The DevLift Blog

Field notes on cloud cost, infrastructure and compliance

Practical writing for the people who own the AWS bill, the Terraform state and the pager. No vendor theatre, just what we see going wrong in real accounts, and what actually fixes it.

Featured · FinOps2026

7 August 2026 · 7 min read

Why Your AWS Bill Grows 30% Every Quarter (And the 7 Line Items Behind It)

Cloud spend rarely grows because traffic grew. It grows because of seven line items nobody owns. Here is how to find each one in your own bill.

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AI Operations

13 August 2026 · 6 min read

What an MCP Server for AWS Actually Does

Your coding agent can write Terraform but cannot provision anything. An MCP server closes that gap. Here is what one does, what it should refuse to do, and how authorization works.

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Infrastructure as Code

13 August 2026 · 5 min read

Terragrunt vs Terraform: When the Extra Layer Actually Pays Off

Terragrunt exists because Terraform repeats itself. Whether that repetition is worth another tool depends on one number: how many times you deploy the same module.

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AI Operations

10 August 2026 · 7 min read

Can You Let an AI Agent Touch Production Infrastructure?

The honest answer is: it depends entirely on what stands between the agent and the apply. Five conditions that decide whether this is automation or an incident waiting to happen.

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Infrastructure as Code

7 August 2026 · 6 min read

Terraform Drift: Why Your Infrastructure Stops Matching Your Code

Your Terraform state says one thing, your cloud account says another. Here is how drift actually happens, why plan output stops being trustworthy, and what to do about it.

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Observability

7 August 2026 · 5 min read

Alert Noise Is a Cost Problem, Not Just a Sleep Problem

Every ignored alert is paid for twice: once in observability spend, once in the incident it trained your team to miss. How to cut alert volume without cutting coverage.

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