The IDP Adoption Problem: Why Most Platforms Fail
Most IDPs fail because they solve the wrong problem: they build self-service portals instead of standardizing the work developers already do. We measured this in production. Teams spend six months…
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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.
The Real Cost of Building an IDP: Breaking Down the $400k
Building an Internal Developer Platform for 12 teams costs $400,000 (Platform Engineering for 12 Teams: The $400k IDP Bill), and understanding where that money goes determines whether you build or…
The Alert Fatigue Problem in Cloud Policy Management
Traditional cloud alerting creates more work than it prevents because engineers spend 60-90 minutes per day triaging notifications that describe problems without fixing them. The mechanism is…
Blast Radius Before Execution: Why Autonomous Cloud Must Check Idle Resources First
Autonomous cloud remediation fails the same way every time. The recommendation is correct. The action is correct. The scope is wrong.
Ephemeral Kubernetes Preview Environments: How We Run 200 On-Demand Clusters for $11 Each
Most engineering teams pick one of two bad options for preview environments. They share a staging environment and fight over it. Or they give every engineer a dedicated environment that runs 24 hours…
OOMKill Is the Next Lie: Why Kubernetes Memory Limits Are Hiding Your Latency Spikes
CPU throttling has a visibility problem that the Kubernetes community partially fixed. exposes the throttle. Grafana dashboards flag it. Engineers know to look for it.
The FinOps Right-Sizing Trap: Why P95 CPU Is the Wrong Signal for EC2 Downsizing
Every FinOps playbook tells you to right-size your EC2 instances. Most of them tell you to use P95 CPU utilization as the signal. That advice will cost you more in rollbacks than it saves in compute.
The Autonomous Action Log: Auditing Every ZopNight Decision in Production
The Autonomous Action Log: Auditing Every ZopNight Decision in Production CloudTrail is excellent at recording what happened. A node group scaled up at 14:32:07. A pod restarted at 14:32:41. An alarm…
AWS Savings Plans vs Reserved Instances: The Break-Even Model Before Every Commitment
AWS Savings Plans vs Reserved Instances: The Break-Even Model Before Every Commitment AWS offers two ways to commit compute spend in exchange for a discount: Savings Plans and Reserved Instances.…
The Fargate Tax: Why Serverless Kubernetes Costs 38% More Past 200 vCPU-Hours
The Fargate Tax: Why Serverless Kubernetes Costs 38% More Past 200 vCPU-Hours Fargate is appealing because the pitch is clean: no AMI patching, no node group sizing, no cluster autoscaler tuning. You…
Kubernetes MTTR: From 43 Minutes to 9 With Structured Runbooks
Kubernetes MTTR: From 43 Minutes to 9 With Structured Runbooks The median Kubernetes incident takes 43 minutes to resolve. Eight minutes of that is the actual fix. The other 35 minutes is engineers…
Self-Service Terraform: 8 Modules That Killed 60% of Our Platform Tickets
Self-Service Terraform: 8 Modules That Killed 60% of Our Platform Tickets Platform teams do not fail because they hire the wrong people. They fail because the right people spend most of their time…
AWS Bedrock Cost Visibility With 10 Recommendation Rules: From Line Item to Action
A team ships a generative-AI summarisation feature. The first month it costs $400 in Bedrock invocations. The second month it costs $1,200 as adoption grows. The third month it costs $9,200 because…
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