Tencent Cloud Developer
Sep 22, 2026 · Backend Development
Changing the Engine Mid-Flight: Isolated Verification Environments for Login System Migration
A team replaced a core login system in two months without halting feature development by building isolated verification environments using Makefile-standardized builds, a lightweight Kubernetes platform, and custom debugging tools, reducing verification prep time from 30–60 minutes to ~5 minutes and enabling safe fault-injection testing.
AI-assisted developmentKubernetesMakefile
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