Cloudera Streaming Analytics: Using Apache Flink and SQL Stream Builder on CDP (CSAAFSQ)


Course Overview

During this two-day instructor-led training course, participants will learn development and operations for Cloudera Streaming Analytics, a framework for low-latency processing and analytics powered by Apache Flink and Cloudera's innovative SQL Stream Builder.

Through extensive hands-on exercises, students will gain experience deploying and managing a Flink cluster, developing and running Flink applications, and using SQL Stream Builder's continuous SQL to perform analytics on streaming data.

Course Objectives

During this course, you learn how to:

  • Deploy a Flink cluster using Cloudera Manager
  • Develop Flink batch and streaming applications
  • Run and view Flink jobs
  • Transform data streams
  • Use watermarks and windows to analyze streaming data
  • Analyze data with Cloudera SQL Stream Builder
  • Monitor Flink application metrics

Course Content

  • Introduction to Apache Flink and Stream Processing
  • Typical Use Cases
  • Related Products
Basic Architecture
  • Logical
  • Physical
  • Parallelism
  • Fault Tolerance
  • Data Storage
Service Deployment
  • Planning Requirements
  • Installation
  • Flink Dashboard
  • Exercise: Running a Flink Program
Flink Basics
  • Execution Environment
  • Flink Application Structure
  • Create a Flink Project
  • Build a Flink Program
  • Exercise: Building a Simple Flink Program
DataStream API
  • Data Types and Serialization
  • Sources and Sinks
  • Data Pipelines and ETL
  • Transformations
  • Exercise: Batch Processing Using Flink
  • Exercise: Creating a Flink Streaming Application
  • Using Kafka as a Source and Sink
  • Exercise: Creating a Streaming Application Using a Kafka Source
Flink SQL and Table API
  • Streaming Concepts
  • Programming Options
  • Integrations
  • Exercise: Using Flink SQL and Kafka
Stateful Stream Processing
  • Connected Streams
  • Streaming Analytics
  • Event Time Processing
  • Watermarks
  • Windows
  • Exercise: Tumbling Windows with Event Time
Cloudera SQL Stream Builder
  • Overview
  • SQL Stream Builder Console
  • Analytics and Stream Processing
  • Exercise: Creating SQL Stream Jobs
  • Flink Metrics
  • Checkpointing
  • Backpressure
  • Log Files
  • Exercise: Monitoring and Checkpointing

Preise & Trainingsmethoden

Online Training

2 Tage

  • 1.485,– €

Sprache der Kursunterlagen: Englisch

Classroom Training

2 Tage

  • Deutschland: 1.485,– €

Sprache der Kursunterlagen: Englisch

Derzeit gibt es keine Trainingstermine für diesen Kurs.