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Cloud & Infrastructure

Engineering notes on cloud architecture, migration, DevOps, FinOps, and multi-cloud, from the senior engineers who build and operate it.

Cloud & InfrastructureFeatured · Cloud & Infrastructure

How to Configure Autoscaling and True Cloud Elasticity in AWS with Terraform Modules

If you want applications that scale with demand without over-provisioning, the fastest reliable path is Terraform AWS autoscaling built from reusable modules that codify your capacity policies,…6 min · Oct 11, 2026

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Cloud & Infrastructure

Cloud Modernization Frameworks: A Step-by-Step Guide to Migrating Monoliths to GKE

If you are staring down a decade-old monolith and a mandate to move it to Google Kubernetes Engine (GKE), the fastest path forward is a disciplined cloud modernization framework: assess the…

7 min · Oct 8, 2026
Cloud & Infrastructure

What Is the Difference Between HPA, VPA, and Cluster Autoscaler in Kubernetes?

If you run workloads on Kubernetes, you have three distinct autoscaling mechanisms to understand, and they operate at different layers. The Horizontal Pod Autoscaler (HPA) adds or removes pod…

7 min · Oct 8, 2026
Cloud & Infrastructure

Terraform vs Pulumi for Kubernetes Infrastructure: Which Should You Choose?

If your team is comfortable writing and reviewing HCL and you want a mature, provider-rich ecosystem, choose Terraform. If your team would rather manage infrastructure in a general-purpose language…

7 min · Oct 6, 2026
Cloud & Infrastructure

Terraform vs. Pulumi: Which IaC Tool Fits Your Kubernetes Stack?

If your team already writes application code in TypeScript, Go, or Python and your engineers resist context-switching into HCL, the terraform vs pulumi decision usually breaks toward Pulumi. If you…

7 min · Oct 3, 2026
Cloud & Infrastructure

Terraform vs. Pulumi: Which IaC Tool Fits Your Cloud Architecture in 2025?

The short answer to terraform vs pulumi: choose Terraform when you want a mature, declarative standard with the broadest provider ecosystem and the largest hiring pool. Choose Pulumi when your team…

7 min · Oct 3, 2026
Cloud & Infrastructure

Terraform vs. Pulumi for Kubernetes Infrastructure: Which IaC Tool Fits Your Stack?

If you are choosing between terraform vs pulumi for Kubernetes infrastructure, here is the short answer: pick Terraform when you want a mature, declarative standard with a vast provider ecosystem…

7 min · Oct 3, 2026
Cloud & Infrastructure

Terraform vs. Pulumi: Which IaC Tool Fits Your Kubernetes Stack in 2025?

If you are choosing between terraform vs pulumi for a Kubernetes-heavy stack in 2025, the short answer is this: pick Terraform (or OpenTofu) when you want a mature, declarative, multi-cloud baseline…

7 min · Oct 2, 2026
Cloud & Infrastructure

Terraform vs Pulumi: Which Infrastructure-as-Code Tool Fits Enterprise Teams?

When you are choosing between Terraform vs Pulumi for enterprise infrastructure-as-code, the short answer is this: pick Terraform when you want a mature ecosystem, a large hiring pool, and a…

7 min · Oct 2, 2026
Cloud & Infrastructure

Terraform vs. Pulumi: Which IaC Tool Fits Your Cloud Modernization Strategy?

If you are weighing terraform vs pulumi for a cloud modernization effort, here is the direct answer: choose Terraform when you want a mature, declarative standard with the widest provider ecosystem…

7 min · Oct 2, 2026
Cloud & Infrastructure

How to Cut Cloud Costs on AWS Without Slowing Down Engineering

To cut cloud costs on AWS without slowing your teams down, focus on removing waste before you touch anything developers depend on: delete idle resources, right-size overprovisioned compute, buy…

7 min · Oct 2, 2026
Cloud & Infrastructure

How to Implement FinOps on AWS for Kubernetes Workloads

If you want to implement FinOps on AWS for Kubernetes workloads, start by making cost a first-class signal inside your clusters: tag and label every workload for accountability, enable…

7 min · Oct 2, 2026
Cloud & Infrastructure

A Step-by-Step Guide to Modernizing Legacy Infrastructure with Terraform

If you are staring down a sprawl of hand-configured servers, click-ops cloud consoles, and undocumented network rules, the fastest path to infrastructure modernization is to codify what you have…

8 min · Sep 1, 2026
Cloud & Infrastructure

How to Cut Cloud Costs on AWS: A FinOps Framework for Engineering Teams

The fastest path to meaningful cloud cost cuts on AWS is not a single tool or a reserved instance purchase. It is a repeatable process that puts cost data in front of the engineers who create the…

7 min · Sep 1, 2026
Cloud & Infrastructure

How to Cut Cloud Costs on AWS Without Killing Performance

Most cloud cost cuts fail because teams reach for the blunt instruments first: shutting things down, downgrading instances, and deleting resources without understanding traffic patterns. The…

8 min · Sep 1, 2026
Cloud & Infrastructure

How to Cut Cloud Costs with FinOps: A Step-by-Step Framework for AWS and GKE

If your monthly cloud bill keeps climbing while nobody can explain why, the fastest fix is a FinOps framework: a repeatable operating model that gives engineering, finance, and product a shared view…

7 min · Sep 1, 2026
Cloud & Infrastructure

How to Cut Cloud Costs with FinOps: A Practical Framework for AWS and GKE

If you want durable cloud cost cuts, stop chasing one-off savings and build a FinOps operating model: give every dollar an owner, make spend visible in near real time, and turn optimization into a…

8 min · Sep 1, 2026
Cloud & Infrastructure

A Step-by-Step Guide to Building a 24/7 SRE Pipeline with Kubernetes and AWS

If you want a 24/7 SRE pipeline on Kubernetes and AWS, the shortest path is to wire together five things: declarative infrastructure, a GitOps deployment flow, service-level objectives with error…

7 min · Aug 31, 2026
Cloud & Infrastructure

How Does Autoscaling in Kubernetes on AWS Reduce Cloud Costs?

Kubernetes autoscaling on AWS reduces cloud costs by matching the compute you pay for to the load you actually serve. Instead of provisioning for peak traffic around the clock, autoscaling adds…

8 min · Aug 31, 2026