Autoscaling Policies That Actually Work Under Real Traffic
Why naive CPU-based autoscaling fails under real traffic patterns, and the metric choices and tuning that make autoscaling respond correctly instead of thrashing.
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15 articles
Why naive CPU-based autoscaling fails under real traffic patterns, and the metric choices and tuning that make autoscaling respond correctly instead of thrashing.
A practical walkthrough of VPC networking concepts, from subnets and route tables to security groups, aimed at developers who deploy but don't design networks.
Logs, metrics, and traces are usually taught as separate pillars, but the real value comes from how they connect during an actual incident investigation.
EKS, GKE, and AKS all promise to take Kubernetes operations off your plate, but the actual division of responsibility is narrower than most teams assume.
A concrete comparison of blue-green and canary deployment strategies, including the infrastructure they each require and where one clearly beats the other.
How Pinterest migrated thousands of services onto Kubernetes and built internal platform abstractions so product teams didn't need to become infrastructure experts.
A comparison of secrets management patterns, from environment variables to dedicated vaults, and how to pick the right one without overengineering a simple app.
Multi-region architecture is sold as pure resilience, but the real trade-offs around data consistency, latency, and operational cost rarely make it into the pitch.
Why Terraform state is the most fragile part of most infrastructure setups, and the locking, backend, and workspace patterns that keep it from becoming a liability.
Concrete cloud cost optimization tactics, from rightsizing to commitment discounts, ranked by effort versus savings so you know where to start.
Practical caching techniques for CI pipelines, from dependency caches to Docker layer caches, and how to avoid the stale-cache bugs that undo the savings.
A practical look at how Helm's values and templating actually resolve, plus the recurring mistakes that turn a simple chart into a debugging session.
Before service meshes existed, Airbnb built SmartStack — Nerve and Synapse plus local HAProxy — to make service discovery reliable during its microservices split.
Key design patterns for using S3-style object storage well, from key naming schemes to lifecycle policies, and the mistakes that cause throttling at scale.
The difference between liveness, readiness, and startup probes in Kubernetes, and the common misconfigurations that cause restart loops and dropped traffic.