step-by-step roadmap: laying the infrastructure foundation with Terraform, deploying applications with Kubernetes, and completing the full CI/CD pipeline w
How to Prevent Terraform Security Vulnerabilities with GitOps and Policy as Code
Learn how to fundamentally block risks such as secret exposure and over-privileged access during IaC deployments. This post presents practical best practices that combine GitOps and Policy as Code (PaC) to automatically validate security is
Fixing Terraform State Lock Errors: force-unlock and DynamoDB Lock Deletion
Diagnose Terraform "Error acquiring the state lock" with a log reading table, then safely release it with force-unlock or DynamoDB lock deletion. A copy-paste command set that also prevents recurrence with lock-timeout and CI concurrency se
Automating an MLOps Pipeline with Terraform and Kubeflow
This article introduces Infrastructure as Code (IaC) principles for managing the entire process from AI model development to production deployment as code. It presents a practical blueprint for provisioning infrastructure with Terraform and
AI Service Optimization Stack Design Guide: Building Cloud Architecture That Delivers Both Cost Efficiency and Reliability
This guide presents a practical cloud architecture approach for handling rapidly growing AI workloads. Combining performance and cost-efficiency analysis, it provides a Terraform-based stack and monitoring strategy you can apply immediately
Practical IaC with Terraform: From Module Design to State Management
Click-ops infrastructure cannot be reproduced. Defining infrastructure as code with Terraform enables version control, code review, and automation.