Gemini API Streaming Works Locally but Buffers in Production — Fixing Cloud Run, Vercel, and Cloudflare
Streaming responses flow token-by-token in local dev, then arrive as one big blob in production. A walkthrough of the five most common causes — Cloud Run timeouts, Vercel runtime mismatch, Cloudflare Workers proxying, server-side text() pitfalls, and client-side decoding — with the fixes I use on my own sites.
After the One-Click Deploy — Hardening an AI Studio Gemini App on Cloud Run for Real Production Use
AI Studio's one-click deploy to Cloud Run gives you a working URL in minutes — but not a production service. A practical checklist for API key storage, authentication, cost ceilings, and observability, with copy-paste gcloud commands.
Terraform × Gemini API: Complete Production Infrastructure Automation Guide — IaC Design Patterns for AI Applications on Google Cloud
Automate your entire Gemini API production infrastructure with Terraform. Covers IAM, Cloud Run, Vertex AI, Secret Manager, and CI/CD in one comprehensive IaC design guide.
Gemini 3.1 Pro × Cloud Run: Building Production Serverless AI APIs
Deploy Gemini 3.1 Pro on Cloud Run with SSE streaming, auto-scaling, cold start optimization, and production monitoring — the definitive guide to building serverless AI APIs.
Running a Gemini + LINE Bot in Production — Reply Token Expiry, Duplicate Replies, and Cold-Start Latency
The first walls you hit putting Gemini behind a LINE Bot are the 30-second reply-token expiry, duplicate replies from webhook redelivery, and Cloud Run cold starts. This guide solves them with loading animations, push-message fallback, idempotency, and Firestore-backed history — with working code and measured numbers.
Production-Grade Voice AI Agent with Gemini Live API & Google ADK [2026]
Build and deploy a production-grade voice AI agent by combining Gemini Live API with Google ADK, Function Calling, WebSocket management, and Cloud Run. Covers architecture design, connection stability, parallel tool execution, and cost optimization.