xiaohongshu
xiaohongshu
background-jobs-designer
Designs background job processing systems with queue integration (BullMQ/Celery), job definitions, retry policies, exponential backoff, idempotent execution, and monitoring hooks. Use when implementing "background jobs", "task queues", "async processing", or "job workers".
Full skill instructions
Design reliable background job processing with retries and monitoring.
BullMQ (Node.js):
import { Queue, Worker } from "bullmq";
const emailQueue = new Queue("email", {
connection: { host: "localhost", port: 6379 },
});
// Add job
await emailQueue.add(
"send-welcome",
{
userId: "123",
email: "[email protected]",
},
{
attempts: 3,
backoff: { type: "exponential", delay: 2000 },
}
);
Celery (Python):
from celery import Celery
app = Celery('tasks', broker='redis://localhost:6379')
@app.task(bind=True, max_retries=3)
def send_email(self, user_id, email):
try:
# Send email
pass
except Exception as exc:
raise self.retry(exc=exc, countdown=60)
export interface Job {
id: string;
type: string;
payload: unknown;
attempts: number;
maxAttempts: number;
createdAt: Date;
processedAt?: Date;
failedAt?: Date;
error?: string;
}
export const JOB_TYPES = {
SEND_EMAIL: "send-email",
PROCESS_PAYMENT: "process-payment",
GENERATE_REPORT: "generate-report",
SYNC_DATA: "sync-data",
} as const;
// Exponential backoff
const RETRY_CONFIG = {
maxAttempts: 5,
delays: [
1000, // 1 second
5000, // 5 seconds
30000, // 30 seconds
300000, // 5 minutes
1800000, // 30 minutes
],
};
// Worker with retry
const worker = new Worker("email", async (job) => {
try {
await sendEmail(job.data);
} catch (error) {
if (job.attemptsMade < RETRY_CONFIG.maxAttempts) {
throw error; // Will retry
}
await handleFailedJob(job, error);
}
});
// Track processed jobs
export const processJob = async (job: Job) => {
// Check if already processed
const processed = await db.query(
"SELECT 1 FROM processed_jobs WHERE job_id = $1",
[job.id]
);
if (processed.rows.length > 0) {
console.log("Job already processed");
return; // Idempotent
}
await db.transaction(async (trx) => {
// Mark as processed
await trx("processed_jobs").insert({ job_id: job.id });
// Do work
await performWork(job, trx);
});
};
// Job events
worker.on("completed", (job) => {
metrics.increment("jobs.completed", { type: job.name });
});
worker.on("failed", (job, err) => {
metrics.increment("jobs.failed", { type: job.name });
logger.error("Job failed", { jobId: job.id, error: err });
});
worker.on("stalled", (jobId) => {
metrics.increment("jobs.stalled");
logger.warn("Job stalled", { jobId });
});
xiaohongshu
technical spec
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