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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10 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.
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.
Edge functions promise lower latency by running closer to users, but they come with real constraints on runtime and state. Here's where they genuinely help.
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.
The real architectural differences between message queues and event streams, and why picking the wrong one causes problems that only show up under load.
Concrete cloud cost optimization tactics, from rightsizing to commitment discounts, ranked by effort versus savings so you know where to start.
Least privilege is easy to state as a principle and hard to implement well. Here's how to actually scope IAM policies without breaking every deploy.
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.
What causes cold starts in serverless functions, why runtime and package size matter more than most tuning knobs, and the mitigations that actually move the needle.