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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 24 · 19 MIN READ

The Hidden Cost of Getting Kubernetes Autoscaling Wrong

Picking the wrong Kubernetes autoscaling tool for a given workload type does not just leave performance on the table. It actively generates waste you pay for every billing cycle.

By Amanpreet Kaur · kubernetes, aws, azure
devops

The Silent Budget Drain: Cloud Credits That Vanish Unused

Cloud credits expire as a hard accounting event, not a soft deadline, and every dollar that hits that wall is gone with no recovery path. Startups and researchers are the primary groups absorbing…

Muskan Bandta Jul 24 · 17 min
kubernetes

The Illusion of Resolution: When Green Dashboards Lie

A green dashboard is not proof of a healthy system. It is proof that your automation closed a ticket. Those two outcomes are not the same thing, and conflating them is how engineering teams…

Riya Mittal Jul 24 · 15 min
finops

The Automation Paradox: When the Fix Becomes the Failure

Autonomous remediation systems promise to eliminate toil, but the mechanism that removes human latency also removes human judgment, and that trade produces a specific failure class: the…

Amanpreet Kaur Jul 21 · 14 min
finops

The On-Call Trap: Heroism as a System Design Flaw

When an on-call engineer is your primary failure mitigation strategy, you have not built reliability. You have built a human circuit breaker that trips at 2 a.m.

Amanpreet Kaur Jul 20 · 16 min

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