OpenTelemetry: One Standard to Trace, Meter, and Log Everything
For years, observability meant three disconnected silos and a different agent for each vendor. OpenTelemetry (OTel) is the industry-wide answer: a single set of APIs, SDKs, and a wire protocol (OTLP)…
Rishabh Jain·Jul 14, 202610
PLATFORM2 MIN
Kubernetes Multi-Tenancy: Namespaces as a Service Without the Blast Radius
Running one cluster per team is simple and ruinously expensive. Sharing a cluster is cheap and terrifying, unless you isolate tenants deliberately. Multi-tenancy done right gives teams a self-service…
Rishabh Jain·Jul 14, 202622
SECURITY3 MIN
Secrets Management with Vault: Stop Committing Passwords to Git
Hardcoded secrets are the vulnerability that never dies. They show up in Git history, in environment variables dumped to logs, in Slack messages, and in that one config file everyone forgot about.…
Rishabh Jain·Jul 14, 202600
PLATFORM2 MIN
Kubernetes FinOps: Cutting Cloud Spend Without Cutting Reliability
Most Kubernetes bills are not expensive because of traffic, they are expensive because of slack . Over-provisioned requests, idle nodes, and forgotten volumes quietly compound. FinOps is engineering…
Rishabh Jain·Jul 14, 202620
DEVOPS2 MIN
GitOps at Scale with Flux: The Cluster Is the Pull Request
In GitOps, Git is the single source of truth and a controller continuously reconciles the cluster toward it. No more kubectl apply from laptops, no more drift nobody can explain, the desired state is…
Rishabh Jain·Jul 14, 202610
RELIABILITY2 MIN
eBPF for Observability: Seeing Your Cluster Without Sidecars
For years, getting deep visibility meant injecting sidecars, patching binaries, or bolting agents onto everything. eBPF flips that: you attach safe programs to the kernel and watch every syscall,…
Rishabh Jain·Jul 14, 202611
PLATFORM2 MIN
Building an Internal Developer Platform: Paved Roads Over Guardrails
An Internal Developer Platform is not a wiki of best practices, it is the paved road that makes the right way the easy way. Treat it as a product whose users are your own engineers, and adoption…
Rishabh Jain·Jul 14, 202600
SECURITY2 MIN
Zero Trust for Kubernetes: mTLS, Network Policies, and Workload Identity
A flat cluster network is a single compromised pod away from lateral movement across everything. Zero trust means every workload proves who it is and is allowed to talk to exactly what it needs,…
Rishabh Jain·Jul 14, 202600
PLATFORM3 MIN
Kubernetes Autoscaling in Production: HPA, KEDA, and Karpenter
Autoscaling looks simple in a demo and gets subtle fast in production. Three controllers operate on different axes, and the failure modes only show up under real traffic. This is the mental model we…
Rishabh Jain·Jul 14, 202610
AI2 MIN
AI in the Platform Engineer's Toolkit: Where It Helps and Where It Hurts
AI is a power tool, not a teammate. Power tools are fantastic when you respect their edges and dangerous when you pretend they do not have any. For platform work, the line is surprisingly clear.…
Rishabh Jain·Jul 14, 202611
DATA ENGINEERING1 MIN
Scaling Data Platforms, Part 1: Why Foundations Beat Heroics
Every data team eventually hits the wall where heroics , the 2am pipeline rescue, the one engineer who "just knows", stop scaling. This series is about the boring foundations that make heroics…
Rishabh Jain·Jul 13, 202600
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