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Notes from the team building the autopilot.

Post-mortems. Benchmarks. The kind of FinOps detail you actually need before you run the migration. One post a week, no fluff.

FEATURED · JUL 6 · 13 MIN READ

The Convergence of Prompt Engineering and DevOps

Prompt engineering entered DevOps not as an experiment but as a pressure valve: teams shipping faster than their tooling could support needed a way to extract precise, repeatable outputs from AI…

By Bableen Kaur · terraform, cloudgovernance, sre
kubernetes

The Visibility Problem in Cloud Spending

Cloud bills grow faster than the teams responsible for paying them, and the gap between what you spend and what you understand is where waste compounds silently.

Muskan Bandta Jul 6 · 17 min
kubernetes

Why Kubernetes Bills Spiral Before Teams Notice

Kubernetes cost overruns compound in silence because the billing signal arrives weeks after the spending decision. A developer sets a memory request too high on a Tuesday. The scheduler honors that…

Amanpreet Kaur Jul 3 · 23 min
kubernetes

The Observability Trilemma: Features, Cost, and Complexity

Every cloud-native team building observability at scale hits the same three-way constraint: you cannot simultaneously maximize platform capability, minimize cost, and keep operational complexity low.…

Riya Mittal Jun 29 · 17 min
kubernetes

The Fork That Changed Infrastructure-as-Code Forever

HashiCorp's August 2023 relicense of Terraform from MPL-2.0 to the Business Source License forced every infrastructure team to make a governance decision, not a technical one.

Muskan Bandta Jun 29 · 17 min
finops

The Savings Decay Problem Nobody Talks About

Cloud cost optimizations degrade predictably after implementation, and the degradation is structural, not accidental. Every manual FinOps cycle produces a point-in-time snapshot of savings. The…

Amanpreet Kaur Jun 26 · 19 min
finops

Your Cloud Doesn't Need More Tags. It Needs Derived Ones.

Cost attribution has one dependency that quietly breaks it: every resource must be tagged correctly, by the engineer who created it, at the moment they created it, forever. That does not happen.…

Riya Mittal Jun 26 · 3 min

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