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Course Outline
Module 1: Streaming Overview
- Key distinctions between batch processing and streaming
- Use cases for Streaming Data Management
- Streaming architecture overview
- Kappa architecture
- End-to-end Streaming Data Management
- Types of Streaming data
- Benefits of Streaming
Module 2: Edge Data Streaming (EDS) Overview
- EDS architecture
- Key features of EDS
- The EDS data flow process
- EDS User Interface
- Creating an EDS Service
- Creating a data flow
- Deploying a data flow
- Monitoring the data flow
- Lab 1: Creating an Edge Data Streaming Service
- Lab 2: Creating and Deploying a Data Flow
Module 3: Big Data Streaming Overview
- Introduction to Big Data Streaming
- Processing stream data with Spark streaming
- BDS component architecture
- Key features of BDS
Module 4: Kafka Overview
- Kafka concepts
- Kafka core APIs
- Topics in Kafka
- Kafka models
- Kafka use cases
- Lab: Creating a Kafka connection
Module 5: Streaming Mappings
- Sources in a Streaming Mapping
- Targets in Streaming Mapping
- Lookup sources
- Kafka Data Object Properties
- Lab: Creating a Mapping with a Kafka Source and HDFS Target
- Lab: Creating a Mapping with a Kafka Source and Kafka Target
- BDS Transformations
- Lab: Enhancing Mapping Using Filter and Expression Transformations
- Lab: Enhancing Mapping Using Window and Aggregator Transformations
- Lab: Enhancing Mapping Using Sorter and Rank Transformations
Module 6: Monitoring Logs and Troubleshooting
- Spark monitoring techniques
- Viewing logs
- Troubleshooting methods
- Lab: Monitoring an EDS Data Flow
- Lab: Monitoring a BDS Mapping
Module 7: Performance Tuning and Best Practices
- Tuning Spark job performance
- Best practices for working with streaming data
Module 8: End-to-End Use Case
- Use case description
- Final goals for EDS and BDS
- Lab: Converting Unstructured Streaming Data into Structured Data
- Lab: Ingesting Data from EDS to BDS and Executing a Mapping in BDS
14 Hours
Testimonials (3)
Everything is ok.
Adrian Rybka - SEOyon
Course - Flutter Development Bootcamp with Dart
Very usefull additional informations
Grzegorz - Comp S.A.
Course - BLoC Pattern
His knowledge and patience.
