backend_skill
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Installation
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npx veilstrat add skill trantuananh-17/product-reviews --skill backend- SKILL.md10.8 KB
Overview
This skill packages Node.js and Firebase backend patterns for scalable, reliable async processing. It focuses on async/await best practices, function sizing, webhook handling, Pub/Sub messaging, cron scheduling, and simple queue patterns. Use it to design systems that avoid cold starts, handle high-volume events, and keep webhooks responsive.
How this skill works
The skill inspects common backend scenarios and recommends concrete patterns: Promise.all for parallel work, chunking for rate-limited bulk operations, and avoiding await inside loops. It explains Firebase Function configuration (memory/timeout), webhook short-response design with background queuing, Pub/Sub publishing/subscribing patterns including fan-out and ordering keys, and alternatives like Cloud Tasks or Firestore queues for delayed or low-volume jobs.
When to use it
- Handling high-volume webhooks or fan-out to multiple consumers
- Building background processing for bulk or long-running jobs
- Designing webhook handlers that must respond quickly (<5s)
- Scheduling recurring work with cron-like functions
- Choosing between Pub/Sub, Cloud Tasks, or Firestore queues based on latency and rate limits
Best practices
- Run independent async calls in parallel with Promise.all; chunk large lists to avoid rate limits
- Never await inside a for-loop; use map+Promise.all or controlled chunking
- Right-size functions: pick memory and timeout based on workload (e.g., 256MB/60s for simple handlers)
- Respond to webhooks immediately and push heavy work to a queue or Pub/Sub
- Prefer Pub/Sub for high volume and fan-out; use Cloud Tasks for delayed or rate-limited external calls
- Configure dead-letter topics and idempotency to handle retries and avoid duplicate side effects
Example use cases
- Receive Shopify webhooks, verify HMAC, publish a single Pub/Sub message and return 200 quickly
- Publish batches of events to a topic with batching for throughput, and let multiple subscribers handle different tasks (points, tiers, notifications)
- Use a Firestore-based queue for low-volume async jobs where setup simplicity matters
- Schedule nightly cleanup and weekly recalculations with scheduled Pub/Sub functions
- Use ordering keys when per-customer sequential processing is required
FAQ
Use Pub/Sub for high-volume, real-time fan-out and decoupled consumers. Use Cloud Tasks when you need delayed execution, strict rate limiting, or per-request retry control.
How do I prevent webhooks from timing out?
Verify the request quickly, enqueue the payload (Firestore, Pub/Sub, or Cloud Tasks), then respond immediately (200). Do heavy processing asynchronously.
How do I ensure ordered processing for a single customer?
Enable message ordering and publish messages with an orderingKey such as customerId so Pub/Sub delivers per-key sequence guarantees.