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GCP Cloud Run

gcp-cloud-run

Specialized skill for building production-ready serverless applications on GCP. Covers Cloud Run services (containerized), Cloud Run Functions (event-driven), cold start optimization, and event-driven architecture with Pub/Sub.

SKILL.md

Full skill instructions

GCP Cloud Run

Patterns

Cloud Run Service Pattern

Containerized web service on Cloud Run

When to use: ['Web applications and APIs', 'Need any runtime or library', 'Complex services with multiple endpoints', 'Stateless containerized workloads']

```dockerfile
# Dockerfile - Multi-stage build for smaller image
FROM node:20-slim AS builder
WORKDIR /​app
COPY package*.json ./
RUN npm ci --only=production

FROM node:20-slim
WORKDIR /​app

# Copy only production dependencies
COPY --from=builder /​app/​node_modules ./​node_modules
COPY src ./​src
COPY package.json ./

# Cloud Run uses PORT env variable
ENV PORT=8080
EXPOSE 8080

# Run as non-root user
USER node

CMD ["node", "src/​index.js"]
// src/​index.js
const express = require('express');
const app = express();

app.use(express.json());

// Health check endpoint
app.get('/​health', (req, res) => {
  res.status(200).send('OK');
});

// API routes
app.get('/​api/​items/:id', async (req, res) => {
  try {
    const item = await getItem(req.params.id);
    res.json(item);
  } catch (error) {
    console.error('Error:', error);
    res.status(500).json({ error: 'Internal server error' });
  }
});

// Graceful shutdown
process.on('SIGTERM', () => {
  console.log('SIGTERM received, shutting down gracefully');
  server.close(() => {
    console.log('Server closed');
    process.exit(0);
  });
});

const PORT = process.env.PORT || 8080;
const server = app.listen(PORT, () => {
  console.log(`Server listening on port ${PORT}`);
});
# cloudbuild.yaml
steps:
  # Build the container image
  - name: 'gcr.io/​cloud-builders/​docker'
    args: ['build', '-t', 'gcr.io/​$PROJECT_ID/​my-service:$COMMIT_SHA', '.']

  # Push the container image
  - name: 'gcr.io/​cloud-builders/​docker'
    args: ['push', 'gcr.io/​$PROJECT_ID/​my-service:$COMMIT_SHA']

  # Deploy to Cloud Run
  - name: 'gcr.io/​google.com/​cloudsdktool/​cloud-sdk'
    entrypoint: gcloud
    args:
      - 'run'
      - 'deploy'
      - 'my-service'
      - '--image=gcr.io/​$PROJECT_ID/​my-service:$COMMIT_SHA'
      - '--region=us-central1'
      - '--platform=managed'
      - '--allow-unauthenticated'
      - '--memory=512Mi'
      - '--cpu=1'
      - '--min-instances=1'
      - '--max-instances=100'
     

Cloud Run Functions Pattern

Event-driven functions (formerly Cloud Functions)

When to use: ['Simple event handlers', 'Pub/​Sub message processing', 'Cloud Storage triggers', 'HTTP webhooks']

```javascript
// HTTP Function
// index.js
const functions = require('@google-cloud/​functions-framework');

functions.http('helloHttp', (req, res) => {
  const name = req.query.name || req.body.name || 'World';
  res.send(`Hello, ${name}!`);
});
// Pub/​Sub Function
const functions = require('@google-cloud/​functions-framework');

functions.cloudEvent('processPubSub', (cloudEvent) => {
  // Decode Pub/​Sub message
  const message = cloudEvent.data.message;
  const data = message.data
    ? JSON.parse(Buffer.from(message.data, 'base64').toString())
    : {};

  console.log('Received message:', data);

  // Process message
  processMessage(data);
});
// Cloud Storage Function
const functions = require('@google-cloud/​functions-framework');

functions.cloudEvent('processStorageEvent', async (cloudEvent) => {
  const file = cloudEvent.data;

  console.log(`Event: ${cloudEvent.type}`);
  console.log(`Bucket: ${file.bucket}`);
  console.log(`File: ${file.name}`);

  if (cloudEvent.type === 'google.cloud.storage.object.v1.finalized') {
    await processUploadedFile(file.bucket, file.name);
  }
});
# Deploy HTTP function
gcloud functions deploy hello-http \
  --gen2 \
  --runtime nodejs20 \
  --trigger-http \
  --allow-unauthenticated \
  --region us-central1

# Deploy Pub/​Sub function
gcloud functions deploy process-messages \
  --gen2 \
  --runtime nodejs20 \
  --trigger-topic my-topic \
  --region us-central1

# Deploy Cloud Storage function
gcloud functions deploy process-uploads \
  --gen2 \
  --runtime nodejs20 \
  --trigger-event-filters="type=google.cloud.storage.object.v1.finalized" \
  --trigger-event-filters="bucket=my-bucket" \
  --region us-central1

### Cold Start Optimization Pattern

Minimize cold start latency for Cloud Run

**When to use**: ['Latency-sensitive applications', 'User-facing APIs', 'High-traffic services']

```javascript
## 1. Enable Startup CPU Boost

```bash
gcloud run deploy my-service \
  --cpu-boost \
  --region us-central1

2. Set Minimum Instances

gcloud run deploy my-service \
  --min-instances 1 \
  --region us-central1

3. Optimize Container Image

# Use distroless for minimal image
FROM node:20-slim AS builder
WORKDIR /​app
COPY package*.json ./
RUN npm ci --only=production

FROM gcr.io/​distroless/​nodejs20-debian12
WORKDIR /​app
COPY --from=builder /​app/​node_modules ./​node_modules
COPY src ./​src
CMD ["src/​index.js"]

4. Lazy Initialize Heavy Dependencies

// Lazy load heavy libraries
let bigQueryClient = null;

function getBigQueryClient() {
  if (!bigQueryClient) {
    const { BigQuery } = require('@google-cloud/​bigquery');
    bigQueryClient = new BigQuery();
  }
  return bigQueryClient;
}

// Only initialize when needed
app.get('/​api/​analytics', async (req, res) => {
  const client = getBigQueryClient();
  const results = await client.query({...});
  res.json(results);
});

5. Increase Memory (More CPU)

# Higher memory = more CPU during startup
gcloud run deploy my-service \
  --memory 1Gi \
  --cpu 2 \
  --region us-central1

## Anti-Patterns

### ❌ CPU-Intensive Work Without Concurrency=1

**Why bad**: CPU is shared across concurrent requests. CPU-bound work
will starve other requests, causing timeouts.

### ❌ Writing Large Files to /​tmp

**Why bad**: /​tmp is an in-memory filesystem. Large files consume
your memory allocation and can cause OOM errors.

### ❌ Long-Running Background Tasks

**Why bad**: Cloud Run throttles CPU to near-zero when not handling
requests. Background tasks will be extremely slow or stall.

## ⚠️ Sharp Edges

| Issue | Severity | Solution |
|-------|----------|----------|
| Issue | high | ## Calculate memory including /​tmp usage |
| Issue | high | ## Set appropriate concurrency |
| Issue | high | ## Enable CPU always allocated |
| Issue | medium | ## Configure connection pool with keep-alive |
| Issue | high | ## Enable startup CPU boost |
| Issue | medium | ## Explicitly set execution environment |
| Issue | medium | ## Set consistent timeouts |

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