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Serverless Data Processing with Dataflow: Operations

高级技能水平
更新时间 2026年5月
Operate Dataflow pipelines in production. Learn monitoring, logging, troubleshooting, performance tuning, CI/CD, reliability, and templates.
免费开始课程
Google CloudCloud
4 小时 13 分钟
29 视频
57 道练习
3,100 XP
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课程描述

Learn to operate and optimize Dataflow pipelines in production. This course covers monitoring with Job Info, metrics, and Metrics Explorer, logging and error reporting, troubleshooting workflows, pipeline design and performance tuning, testing and CI/CD, reliability patterns, disaster recovery, and Dataflow templates.

先决条件

本课程无先修要求
1

Introduction

This module covers the course outline
开始章节
2

Monitoring

In this module, we learn how to use the Jobs List page to filter for jobs that we want to monitor or investigate. We look at how the Job Graph, Job Info, and Job Metrics tabs collectively provide a comprehensive summary of your Dataflow job. Lastly, we learn how we can use Dataflow’s integration with Metrics Explorer to create alerting policies for Dataflow metrics.
开始章节
3

Logging and Error Reporting

In this module, we learn how to use the Log panel at the bottom of both the Job Graph and Job Metrics pages, and learn about the centralized Error Reporting page.
开始章节
4

Troubleshooting and Debug

In this module, we learn how to troubleshoot and debug Dataflow pipelines. We will also review the four common modes of failure for Dataflow: failure to build the pipeline, failure to start the pipeline on Dataflow, failure during pipeline execution, and performance issues.
开始章节
5

Performance

In this module, we will discuss performance considerations we should be aware of while developing batch and streaming pipelines in Dataflow.
开始章节
7

Reliability

In this module we will discuss methods for building systems that are resilient to corrupted data and data center outages.
开始章节
9

Summary

This module reviews the topics covered in the course
开始章节
Serverless Data Processing with Dataflow: Operations
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