APACHE KAFKA & APACHE FLINK

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The Apache Kafka & Apache Flink course is designed for professionals who want to build real-time data processing and streaming applications. The training covers Kafka for reliable event streaming and messaging, and Apache Flink for real-time data processing, analytics, and stream computation. Through hands-on projects and practical scenarios, learners gain experience in building scalable data pipelines, processing live data streams, integrating distributed systems, and optimizing performance. As real-time analytics and event-driven architectures are widely used across industries, this course is ideal for data engineers, big data developers, software developers, cloud engineers, DevOps professionals, and IT professionals looking to build expertise in modern data streaming technologies.

Duration of Training : Hours
Batch type : Weekdays/Weekends
Mode of Training : Classroom/Online/Corporate Training
Detailed Syllabus • Hands-on Labs • Assignments • Support-Focused • Implementation

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Overview

The Syllabus

Curriculum Designed by Experts

Target Audience

• Data Engineers
• Big Data Engineers
• Streaming Data Engineers
• ETL Developers
• Cloud Data Engineers
• Analytics Engineers
• Platform Engineers

Module 1: Big Data & Real-Time Data Processing Fundamentals

Topics
• Evolution of Big Data
• Batch vs Real-Time Processing
• Streaming Data Architecture
• Event-Driven Architecture (EDA)
• Lambda Architecture
• Kappa Architecture
• Data Pipeline Concepts
• Data Ingestion Patterns
• Event Streaming Use Cases
• Data Engineering Ecosystem
Assignment
• Design a Real-Time Data Pipeline Architecture
Job-Oriented Scenarios
• Real-Time Fraud Detection System
• Live User Activity Tracking

Module 2: Apache Kafka Fundamentals

Topics
• Introduction to Apache Kafka
• Kafka Architecture
• Topics
• Partitions
• Brokers
• Producers
• Consumers
• Offsets
• Consumer Groups
• Kafka Cluster Setup
• Kafka Components
• Kafka Use Cases
Lab
• Install and Configure Kafka Cluster
Assignment
• Create Multiple Topics and Partitions

Module 3: Kafka Producers & Consumers

Topics
• Producer API
• Consumer API
• Producer Configurations
• Consumer Configurations
• Serialization
• Deserialization
• Message Delivery Semantics
• Exactly Once Processing
• At Least Once Processing
• At Most Once Processing
Labs
• Build Kafka Producer Application
• Build Kafka Consumer Application
Assignment
• Create Order Processing System
Job-Oriented Scenarios
• Real-Time Payment Processing

Module 4: Kafka Cluster Administration

Topics
• Broker Configuration
• Topic Management
• Replication
• Partition Management
• High Availability
• Fault Tolerance
• Load Balancing
• Monitoring Kafka Cluster
• Capacity Planning
• Security Basics
Labs
• Multi-Broker Kafka Cluster
Assignment
• Configure Replicated Kafka Environment

Module 5: Kafka Connect

Topics
• Kafka Connect Architecture
• Source Connectors
• Sink Connectors
• JDBC Connectors
• Elasticsearch Connector
• S3 Connector
• Connector Configuration
• Connector Monitoring
Labs
• Database to Kafka Integration
Assignment
• MySQL to Kafka Pipeline
Job-Oriented Scenarios
• Enterprise Data Integration

Module 6: Kafka Streams

Topics
• Stream Processing Concepts
• Kafka Streams Architecture
• Stream Transformations
• Filtering
• Mapping
• Aggregations
• Windowing
• Joins
• Stateful Processing
Labs
• User Clickstream Analysis
Assignment
• Real-Time Order Aggregation
Job-Oriented Scenarios
• Website Traffic Monitoring

Module 7: Schema Registry & Avro

Topics
• Data Serialization
• Apache Avro
• Schema Registry
• Schema Evolution
• Compatibility Types
• Producer Schema Validation
• Consumer Schema Validation
Labs
• Avro Integration
Assignment
• Customer Data Streaming

Module 8: Kafka Security

Topics
• Authentication
• Authorization
• SSL/TLS
• SASL
• ACLs
• Data Encryption
• Secure Communication
Labs
• Secure Kafka Cluster
Assignment
• SSL-Based Kafka Environment

Module 9: Apache Flink Fundamentals

Topics
• Introduction to Apache Flink
• Flink Architecture
• Stream Processing
• Batch Processing
• Flink Runtime
• Job Manager
• Task Manager
• Checkpointing
• State Management
Labs
• Flink Environment Setup
Assignment
• Basic Flink Streaming Job

Module 10: Flink DataStream API

Topics
• DataStream API
• Sources
• Sinks
• Transformations
• Map
• Filter
• FlatMap
• Reduce
• Aggregations
• Keyed Streams
Labs
• Real-Time Data Processing
Assignment
• Customer Transaction Processing
Job-Oriented Scenarios
• Online Purchase Tracking

Module 11: Flink State Management

Topics
• Stateful Stream Processing
• Managed State
• Keyed State
• Operator State
• Checkpointing
• Savepoints
• Fault Recovery
Labs
• Stateful Order Processing
Assignment
• Session Tracking System

Module 12: Windowing in Flink

Topics
• Tumbling Windows
• Sliding Windows
• Session Windows
• Global Windows
• Time Processing
• Event Time
• Watermarks
Labs
• Live Traffic Analysis
Assignment
• Streaming Sales Dashboard
Job-Oriented Scenarios
• Real-Time Analytics Platform

Module 13: Flink SQL

Topics
• Introduction to Flink SQL
• SQL-Based Streaming
• Table API
• SQL Queries on Streams
• Joins
• Aggregations
• Window Functions
Labs
• Stream Analytics Using SQL
Assignment
• Customer Insights Dashboard

Module 14: Kafka & Flink Integration

Topics
• Kafka Source
• Kafka Sink
• Real-Time Event Processing
• Stream Enrichment
• Event Correlation
• End-to-End Streaming Pipelines
Labs
• Kafka to Flink Pipeline
Assignment
• Real-Time Customer Analytics System
Job-Oriented Scenarios
• Financial Transaction Monitoring

Module 15: Monitoring & Observability

Topics
• Prometheus Integration
• Grafana Dashboards
• Kafka Monitoring
• Flink Monitoring
• Metrics Collection
• Alerting
• Log Analysis
Labs
• Monitoring Dashboard Setup
Assignment
• Alerting Framework

Module 16: Containerization & Kubernetes

Topics
• Docker Fundamentals
• Kafka on Docker
• Flink on Docker
• Kubernetes Basics
• Kafka on Kubernetes
• Flink on Kubernetes
• Scaling Applications
Labs
• Deploy Kafka & Flink on Kubernetes
Assignment
• Cloud-Native Streaming Platform

Module 17: Cloud Integration

AWS
• Amazon MSK
• Kinesis vs Kafka
• S3 Integration
Azure
• Event Hub
• Azure Stream Analytics
GCP
• Pub/Sub
• Dataflow Integration
Labs
• Cloud Streaming Pipelines
Assignment
• Hybrid Cloud Streaming Architecture

Module 18: CI/CD for Streaming Applications

Topics
• Git
• GitHub
• Jenkins
• GitHub Actions
• Docker Build Pipelines
• Automated Deployments
• Rollbacks
Labs
• CI/CD for Kafka & Flink Applications

Real-Time Industry Projects

Project 1
Real-Time Fraud Detection System
• Kafka Event Streaming
• Flink Stream Processing
• Alert Generation
Project 2
E-Commerce Clickstream Analytics
• User Activity Tracking
• Session Analysis
• Customer Behavior Dashboard
Project 3
Stock Market Streaming Analytics
• Real-Time Price Processing
• Trend Analysis
• Risk Alerts
Project 4
Banking Transaction Monitoring
• Fraud Identification
• AML Rule Processing
• Real-Time Notifications
Project 5
IoT Sensor Data Processing Platform
• Sensor Data Streaming
• Event Aggregation
• Predictive Alerts
Project 6
Ride Sharing Analytics Platform
• Driver Tracking
• Real-Time Location Processing
• Dynamic Pricing Analytics

Assignments

Kafka Assignments
• 25 Producer/Consumer Exercises
• 20 Topic Management Tasks
• 15 Kafka Streams Assignments
• 10 Kafka Connect Projects
Flink Assignments
• 25 DataStream API Tasks
• 20 Windowing Exercises
• 15 State Management Projects
• 10 Flink SQL Projects
Integration Assignments
• 15 Kafka-Flink Integration Projects
• 10 Cloud Streaming Projects

Real-Time Job-Oriented Scenarios

Kafka
• 50 Producer-Consumer Scenarios
• 40 Replication Scenarios
• 30 Consumer Group Scenarios
• 25 Kafka Connect Scenarios
Flink
• 50 Streaming Analytics Scenarios
• 40 Windowing Scenarios
• 30 Stateful Processing Scenarios
• 25 Event-Time Processing Scenarios
Data Engineering
• 50 Real-Time ETL Scenarios
• 40 Data Pipeline Scenarios
• 30 Event-Driven Architecture Scenarios
Production Support
• Kafka Broker Failures
• Consumer Lag Troubleshooting
• Partition Rebalancing Issues
• Flink Job Recovery
• Stream Processing Delays
• High Throughput Optimization

Interview Preparation

Apache Kafka
• 300+ Interview Questions
Apache Flink
• 250+ Interview Questions
Streaming Data Engineering
• 200+ Scenario-Based Questions
Cloud Streaming Platforms
• 100+ Interview Questions
Mock Interviews
• Data Engineer
• Streaming Data Engineer
• Big Data Engineer
• Cloud Data Engineer

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Apache Kafka & Apache Flink Course Certification With Training In Bangalore

Q: Module 1: Big Data & Real-Time Data Processing Fundamentals

Topics • Evolution of Big Data • Batch vs Real-Time Processing • Streaming Data Architecture • Event-Driven Architecture (EDA) • Lambda Architecture • Kappa Architecture • Data Pipeline Concepts • Data Ingestion Patterns • Event Streaming Use Cases • Data Engineering Ecosystem Assignment • Design a Real-Time Data Pipeline Architecture Job-Oriented Scenarios • Real-Time Fraud Detection System • Live User Activity Tracking

Q: Module 2: Apache Kafka Fundamentals

Topics • Introduction to Apache Kafka • Kafka Architecture • Topics • Partitions • Brokers • Producers • Consumers • Offsets • Consumer Groups • Kafka Cluster Setup • Kafka Components • Kafka Use Cases Lab • Install and Configure Kafka Cluster Assignment • Create Multiple Topics and Partitions

Q: Module 3: Kafka Producers & Consumers

Topics • Producer API • Consumer API • Producer Configurations • Consumer Configurations • Serialization • Deserialization • Message Delivery Semantics • Exactly Once Processing • At Least Once Processing • At Most Once Processing Labs • Build Kafka Producer Application • Build Kafka Consumer Application Assignment • Create Order Processing System Job-Oriented Scenarios • Real-Time Payment Processing

Q: Module 4: Kafka Cluster Administration

Topics • Broker Configuration • Topic Management • Replication • Partition Management • High Availability • Fault Tolerance • Load Balancing • Monitoring Kafka Cluster • Capacity Planning • Security Basics Labs • Multi-Broker Kafka Cluster Assignment • Configure Replicated Kafka Environment

Q: Module 5: Kafka Connect

Topics • Kafka Connect Architecture • Source Connectors • Sink Connectors • JDBC Connectors • Elasticsearch Connector • S3 Connector • Connector Configuration • Connector Monitoring Labs • Database to Kafka Integration Assignment • MySQL to Kafka Pipeline Job-Oriented Scenarios • Enterprise Data Integration

Q: Module 6: Kafka Streams

Topics • Stream Processing Concepts • Kafka Streams Architecture • Stream Transformations • Filtering • Mapping • Aggregations • Windowing • Joins • Stateful Processing Labs • User Clickstream Analysis Assignment • Real-Time Order Aggregation Job-Oriented Scenarios • Website Traffic Monitoring

Q: Module 7: Schema Registry & Avro

Topics • Data Serialization • Apache Avro • Schema Registry • Schema Evolution • Compatibility Types • Producer Schema Validation • Consumer Schema Validation Labs • Avro Integration Assignment • Customer Data Streaming

Q: Module 8: Kafka Security

Topics • Authentication • Authorization • SSL/TLS • SASL • ACLs • Data Encryption • Secure Communication Labs • Secure Kafka Cluster Assignment • SSL-Based Kafka Environment

Q: Module 9: Apache Flink Fundamentals

Topics • Introduction to Apache Flink • Flink Architecture • Stream Processing • Batch Processing • Flink Runtime • Job Manager • Task Manager • Checkpointing • State Management Labs • Flink Environment Setup Assignment • Basic Flink Streaming Job

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