Saturday, 23 September 2023

Spring Cloud Data Flow Cloud Native Data Stream Processing

 

Cloud Native Microservice based Streaming and Batch data processing for ETL, import/export, predictive analytics, etc

What you'll learn

  • Architecture of Spring Cloud Data Flow
  • Skipper Server, Spring Data Flow Server, Spring Data Flow Shell installation and configuration
  • Microservice based Streaming and Batch data processing
  • Examples with ETL, import/export, even streaming and predictive analytics
  • Examples with Twitter Sentiment Analysis, TensorFlow Object Detection
  • Install and Configure Spring Cloud Data Flow Ecosystem in Docker
  • Configure Grafana Dashboard for Stream Visualization

Description

  • Understand the technical architecture along with installation and configuration of Spring Cloud Data Flow Applications.
  • Create basic to advanced Streaming applications like time logger to TensorFlow Image Detection Stream Flow.


You will learn the following as part of this course.

  • Architecture of Spring Cloud Data Flow
  • Components of Spring Cloud Data Flow like Skipper Server, Spring Cloud Data Flow Server, Data Flow Shell
  • Using Data Flow Shell and Domain Specific Language (DSL)
  • Configuring and usage of message brokers like RabbitMQ, Kafka
  • Installation and configuration of Spring Cloud Data Flow Ecosystem in Amazon Web Service (AWS) EC2 Instances
  • Configuring Grafana Dashboard for Stream visualization
  • Configuration of Source, Sink and Processor
  • Creating custom Source, Sink and Processor application
  • Coding using Spring Tool Suite (STS) for custom code development
  • Working with Spring Data Flow WebUI and analyzing logs on runtimes

This course is designed to cover all aspects of Spring Cloud Data Flow from basic installation to configuration in Docker as well as creating all type of Streaming applications like ETL, import/export, Predictive Analytics, Streaming Event processing etc.,

Few working examples/usecases are covered to have better understanding like

Data extracting and interaction with JDBC database

Extracting Twitter Data (Tweets) from Twitter

Sentiment analysis, Language Analysis and HashTag Analysis on Tweets from Twitter

Object Detection/Prediction using TensorFlow processor

Pose Prediction using TensorFlow Processor

Tags:

I'm a highly accomplished Full Stack Developer with a strong foundation in mathematics, holding a Master's degree in Computer Applications. My skill set spans a wide range, including Software Development, Data Science, and Blogging. I specialize in Java, Spring Boot, ReactJS, and SQL, excelling in crafting efficient SQL queries and seamlessly integrating data into Java applications using jQuery. My proficiency extends to tools like DBeaver, enabling me to connect and test queries across diverse database environments. I'm dedicated to optimizing data retrieval and system performance while upholding data integrity. With a solid foundation in MongoDB, I bring versatility to data management. My goal is to create innovative web solutions and robust software, continuously evolving my skills to stay at the forefront of technology.

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