BestHub
Sign in
Tagged articles
97 articles
Page 1 of 1
Architecture Musings
Architecture Musings
Apr 19, 2026 · Artificial Intelligence

My AI Adoption Journey: Lessons from the Terraform and Ghostty Creator

The author, Mitchell Hashimoto—co‑founder of HashiCorp and creator of Terraform and Ghostty—shares a step‑by‑step, candid account of adopting AI agents, detailing six phases from abandoning chatbots to continuously running agents, the concept of “harness engineering,” and practical insights on when and how to integrate AI into a developer workflow.

AI adoptionGhosttyHarness Engineering
0 likes · 16 min read
My AI Adoption Journey: Lessons from the Terraform and Ghostty Creator
DevOps Coach
DevOps Coach
Mar 27, 2026 · Operations

Can Four LLM‑Powered Agents Build a Real Kubernetes Cluster Without Human Help?

An experiment with four LLM‑driven autonomous agents—Architect, Builder, Security Sentinel, and QA Tester—attempted to provision a Proxmox‑based HA Kubernetes cluster using real hardware, revealing costly context drift, emergent coordination failures, and stark differences between Gemini and Claude in diagnosing infrastructure‑as‑code errors.

AI OpsAnsibleAutonomous SRE
0 likes · 14 min read
Can Four LLM‑Powered Agents Build a Real Kubernetes Cluster Without Human Help?
DevOps Coach
DevOps Coach
Mar 27, 2026 · Operations

Can AI Really Boost Your DevOps Productivity Ten‑fold? Updated 2026 Toolset Explained

This article analyzes how the 2025‑2026 shift to Model Context Protocol (MCP) transforms DevOps workflows, reviews four AI‑driven tools—including Cursor 2.0, MCP servers, AWS Q Developer CLI, and Spacelift’s Saturnhead AI—provides step‑by‑step configuration examples, and outlines what these tools can and cannot solve for modern infrastructure teams.

AIAWS Q DeveloperCursor
0 likes · 29 min read
Can AI Really Boost Your DevOps Productivity Ten‑fold? Updated 2026 Toolset Explained
dbaplus Community
dbaplus Community
Mar 23, 2026 · Operations

How a Single AI‑Driven Command Wiped 2.5 Years of Production Data

In this detailed post‑mortem, Alexey Grigorev recounts how using Claude Code to automate a Terraform deployment unintentionally erased his entire production environment and two‑and‑a‑half years of data, exposing the risks of over‑reliance on AI‑driven automation and highlighting essential safeguards.

AIAWSBackup
0 likes · 11 min read
How a Single AI‑Driven Command Wiped 2.5 Years of Production Data
DevOps Coach
DevOps Coach
Mar 23, 2026 · Industry Insights

Why IBM Dropped Terraform CDK Support and What It Means for IaC

IBM's HashiCorp announced the end of Terraform CDK support, forcing users to migrate to HCL, sparking community backlash and raising questions about the future of programming‑language‑based Infrastructure as Code versus declarative configurations.

CDKTFHCLHashiCorp
0 likes · 8 min read
Why IBM Dropped Terraform CDK Support and What It Means for IaC
Java Tech Enthusiast
Java Tech Enthusiast
Mar 11, 2026 · Operations

How a Tiny Cost‑Saving Decision Wiped Out 2.5 Years of Data on AWS

A data‑science community founder used an AI coding assistant to migrate a static site to AWS, unintentionally shared Terraform state, ran a full Terraform apply without a plan review, and triggered a cascade of resource creation that culminated in a terraform destroy that erased the entire production environment and two‑and‑a‑half years of user data, illustrating the dangers of over‑automation and the importance of robust backup and manual safeguards.

AI toolsAWSData loss
0 likes · 11 min read
How a Tiny Cost‑Saving Decision Wiped Out 2.5 Years of Data on AWS
MaGe Linux Operations
MaGe Linux Operations
Jan 30, 2026 · Cloud Computing

Mastering Alibaba Cloud SLB: Build High‑Availability Load Balancing with Terraform

This guide walks through Alibaba Cloud SLB’s architecture, product variants, and environment prerequisites, and step‑by‑step Terraform provisioning for CLB, ALB, and NLB, covering health checks, HTTPS setup, traffic routing, performance testing, best practices, security hardening, monitoring, and disaster‑recovery procedures.

Alibaba CloudSLBTerraform
0 likes · 28 min read
Mastering Alibaba Cloud SLB: Build High‑Availability Load Balancing with Terraform
DevOps Coach
DevOps Coach
Jan 17, 2026 · Operations

Your 2026 DevOps Roadmap: From Zero to Engineer in 12 Steps

This comprehensive 2026 DevOps learning roadmap guides beginners through twelve progressive stages—from mindset and Linux fundamentals to containerization, Kubernetes, cloud platforms, CI/CD pipelines, infrastructure as code, monitoring, real‑world projects, and job‑search preparation—ensuring a clear, hands‑on path to becoming a competent DevOps engineer.

DevOpsDockerKubernetes
0 likes · 11 min read
Your 2026 DevOps Roadmap: From Zero to Engineer in 12 Steps
Raymond Ops
Raymond Ops
Dec 24, 2025 · Operations

How to Combine Terraform and Ansible for Seamless Multi‑Cloud Orchestration

This guide explains why single‑tool approaches fall short in modern IaC, compares Terraform’s state management and multi‑cloud support with Ansible’s configuration capabilities, and provides a step‑by‑step architecture, code samples, CI/CD integration, monitoring, cost‑saving, and security practices for enterprise‑grade deployments.

AnsibleInfrastructure AutomationOperations
0 likes · 17 min read
How to Combine Terraform and Ansible for Seamless Multi‑Cloud Orchestration
Raymond Ops
Raymond Ops
Dec 18, 2025 · Cloud Computing

How to Build Reusable Multi‑Cloud Infrastructure with Terraform

Learn how to replace manual, error‑prone cloud console clicks with Terraform‑driven, reusable multi‑cloud infrastructure, covering why multi‑cloud matters, Terraform fundamentals, project layout, example networking and compute modules for AWS and Alibaba Cloud, CI/CD integration, security scanning, cost optimization, and best‑practice guidelines.

Infrastructure as CodeOpsTerraform
0 likes · 18 min read
How to Build Reusable Multi‑Cloud Infrastructure with Terraform
ITPUB
ITPUB
Dec 16, 2025 · Backend Development

Nginx vs Envoy: Real‑World Performance Benchmark and Deployment Guide

This article translates and expands Anton Putra's benchmark, detailing how to deploy Nginx and Envoy on AWS with Terraform and Ansible, run HTTP, HTTPS, and gRPC load tests using K6, measure CPU and latency with Prometheus, and compare the resulting throughput and stability of both proxies.

EnvoyK6Load Testing
0 likes · 8 min read
Nginx vs Envoy: Real‑World Performance Benchmark and Deployment Guide
DevOps Engineer
DevOps Engineer
Dec 10, 2025 · Operations

DevOps Tools as a Car Factory: Packer, Terraform, Ansible, Docker, Kubernetes

The article uses a car‑factory analogy to clarify the distinct roles of DevOps tools—Packer for image building, Terraform for infrastructure provisioning, Ansible for configuration, Docker for containerized applications, and Kubernetes for large‑scale orchestration—showing how they fit into build, provision, and run phases of the IT lifecycle.

AnsibleDevOpsDocker
0 likes · 8 min read
DevOps Tools as a Car Factory: Packer, Terraform, Ansible, Docker, Kubernetes
Ray's Galactic Tech
Ray's Galactic Tech
Dec 2, 2025 · Operations

How to Transform Manual Deployments into 10‑Minute Automated CI/CD Pipelines

This article walks through real‑world CI/CD automation, showing how enterprises replace slow, error‑prone manual releases with fast, repeatable pipelines using Jenkins, GitLab CI, GitHub Actions, Kubernetes, Terraform, and feature‑toggle strategies, delivering measurable improvements in speed, quality, and reliability.

DevOpsJenkinsKubernetes
0 likes · 12 min read
How to Transform Manual Deployments into 10‑Minute Automated CI/CD Pipelines
Raymond Ops
Raymond Ops
Dec 1, 2025 · Operations

Boost Ops Efficiency 300% with Terraform + Ansible: Master the IaC Stack in One Guide

This guide explains how Terraform and Ansible complement each other in modern cloud-native environments, detailing their core features, workflow integration, practical AWS and Nginx examples, best-practice recommendations, and security considerations to dramatically improve operational efficiency.

AnsibleConfiguration ManagementInfrastructure Automation
0 likes · 17 min read
Boost Ops Efficiency 300% with Terraform + Ansible: Master the IaC Stack in One Guide
ITPUB
ITPUB
Nov 18, 2025 · Backend Development

Nginx vs Envoy: Real‑World Performance Benchmark on AWS

This article translates and expands Anton Putra’s Nginx vs. Envoy performance benchmark, detailing the AWS test environment, Terraform and Ansible provisioning, proxy configurations, load‑testing methodology with K6, and the resulting request‑per‑second and latency comparisons across HTTP, HTTPS, and gRPC workloads.

AWSAnsibleEnvoy
0 likes · 8 min read
Nginx vs Envoy: Real‑World Performance Benchmark on AWS
Ops Community
Ops Community
Oct 10, 2025 · Operations

From Shell Scripts to Terraform: Mastering Infrastructure as Code

This article traces the evolution of infrastructure automation from ad‑hoc Shell scripts through configuration‑management tools to modern declarative Terraform, highlighting common pitfalls, offering concrete best‑practice recommendations, detailed code samples, and a real‑world migration case study that demonstrates how to transition safely and efficiently.

AWSDevOpsShell scripting
0 likes · 31 min read
From Shell Scripts to Terraform: Mastering Infrastructure as Code
Ops Community
Ops Community
Oct 6, 2025 · Cloud Computing

Master Terraform for Multi-Cloud Management: From Beginner to Expert

This comprehensive guide walks you through Terraform fundamentals, multi‑cloud support, state management, modular design, environment handling, and real‑world case studies, showing how to automate infrastructure provisioning, improve consistency, and boost operational efficiency across AWS, Azure, GCP and Alibaba Cloud.

Infrastructure AutomationTerraformiac
0 likes · 30 min read
Master Terraform for Multi-Cloud Management: From Beginner to Expert
DevOps Coach
DevOps Coach
Oct 5, 2025 · Cloud Native

How Medium Scales Microservices with Kubernetes: Architecture, Tools, and Tuning

Medium explains why it chose Kubernetes for microservice management, describes its multi‑cluster deployment across four availability zones, details configuration tooling with Terraform, and shares scaling optimizations using a cluster over‑provisioner and pod preemption to achieve smoother node utilization.

Cloud NativeCluster OverprovisionerKubernetes
0 likes · 7 min read
How Medium Scales Microservices with Kubernetes: Architecture, Tools, and Tuning
Efficient Ops
Efficient Ops
Sep 14, 2025 · Cloud Computing

Master Terraform: From Basics to Advanced CLI Commands

This guide introduces Terraform, an open-source IaC tool, covering its core concepts, key features, installation steps, command hierarchy, and execution workflow, enabling readers to confidently automate and manage cloud and on-premise infrastructure using declarative configurations.

DevOpsInfrastructure as CodeTerraform
0 likes · 8 min read
Master Terraform: From Basics to Advanced CLI Commands
Ops Development & AI Practice
Ops Development & AI Practice
Aug 28, 2025 · Cloud Computing

Master Terraform’s count Meta‑Argument: Bulk, Conditional, and Blue‑Green Deployments

This article explains Terraform’s count meta‑argument, showing how it transforms a single resource into a list for bulk creation, enables conditional provisioning with ternary expressions, illustrates blue‑green deployment switches, warns about index‑based pitfalls, and compares it with the more stable for_each alternative.

Terraform_countcloud automation
0 likes · 9 min read
Master Terraform’s count Meta‑Argument: Bulk, Conditional, and Blue‑Green Deployments
dbaplus Community
dbaplus Community
Aug 10, 2025 · Operations

When AI Becomes a DevOps Hazard: Real Stories of Costly Mistakes

A senior engineer recounts how AI‑generated Terraform and Kubernetes code exposed a production database, leaked secrets, and created costly outages, then shares concrete mistakes, security‑first templates, validation pipelines, and AI‑pair‑programming practices to keep DevOps work safe and reliable.

AIDevOpsInfrastructure as Code
0 likes · 28 min read
When AI Becomes a DevOps Hazard: Real Stories of Costly Mistakes
MaGe Linux Operations
MaGe Linux Operations
Jul 26, 2025 · Cloud Computing

Master Multi‑Cloud Orchestration with Terraform + Ansible: IaC Best Practices

This article explains how to combine Terraform and Ansible to build a robust, enterprise‑grade multi‑cloud resource orchestration workflow, covering their strengths, limitations, layered architecture, real‑world e‑commerce deployment, CI/CD integration, advanced tips, cost optimization, and security best practices.

AnsibleInfrastructure AutomationTerraform
0 likes · 17 min read
Master Multi‑Cloud Orchestration with Terraform + Ansible: IaC Best Practices
MaGe Linux Operations
MaGe Linux Operations
Jul 22, 2025 · Operations

How Terraform Transforms Multi‑Cloud Infrastructure Management

This article explains how Terraform enables reusable, automated multi‑cloud infrastructure by replacing manual console clicks with declarative code, covering benefits such as cost optimization, risk mitigation, compliance, and advanced features like CI/CD integration, dynamic configuration, and state management for reliable operations.

Infrastructure as CodeTerraformmulti-cloud
0 likes · 20 min read
How Terraform Transforms Multi‑Cloud Infrastructure Management
dbaplus Community
dbaplus Community
Jul 17, 2025 · Operations

How AI Agents Are Replacing DevOps Engineers at AWS – Real Metrics & Tools

A senior AWS solutions architect revealed that after automating about 90% of its infrastructure, AI agents now handle Terraform fixes, predictive Kubernetes scaling, and even cloud‑cost negotiations, prompting a month‑long investigation that uncovered striking internal metrics, open‑source tools, and practical guidance for engineers.

AI OpsAWSKubeGPT
0 likes · 6 min read
How AI Agents Are Replacing DevOps Engineers at AWS – Real Metrics & Tools
MaGe Linux Operations
MaGe Linux Operations
Jul 8, 2025 · Operations

Boost Ops Efficiency 300% with Terraform & Ansible: Master the IaC Stack

This article explains how Terraform and Ansible together form a powerful IaC stack, compares their roles in resource orchestration and configuration management, provides workflow examples and best‑practice recommendations, and shows how combining them can increase operational efficiency by up to three times.

AnsibleInfrastructure as CodeTerraform
0 likes · 14 min read
Boost Ops Efficiency 300% with Terraform & Ansible: Master the IaC Stack
Ops Community
Ops Community
Jul 7, 2025 · Operations

Why Terraform Is the Must‑Have Tool for Modern Infrastructure Automation

This article explains how Terraform, an open‑source Infrastructure as Code tool, enables declarative, multi‑cloud infrastructure management, outlines its core features, workflow, best‑practice patterns, real‑world AWS examples, and future trends, helping operations engineers automate and scale modern cloud environments efficiently.

AWSDevOpsInfrastructure as Code
0 likes · 16 min read
Why Terraform Is the Must‑Have Tool for Modern Infrastructure Automation
Ops Development Stories
Ops Development Stories
Jul 3, 2025 · Cloud Native

Mastering IaC with Terraform: From Basics to Multi‑Environment Deployments

This article explains the fundamentals of Infrastructure as Code (IaC), its relationship with AIOps, and why Terraform is the preferred tool, then walks through Terraform architecture, core commands, state management, remote backends, project layout, and a complete multi‑environment deployment example on Alibaba Cloud.

Cloud NativeDevOpsInfrastructure as Code
0 likes · 24 min read
Mastering IaC with Terraform: From Basics to Multi‑Environment Deployments
Ops Development & AI Practice
Ops Development & AI Practice
Mar 5, 2025 · Operations

How to Supercharge Terraform with Ansible, Packer, Vault, and Consul

This article explains how Terraform can be combined with popular DevOps tools—Ansible for configuration management, Packer for image building, Vault for secret handling, and Consul for service discovery—detailing integration steps, code examples, and the benefits of creating a cohesive, automated infrastructure pipeline.

AnsibleConsulDevOps
0 likes · 9 min read
How to Supercharge Terraform with Ansible, Packer, Vault, and Consul
Ops Development & AI Practice
Ops Development & AI Practice
Feb 22, 2025 · Operations

Why Terraform Is the Go-To Tool for Modern Infrastructure Automation

This article explains how Terraform, as an Infrastructure as Code solution, streamlines infrastructure management by offering declarative configuration, automation, version control, repeatability, and testing, while outlining its advantages, typical use cases, a comparison with other IaC tools, and step‑by‑step installation and workflow guidance.

Infrastructure as CodeOperationsTerraform
0 likes · 9 min read
Why Terraform Is the Go-To Tool for Modern Infrastructure Automation
Ops Development & AI Practice
Ops Development & AI Practice
Feb 22, 2025 · Operations

Master Terraform: From Basics to Advanced Cloud Automation

Discover why Terraform is the go‑to IaC tool for ops engineers, explore its declarative syntax, cross‑cloud support, state management, and community ecosystem, and get an overview of a comprehensive three‑part tutorial series covering fundamentals, intermediate concepts, and advanced best‑practice projects.

Infrastructure as CodeOpsTerraform
0 likes · 8 min read
Master Terraform: From Basics to Advanced Cloud Automation
DevOps Cloud Academy
DevOps Cloud Academy
Feb 19, 2025 · Operations

Top 10 DevOps Project Ideas with Source Code for 2025

This article introduces ten practical DevOps project ideas for 2025, explains the core concepts behind each project, and provides direct source‑code links so readers can build, test, and showcase their DevOps skills across containers, CI/CD pipelines, Kubernetes, Terraform, and more.

DevOpsDockerKubernetes
0 likes · 10 min read
Top 10 DevOps Project Ideas with Source Code for 2025
ByteDance Cloud Native
ByteDance Cloud Native
Feb 13, 2025 · Cloud Computing

Deploy the Full‑Size DeepSeek‑R1 Model on Volcengine Cloud with Terraform and Kubernetes

This guide walks you through two practical solutions for deploying the massive DeepSeek‑R1 model on Volcengine Cloud—one using Terraform for a quick two‑node GPU setup and another leveraging cloud‑native multi‑node distributed inference with Kubernetes, covering resource sizing, environment preparation, model download, monitoring, autoscaling, and storage acceleration.

AIKubernetesModel Deployment
0 likes · 22 min read
Deploy the Full‑Size DeepSeek‑R1 Model on Volcengine Cloud with Terraform and Kubernetes
Volcano Engine Developer Services
Volcano Engine Developer Services
Feb 10, 2025 · Artificial Intelligence

How to Quickly Deploy DeepSeek‑R1‑Distill on Volcengine Cloud: Three Practical Methods

This article explains how to deploy DeepSeek's open‑source large language models—especially DeepSeek‑R1‑Distill—on Volcengine Cloud using three approaches: a containerized VKE solution, a serverless veFaaS setup, and a one‑click Terraform script, complete with step‑by‑step instructions, code snippets, and configuration tips.

DeepSeekTerraformVolcengine
0 likes · 18 min read
How to Quickly Deploy DeepSeek‑R1‑Distill on Volcengine Cloud: Three Practical Methods
Liangxu Linux
Liangxu Linux
Nov 23, 2024 · Cloud Native

How a Solo Engineer Runs a Full‑Stack SaaS on Kubernetes

This article details how a single‑person startup leverages Kubernetes on AWS EKS to handle load balancing, automatic DNS, TLS, autoscaling, monitoring, alerting, secret management, and CI/CD for a Django‑based SaaS, illustrating practical configurations, code snippets, and infrastructure‑as‑code patterns.

AWS EKSDjangoGitOps
0 likes · 16 min read
How a Solo Engineer Runs a Full‑Stack SaaS on Kubernetes
DevOps Coach
DevOps Coach
Aug 19, 2024 · Cloud Native

Why Crossplane Might Outshine Terraform for Cloud‑Native Infrastructure Management

This article compares Crossplane and Terraform, highlighting how Crossplane’s control‑plane architecture, flexible collaboration model, self‑service abstractions, and native REST API can address the scalability and integration challenges that often limit Terraform in modern cloud‑native environments.

Cloud NativeControl PlaneCrossplane
0 likes · 8 min read
Why Crossplane Might Outshine Terraform for Cloud‑Native Infrastructure Management
dbaplus Community
dbaplus Community
Jun 17, 2024 · Cloud Native

Why Terraform Should Retire: Embracing Kubernetes Operator Alternatives

The article critiques Terraform’s architectural quirks, drift‑management challenges, licensing controversy, and community split, then argues that adopting Kubernetes operator‑based infrastructure management offers a more modular, collaborative, and cloud‑agnostic solution for modern DevOps teams.

Cloud NativeInfrastructure as CodeKubernetes
0 likes · 13 min read
Why Terraform Should Retire: Embracing Kubernetes Operator Alternatives
21CTO
21CTO
Apr 25, 2024 · Cloud Native

Why IBM’s $6.4B HashiCorp Deal Could Redefine Multi‑Cloud Management

IBM’s $6.4 billion acquisition of HashiCorp brings Terraform, Vault and other infrastructure‑as‑code tools under its umbrella, promising tighter hybrid‑cloud integration while sparking debate over open‑source licensing and the future of multi‑cloud strategies.

AcquisitionCloud NativeHashiCorp
0 likes · 6 min read
Why IBM’s $6.4B HashiCorp Deal Could Redefine Multi‑Cloud Management
ITPUB
ITPUB
Mar 11, 2024 · Cloud Computing

What 4 Years of Startup Infrastructure Taught Me: AWS, Terraform, GitOps & More

After four years running infrastructure at a fast‑growing startup, the author reviews almost every major decision—from choosing AWS over GCP and adopting EKS, RDS, and Redis, to automating post‑mortems with Slack bots, standardising IaC with Terraform and GitOps, and evaluating SaaS tools like DataDog, PagerDuty, and Notion—highlighting the benefits, regrets, and practical lessons learned.

AWSDevOpsInfrastructure
0 likes · 22 min read
What 4 Years of Startup Infrastructure Taught Me: AWS, Terraform, GitOps & More
DevOps Coach
DevOps Coach
Jan 8, 2024 · Operations

Why Pulumi Might Outshine Terraform for Infrastructure as Code

This article compares Pulumi and Terraform, highlighting Terraform's steep learning curve, secret‑management challenges, and productivity drawbacks while showcasing Pulumi's multi‑language support, built‑in secret store, easier team collaboration, Terraform state integration, and testing capabilities.

Cloud NativeDevOpsPulumi
0 likes · 8 min read
Why Pulumi Might Outshine Terraform for Infrastructure as Code
DevOps Coach
DevOps Coach
Nov 15, 2023 · Cloud Native

Provision a Ready-to-Use Azure AKS Cluster with Terraform in Minutes

Learn how to quickly set up a development‑test Azure Kubernetes Service (AKS) cluster using Terraform with default settings, including creating a Service Principal, configuring Terraform Cloud backend, defining variables, and applying the infrastructure, plus commands for login, plan, apply, and destroy.

AKSAzureCloud Native
0 likes · 7 min read
Provision a Ready-to-Use Azure AKS Cluster with Terraform in Minutes
DevOps Cloud Academy
DevOps Cloud Academy
Sep 6, 2023 · Cloud Native

The Evolving Role of Developers in Infrastructure as Code and Cloud‑Native Platforms

This article examines how infrastructure management has shifted toward treating infrastructure as code, the growing responsibilities of developers in deploying and maintaining cloud‑native platforms such as Kubernetes, the challenges they face, and the supporting role of platform/DevOps teams and tools like Terraform and ArgoCD.

ArgoCDCloud NativeDevOps
0 likes · 7 min read
The Evolving Role of Developers in Infrastructure as Code and Cloud‑Native Platforms
DevOps
DevOps
Jul 20, 2023 · Operations

Why Continuous Testing Is Essential for Infrastructure and How to Implement It

The article explains why continuous testing of infrastructure is critical for stability and reliability, outlines a comprehensive testing scope ranging from unit to reliability tests, discusses tool selection and practical Terraform‑based examples, and shows how test‑driven development can improve IaC workflows.

Infrastructure TestingOpsRSpec
0 likes · 9 min read
Why Continuous Testing Is Essential for Infrastructure and How to Implement It
Continuous Delivery 2.0
Continuous Delivery 2.0
May 11, 2023 · Operations

Everything as Code – Automating Deployment, Infrastructure, and Pipelines

The article traces the evolution from manual, error‑prone deployments to fully automated DevOps practices, explaining how code‑centric approaches such as Infrastructure as Code, Environment as Code, Orchestration as Code, Document as Code and Pipeline as Code improve productivity, reliability, consistency and platform scalability across cloud‑native environments.

DockerInfrastructure as CodeKubernetes
0 likes · 15 min read
Everything as Code – Automating Deployment, Infrastructure, and Pipelines
DevOps
DevOps
May 10, 2023 · Operations

Everything as Code: From Manual Deployments to Automated Infrastructure and CI/CD Pipelines

The article traces the evolution from cumbersome manual deployments to modern automated, code‑driven practices such as Infrastructure as Code, Environment as Code, Orchestration as Code, and Pipeline as Code, highlighting tools like Ansible, Terraform, Docker, Kubernetes, and Jenkins to improve productivity, reliability, and scalability in DevOps operations.

AnsibleDockerInfrastructure as Code
0 likes · 15 min read
Everything as Code: From Manual Deployments to Automated Infrastructure and CI/CD Pipelines
Bilibili Tech
Bilibili Tech
Mar 28, 2023 · Cloud Computing

Multi‑Cloud Management Platform ARES: Architecture, Features and Practices

ARES, Bilibili’s multi‑cloud management platform, unifies resource provisioning, asset inventory, user access, and cost optimization across public clouds through a layered architecture, project‑centric tagging, Terraform‑based orchestration, and centralized security, while addressing manual provisioning, fragmented permissions, and visibility challenges, and plans to extend into hybrid‑cloud automation.

Resource OrchestrationTerraformcloud-native
0 likes · 26 min read
Multi‑Cloud Management Platform ARES: Architecture, Features and Practices
DevOps
DevOps
Jan 3, 2023 · Operations

Managing Environments with Pipelines: Strategies, Code Samples, and Best Practices

This article explains how to use continuous delivery pipelines to manage multiple infrastructure environments, compares three stack organization strategies, provides Terraform examples for staging and production, and discusses benefits, challenges, and best practices for versioned stack definitions, artifact repositories, and automated testing in DevOps workflows.

DevOpsInfrastructure as CodeTerraform
0 likes · 16 min read
Managing Environments with Pipelines: Strategies, Code Samples, and Best Practices
DevOps Cloud Academy
DevOps Cloud Academy
Jan 2, 2023 · Operations

Why CI/CD for Infrastructure as Code Differs from CI/CD for Application Development

This article explains how treating infrastructure as code changes the way continuous integration and delivery pipelines are designed, highlighting differences in source control, testing, automation, security, cost estimation, and deployment compared to traditional application development CI/CD practices.

Continuous DeliveryInfrastructure as CodeTerraform
0 likes · 20 min read
Why CI/CD for Infrastructure as Code Differs from CI/CD for Application Development
Alibaba Cloud Native
Alibaba Cloud Native
Aug 12, 2022 · Cloud Native

Deploy Multi‑Environment Apps on Alibaba Cloud SAE Using Terraform IaC

This guide explains how enterprises can leverage Infrastructure as Code with Terraform to automate the creation, management, and scaling of Alibaba Cloud Serverless App Engine (SAE) applications across staging and production environments, including advanced integration with RDS.

Alibaba CloudCloud NativeInfrastructure as Code
0 likes · 16 min read
Deploy Multi‑Environment Apps on Alibaba Cloud SAE Using Terraform IaC
DevOps Cloud Academy
DevOps Cloud Academy
Jul 24, 2022 · Cloud Native

Deploying an Alibaba Cloud ACK Kubernetes Cluster with Terraform

This tutorial walks through provisioning an Alibaba Cloud ACK Kubernetes cluster using Terraform, covering provider setup, VPC and VSwitch creation, managed Kubernetes resource definition, Jenkins deployment, DNS configuration, and cleanup procedures, with full code examples.

ACKAlibaba CloudCloud Native
0 likes · 7 min read
Deploying an Alibaba Cloud ACK Kubernetes Cluster with Terraform
Alibaba Cloud Native
Alibaba Cloud Native
Jun 15, 2022 · Cloud Native

Why Serverless Devs Needs Terraform and How Multi‑Environment Differs from Pure Terraform

This article explains the distinct roles of Serverless Devs and Terraform, compares multi‑environment deployment with direct Terraform usage, clarifies the concepts of environments versus environment variables, and details why the multi‑environment feature is implemented as a component rather than a CLI tool.

Cloud NativeInfrastructure as CodeKubeVela
0 likes · 9 min read
Why Serverless Devs Needs Terraform and How Multi‑Environment Differs from Pure Terraform
Alibaba Cloud Native
Alibaba Cloud Native
Jun 10, 2022 · Cloud Native

Automate Multi‑Environment Serverless Deployments with Terraform and Serverless Devs

This article explains how enterprises can streamline multi‑environment serverless workflows by templating infrastructure and services, using Terraform‑based environment templates within Serverless Devs, and automating CI/CD pipelines to let platform, infra, and development teams work independently yet securely.

Cloud NativeMulti-EnvironmentServerless
0 likes · 14 min read
Automate Multi‑Environment Serverless Deployments with Terraform and Serverless Devs
DevOps Cloud Academy
DevOps Cloud Academy
May 9, 2022 · Operations

Resetting the GitLab Root Password via Console and Password Recovery

This guide explains how to retrieve and change the temporary GitLab root password generated during a Terraform deployment, outlines two recovery methods—including using the password‑reset feature and directly updating the password through the GitLab Rails console with example code.

DevOpsGitLabOperations
0 likes · 3 min read
Resetting the GitLab Root Password via Console and Password Recovery
Alibaba Cloud Native
Alibaba Cloud Native
Apr 10, 2022 · Cloud Computing

Automate Alibaba Cloud EventBridge with Terraform: A Step‑by‑Step IaC Guide

This article explains the core concepts of Alibaba Cloud EventBridge for building event‑driven architectures, compares imperative and declarative IaC approaches, and provides detailed Terraform examples—including a DingTalk alert and a custom bus triggering FunctionCompute—complete with code snippets and deployment steps.

Alibaba CloudEvent-Driven ArchitectureEventBridge
0 likes · 14 min read
Automate Alibaba Cloud EventBridge with Terraform: A Step‑by‑Step IaC Guide
DevOps Cloud Academy
DevOps Cloud Academy
Mar 28, 2022 · Cloud Computing

Terraform Tutorial: Step‑by‑Step Provisioning of Alibaba Cloud Resources

This article provides a comprehensive, step‑by‑step Terraform tutorial for Alibaba Cloud, covering RAM account setup, environment variables, version configuration, VPC and security group creation, ECS provisioning, web service deployment, DNS addition, output handling, and resource cleanup, complete with code snippets and command illustrations.

Alibaba CloudDevOpsInfrastructure as Code
0 likes · 7 min read
Terraform Tutorial: Step‑by‑Step Provisioning of Alibaba Cloud Resources
System Architect Go
System Architect Go
Mar 27, 2022 · Cloud Computing

Terraform: Infrastructure as Code

Terraform enables declarative, code‑driven provisioning of cloud resources such as VPCs, virtual hosts, load balancers, databases, and storage across multiple providers, simplifying infrastructure management through reusable providers and modules, version control, and state tracking, thereby reducing manual configuration effort.

Infrastructure as CodeProviderTerraform
0 likes · 4 min read
Terraform: Infrastructure as Code
DevOps Cloud Academy
DevOps Cloud Academy
Mar 9, 2022 · Cloud Native

Infrastructure as Code (IaC) and GitOps: Benefits, Practices, and Tooling

The article explains how Infrastructure as Code and GitOps address common cloud‑migration challenges by automating resource provisioning, ensuring environment consistency, reducing manual effort and errors, and highlights tools like Terraform while noting industry trends and a brief promotional note.

Cloud NativeDevOpsTerraform
0 likes · 4 min read
Infrastructure as Code (IaC) and GitOps: Benefits, Practices, and Tooling
MaGe Linux Operations
MaGe Linux Operations
Jan 22, 2022 · Cloud Native

Boost Kubernetes Monitoring: Migrate from Prometheus to Thanos for Scalable Low‑Cost Metrics

This article examines the limitations of a standard Prometheus‑based monitoring stack on Kubernetes, explains how adopting Thanos improves metric retention and reduces infrastructure costs, and provides a detailed multi‑cluster deployment guide with Terraform, TLS configuration, and Grafana visualization.

KubernetesPrometheusTerraform
0 likes · 16 min read
Boost Kubernetes Monitoring: Migrate from Prometheus to Thanos for Scalable Low‑Cost Metrics
DevOps Cloud Academy
DevOps Cloud Academy
Jan 20, 2022 · Cloud Native

Comparative Overview of Terraform and Helm for Kubernetes Management

This article examines the core functionalities of Terraform and Helm, highlighting how each tool manages Kubernetes clusters, automates infrastructure provisioning, and supports DevOps workflows, helping teams decide which solution best fits their cloud‑native development needs.

Cloud NativeDevOpsKubernetes
0 likes · 8 min read
Comparative Overview of Terraform and Helm for Kubernetes Management
GrowingIO Tech Team
GrowingIO Tech Team
Dec 9, 2021 · Cloud Computing

Mastering Multi-Cloud Terraform: Architecture, Modules, and Best Practices

This article explains why GrowingIO adopts Terraform for multi‑cloud resource management, introduces Terraform’s core concepts and architecture, details a practical project structure with modules, conditional logic, complex loops, global variables, and environment isolation, and shares insights on its advantages and limitations.

Infrastructure as CodeModulesTerraform
0 likes · 12 min read
Mastering Multi-Cloud Terraform: Architecture, Modules, and Best Practices
Liulishuo Tech Team
Liulishuo Tech Team
Oct 29, 2021 · Cloud Computing

Automating Cloud Infrastructure at Liulishuo: Deployment, Management, and Governance Practices

The article describes Liulishuo's Cloud Infra team's end‑to‑end automation of cloud resource provisioning, scaling, and cost governance using Terraform, a custom Luban platform, GitLab CI/CD, and chat‑bot integrations, highlighting the architectural design, implementation steps, and measurable benefits for both operations and business teams.

Auto ScalingCost OptimizationInfrastructure as Code
0 likes · 10 min read
Automating Cloud Infrastructure at Liulishuo: Deployment, Management, and Governance Practices
Liulishuo Tech Team
Liulishuo Tech Team
Sep 13, 2021 · Cloud Computing

Why Use Terraform? Benefits, Workflow, and Bulk Export in Cloud Infrastructure

The article explains the problems of manual cloud resource provisioning, introduces Terraform's Infrastructure as Code approach, describes a company-specific workflow using a front‑end request portal, GitOps, and Mobius automation, and outlines how to import existing resources and perform bulk exports with Terraformer.

Terraformautomationcloud
0 likes · 8 min read
Why Use Terraform? Benefits, Workflow, and Bulk Export in Cloud Infrastructure
Open Source Linux
Open Source Linux
Aug 26, 2021 · Cloud Native

Why Switch from Prometheus to Thanos? Boost Metric Retention & Cut Costs

This article explains the limitations of a traditional Prometheus‑based monitoring stack for Kubernetes, demonstrates how integrating Thanos improves metric retention, scalability, and storage cost, and provides a complete multi‑cluster deployment example with Terraform and Helm configurations.

Cloud NativeKubernetesPrometheus
0 likes · 15 min read
Why Switch from Prometheus to Thanos? Boost Metric Retention & Cut Costs
MaGe Linux Operations
MaGe Linux Operations
Jul 18, 2021 · Cloud Native

Boost Kubernetes Monitoring: Why Switch from Prometheus to Thanos

This article examines the limitations of a traditional Prometheus monitoring stack on Kubernetes, explains how adopting a Thanos‑based architecture improves metric retention and reduces infrastructure costs, and provides a detailed multi‑cluster deployment guide with Terraform, code snippets, and visualizations.

KubernetesPrometheusTerraform
0 likes · 15 min read
Boost Kubernetes Monitoring: Why Switch from Prometheus to Thanos
Alibaba Cloud Developer
Alibaba Cloud Developer
Apr 6, 2021 · Cloud Native

Automate Cloud Deployments Cost‑Effectively with Terraform on Alibaba Cloud

With cloud adoption shifting to rapid, low‑cost deployment, Alibaba Cloud’s Open Platform offers an end‑to‑end solution that automates product activation, quota management, reserved‑instance optimization, and RAM policy export using Terraform, Argo, and Kubernetes, enabling fully automated, elastic, and cost‑effective cloud workloads.

Infrastructure as CodeKubernetesTerraform
0 likes · 15 min read
Automate Cloud Deployments Cost‑Effectively with Terraform on Alibaba Cloud
Ctrip Technology
Ctrip Technology
Mar 4, 2021 · Cloud Native

Ctrip International Ticketing Cloud‑Native Migration: Infrastructure as Code, Logging, Monitoring, and Cost Optimization

This article shares Ctrip International Ticketing’s cloud‑native migration experience, covering infrastructure‑as‑code with Terraform, managed Kubernetes, centralized logging and monitoring using Elastic Search, Prometheus, Grafana and Thanos, and practical cost‑optimization techniques such as auto‑scaling, spot instances, storage tiering and network proxying.

Infrastructure as CodePrometheusTerraform
0 likes · 13 min read
Ctrip International Ticketing Cloud‑Native Migration: Infrastructure as Code, Logging, Monitoring, and Cost Optimization
DevOps Cloud Academy
DevOps Cloud Academy
Oct 25, 2020 · Operations

Deploying Jenkins on AWS with Terraform for CI/CD

This tutorial explains how to automate CI/CD by installing Jenkins on an AWS EC2 instance using Terraform, covering prerequisites, Bash installation scripts, plugin setup, a sample pipeline job, Terraform variable definitions, resource provisioning, and accessing the Jenkins web interface.

AWSDevOpsJenkins
0 likes · 10 min read
Deploying Jenkins on AWS with Terraform for CI/CD
Alibaba Cloud Native
Alibaba Cloud Native
Jul 23, 2020 · Cloud Native

Mastering EDAS Deployments: IDE, Maven, Jenkins, Terraform, and CLI Strategies

EDAS offers a comprehensive deployment toolkit—including IDE plugins, Maven integration, Jenkins CI/CD, Terraform orchestration, and a powerful CLI—designed for developers and ops teams to quickly and safely deploy Java applications to ECS or Kubernetes clusters while enforcing namespace controls and change‑management best practices.

DeploymentEDASKubernetes
0 likes · 7 min read
Mastering EDAS Deployments: IDE, Maven, Jenkins, Terraform, and CLI Strategies
Architecture Digest
Architecture Digest
Apr 30, 2019 · Cloud Computing

Seven Infrastructure-as-Code (IaC) Tools for Cloud Automation

This article introduces Infrastructure-as-Code, explains how it transforms IT infrastructure management, and reviews seven major IaC platforms—AWS CloudFormation, Azure Resource Manager, Google Cloud Deployment Manager, Terraform, Chef, Ansible, and Puppet—highlighting their features, usage patterns, and reference documentation.

AWS CloudFormationAnsibleInfrastructure as Code
0 likes · 9 min read
Seven Infrastructure-as-Code (IaC) Tools for Cloud Automation
Efficient Ops
Efficient Ops
Mar 19, 2019 · Cloud Native

How UCloud Leverages Terraform for Faster, Safer Cloud Resource Orchestration

UCloud’s engineering team built a Terraform‑based resource orchestration platform that cuts provisioning time from over three minutes to under a minute, enhances reliability through custom diffs, idempotent retries, and CI/CD integration, and supports multi‑cloud management, showcasing best practices in cloud‑native infrastructure automation.

Infrastructure as CodeResource OrchestrationTerraform
0 likes · 15 min read
How UCloud Leverages Terraform for Faster, Safer Cloud Resource Orchestration
UCloud Tech
UCloud Tech
Mar 12, 2019 · Cloud Computing

Avoid Disaster with Terraform: Safe Blue‑Green Deployments on UCloud

This article explains the risks of using Terraform without proper safeguards, demonstrates a real-world failure caused by careless use of the --auto-approve flag, and presents a robust blue‑green deployment pattern with an arbitration module that enforces safe state transitions on UCloud.

Blue‑Green deploymentInfrastructure as CodeTerraform
0 likes · 20 min read
Avoid Disaster with Terraform: Safe Blue‑Green Deployments on UCloud
UCloud Tech
UCloud Tech
Mar 7, 2019 · Cloud Native

How UCloud Uses Terraform to Cut Cloud Resource Deployment Time by 80%

This article explains how UCloud built a Terraform‑based resource orchestration tool that dramatically reduces deployment time, improves reliability, and integrates with CLI and CI/CD pipelines, while detailing fault‑tolerance, integration, and engineering practices for large‑scale cloud infrastructure.

DevOpsInfrastructure as CodeTerraform
0 likes · 14 min read
How UCloud Uses Terraform to Cut Cloud Resource Deployment Time by 80%
DevOpsClub
DevOpsClub
Mar 23, 2018 · Operations

How to Automate Infrastructure with IaC, Terraform, and Chef for Seamless CI/CD

This article explains why manual VM provisioning and application deployment are bottlenecks, and shows how combining Infrastructure as Code tools like Terraform with configuration‑management solutions such as Chef can create a fully automated, version‑controlled pipeline that speeds up continuous integration, delivery and deployment across development, test and production environments.

ChefConfiguration ManagementDevOps
0 likes · 26 min read
How to Automate Infrastructure with IaC, Terraform, and Chef for Seamless CI/CD
DevOps Coach
DevOps Coach
Mar 23, 2018 · Operations

Automating Infrastructure with IaC, Terraform, and Chef for Seamless CI/CD

This article explains how to replace manual VM provisioning and application deployment with Infrastructure as Code using Terraform, Chef, and related automation tools, detailing the problems of hand‑crafted processes, layered system management, cookbook design, CI pipelines, and best‑practice deployment workflows.

ChefConfiguration ManagementDevOps
0 likes · 28 min read
Automating Infrastructure with IaC, Terraform, and Chef for Seamless CI/CD
Tencent Cloud Developer
Tencent Cloud Developer
Mar 20, 2018 · Cloud Native

A Comprehensive Guide to Terraform Provider Development

This guide walks readers through building a Terraform provider in Go, explaining its architecture, key files such as main.go and provider.go, implementing CRUD functions that call the Tencent Cloud SDK, handling Terraform’s lifecycle, and writing unit tests with the testAccProviders framework.

Go ProgrammingProvider DevelopmentResource Management
0 likes · 15 min read
A Comprehensive Guide to Terraform Provider Development