gcp-cloud-run
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ChineseGCP Cloud Run
GCP Cloud Run
Patterns
模式
Cloud Run Service Pattern
Cloud Run服务模式
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']
javascript
```dockerfileCloud Run上的容器化Web服务
适用场景:['Web应用与API', '需要任意运行时或库', '包含多个端点的复杂服务', '无状态容器化工作负载']
dockerfile
undefinedDockerfile - Multi-stage build for smaller image
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
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 only production dependencies
COPY --from=builder /app/node_modules ./node_modules
COPY src ./src
COPY package.json ./
COPY --from=builder /app/node_modules ./node_modules
COPY src ./src
COPY package.json ./
Cloud Run uses PORT env variable
Cloud Run uses PORT env variable
ENV PORT=8080
EXPOSE 8080
ENV PORT=8080
EXPOSE 8080
Run as non-root user
Run as non-root user
USER node
CMD ["node", "src/index.js"]
```javascript
// 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}`);
});yaml
undefinedUSER node
CMD ["node", "src/index.js"]
```javascript
// 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 ${PORT}`);
});yaml
undefinedcloudbuild.yaml
cloudbuild.yaml
steps:
Build the container image
- name: 'gcr.io/cloud-builders/docker' args: ['build', '-t', 'gcr.io/$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:$COMMIT_SHA'
- '--region=us-central1'
- '--platform=managed'
- '--allow-unauthenticated'
- '--memory=512Mi'
- '--cpu=1'
- '--min-instances=1'
- '--max-instances=100'
undefinedsteps:
Build the container image
- name: 'gcr.io/cloud-builders/docker' args: ['build', '-t', 'gcr.io/$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'
undefinedCloud Run Functions Pattern
Cloud Run Functions模式
Event-driven functions (formerly Cloud Functions)
When to use: ['Simple event handlers', 'Pub/Sub message processing', 'Cloud Storage triggers', 'HTTP webhooks']
javascript
```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}!`);
});javascript
// 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);
});javascript
// 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);
}
});bash
undefined事件驱动函数(原Cloud Functions)
适用场景:['简单事件处理器', 'Pub/Sub消息处理', 'Cloud Storage触发器', 'HTTP Webhook']
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}!`);
});javascript
// 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);
});javascript
// 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);
}
});bash
undefinedDeploy HTTP function
Deploy HTTP function
gcloud functions deploy hello-http
--gen2
--runtime nodejs20
--trigger-http
--allow-unauthenticated
--region us-central1
--gen2
--runtime nodejs20
--trigger-http
--allow-unauthenticated
--region us-central1
gcloud functions deploy hello-http
--gen2
--runtime nodejs20
--trigger-http
--allow-unauthenticated
--region us-central1
--gen2
--runtime nodejs20
--trigger-http
--allow-unauthenticated
--region us-central1
Deploy Pub/Sub function
Deploy Pub/Sub function
gcloud functions deploy process-messages
--gen2
--runtime nodejs20
--trigger-topic my-topic
--region us-central1
--gen2
--runtime nodejs20
--trigger-topic my-topic
--region us-central1
gcloud functions deploy process-messages
--gen2
--runtime nodejs20
--trigger-topic my-topic
--region us-central1
--gen2
--runtime nodejs20
--trigger-topic my-topic
--region us-central1
Deploy Cloud Storage function
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
--gen2
--runtime nodejs20
--trigger-event-filters="type=google.cloud.storage.object.v1.finalized"
--trigger-event-filters="bucket=my-bucket"
--region us-central1
undefinedgcloud 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
--gen2
--runtime nodejs20
--trigger-event-filters="type=google.cloud.storage.object.v1.finalized"
--trigger-event-filters="bucket=my-bucket"
--region us-central1
undefinedCold Start Optimization Pattern
冷启动优化模式
Minimize cold start latency for Cloud Run
When to use: ['Latency-sensitive applications', 'User-facing APIs', 'High-traffic services']
javascript
undefined最小化Cloud Run的冷启动延迟
适用场景:['对延迟敏感的应用', '面向用户的API', '高流量服务']
1. Enable Startup CPU Boost
1. 启用启动CPU加速
bash
gcloud run deploy my-service \
--cpu-boost \
--region us-central1bash
gcloud run deploy my-service \
--cpu-boost \
--region us-central12. Set Minimum Instances
2. 设置最小实例数
bash
gcloud run deploy my-service \
--min-instances 1 \
--region us-central1bash
gcloud run deploy my-service \
--min-instances 1 \
--region us-central13. Optimize Container Image
3. 优化容器镜像
dockerfile
undefineddockerfile
undefinedUse distroless for minimal 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"]
undefinedFROM 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"]
undefined4. Lazy Initialize Heavy Dependencies
4. 延迟初始化重型依赖
javascript
// 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);
});javascript
// 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)
5. 增加内存(获得更多CPU)
bash
undefinedbash
undefinedHigher memory = more CPU during startup
Higher memory = more CPU during startup
gcloud run deploy my-service
--memory 1Gi
--cpu 2
--region us-central1
--memory 1Gi
--cpu 2
--region us-central1
undefinedgcloud run deploy my-service
--memory 1Gi
--cpu 2
--region us-central1
--memory 1Gi
--cpu 2
--region us-central1
undefinedAnti-Patterns
反模式
❌ CPU-Intensive Work Without Concurrency=1
❌ 未设置Concurrency=1的CPU密集型工作负载
Why bad: CPU is shared across concurrent requests. CPU-bound work
will starve other requests, causing timeouts.
问题原因:CPU会在并发请求之间共享。CPU密集型工作负载会导致其他请求资源不足,从而引发超时。
❌ Writing Large Files to /tmp
❌ 向/tmp写入大文件
Why bad: /tmp is an in-memory filesystem. Large files consume
your memory allocation and can cause OOM errors.
问题原因:/tmp是内存文件系统。大文件会消耗内存配额,可能导致OOM(内存不足)错误。
❌ Long-Running Background Tasks
❌ 长时间运行的后台任务
Why bad: Cloud Run throttles CPU to near-zero when not handling
requests. Background tasks will be extremely slow or stall.
问题原因:当Cloud Run未处理请求时,CPU会被限制到接近零。后台任务会变得极慢或停滞。
⚠️ Sharp Edges
⚠️ 注意事项
| 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 |
| 问题 | 严重程度 | 解决方案 |
|---|---|---|
| 问题 | 高 | ## 计算包含/tmp使用量的内存 |
| 问题 | 高 | ## 设置合适的并发数 |
| 问题 | 高 | ## 启用始终分配CPU |
| 问题 | 中 | ## 配置带保持连接的连接池 |
| 问题 | 高 | ## 启用启动CPU加速 |
| 问题 | 中 | ## 显式设置执行环境 |
| 问题 | 中 | ## 设置一致的超时时间 |