Optimizing FastAPI for High‑Concurrency Microservices
TL;DR – Async / await removes I/O wait but does not guarantee high throughput. – Proper async drivers (asyncpg, SQLAlchemy async, aioredis) and sized pools cut latency by 40‑60 % (Uber…
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106 articles
TL;DR – Async / await removes I/O wait but does not guarantee high throughput. – Proper async drivers (asyncpg, SQLAlchemy async, aioredis) and sized pools cut latency by 40‑60 % (Uber…
TL;DR – Canary deployments let you test new code on a tiny slice of traffic before a full rollout. – Jenkins Declarative Pipelines, Helm 3.12,…
TL;DR – 5 Takeaways – Pgpool‑II sits between your app and PostgreSQL, handling connection pooling, read/write split, and HA failover. – The Watchdog process…
⚡ Opening Hook During a Black Friday sale, the e‑commerce platform nileshblog.tech saw traffic soar to 120 k RPS. Within seconds, its customer‑facing services returned 502…
TL;DR Docker Swarm’s simplicity keeps metric volume low, but you lose fine‑grained process insight. Kubernetes produces 40‑60 % more time‑series data; plan for storage and…
TL;DR – Real‑time push beats polling by up to 80 % latency (Cloudflare, 2023). – Go’s goroutine model lets a single server juggle tens of thousands of…
⚡ Opening Hook A fresh deployment of a Flask‑based order service went live at 02:13 AM. Within minutes the e‑commerce checkout stalled, customers saw “Service…
⚡️ TL;DR – Treat secrets as short‑lived, rotating assets and never store them plaintext in git or container images. – Pick a single source‑of‑truth…
TL;DR – Quick Takeaways Tekton + ArgoCD give you a fully declarative, Kubernetes‑native CI/CD stack that scales with your workloads. Separate concerns: Tekton runs the build‑test‑containerize…
TL;DR – Quick Takeaways StatefulSets can spin up pods, but they stumble when a workload needs coordinated upgrades, backups, or external‑system integration. Operators embed…
TL;DR – gRPC deadline is an absolute end‑time; a timeout is a relative network limit. – Propagate deadlines through each hop; never let a…
TL;DR – Quick Takeaways Treat schema changes like feature rollouts: use blue‑green or canary patterns and guard every step with feature flags. Dual‑write +…
TL;DR – Service Mesh shines for east‑west traffic, while an API gateway is the front door for north‑south requests. – A sidecar proxy adds…
TL;DR – Write‑through keeps Redis and the primary DB in lockstep, eliminating most stale‑read bugs. – Double‑write adds 2‑5 ms latency per write, but you…
TL;DR – Use Sarama v1.44 async producer, not sync, for log fire‑and‑forget. – Set batch.size ≈ 1 MiB and linger.ms 5‑10 ms; this alone can lift throughput 30‑40×.…
⚡️ Opening Hook Last month a senior engineer on the nileshblog.tech team pushed a hotfix, but the deployment crashed because the CI pipeline merged…
“Our production PostgreSQL pod started lagging at 5 seconds per query. The CPU stayed idle, the network was clean, but the latency exploded.” That anxiety‑inducing…
TL;DR – Circuit breakers isolate flaky downstream calls, turning cascading failures into fast‑fail responses. – A bare‑bones Python class can manage CLOSED, OPEN, and…