Gemini API × Stripe — Production Usage-Based Billing for Indie AI SaaS
A complete guide to building a usage-based billing system for your Gemini API SaaS using Stripe Metered Billing and webhooks — production patterns included.
Building Event-Driven Async AI Pipelines with Gemini API — Pub/Sub, Webhooks, and Queue Integration for Production
A deep dive into designing event-driven asynchronous AI pipelines using Gemini API with Google Cloud Pub/Sub, webhooks, and Redis queues. Includes the design pitfalls and how to estimate cost and throughput.
Retiring the Poll That Waits on an Overnight Batch — An Apps Script doPost Sink for Gemini Signals
Polling a Gemini batch or long-running operation every five minutes from an Apps Script time trigger quietly stacks up UrlFetch calls and latency. Receive the webhook in doPost, treat it as an unverified signal, then confirm authoritatively and apply idempotently.
A Finished Gemini Job Flipped Back to 'Running' — Stopping Out-of-Order Webhooks with Monotonic State Apply
When you receive Gemini long-running operations over webhooks, a stale 'running' event can arrive after completion and roll your state backward. Here is a monotonic-apply reducer that safely drops regressing updates.
Your Gemini Completion Event Will Arrive Twice — An Idempotent Sink That Makes Webhook + Reconciliation Effectively Once-Only
Once you receive Gemini long-running operations over a Webhook and back it up with a reconciliation poller, the same completion arrives twice and publishing or billing runs twice. Build an idempotent sink with a normalized key and a claim-run-commit pattern that keeps side effects effectively once-only.
Retiring the Midnight Polling Loop — Rebuilding My Gemini Batch Monitoring Around Webhooks
A working log of migrating Gemini Batch API completion monitoring from 60-second polling to event-driven webhooks: static vs dynamic, signature verification, and real numbers.