Apache Kafka for Data Engineers Full Course 2026 | Basics to Advanced
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Apache Kafka sits at the center of almost every modern data platform β yet most people only learn how to use Kafka, not how Kafka actually behaves in production. This full-length Apache Kafka for Data Engineers masterclass (2026) is designed to fix that. This is not a surface-level tutorial. This is a complete, end-to-end Kafka course built specifically for real data engineering pipelines, operational systems, and production realities. Youβll learn Kafka from first principles β brokers, partitions, offsets, consumer groups β all the way to stream processing, data integration, monitoring, scaling, and security. Every concept is explained clearly, demonstrated practically, and connected to how Kafka is used in real-world data engineering architectures. π What Youβll Learn in This Kafka Masterclass In this complete Apache Kafka course, youβll learn: β’ How Kafka actually works internally (brokers, partitions, leaders, offsets) β’ Producers, consumers, and consumer groups β deeply and correctly β’ Kafka CLI tools and why they matter in real debugging β’ Topic design, partitioning strategies, and ordering guarantees β’ Offset management and replay semantics β’ Kafka Streams β embedded stream processing inside applications β’ Kafka Connect β ingestion and egress without custom code β’ Change Data Capture (CDC) concepts and pipelines β’ Monitoring Kafka and interpreting consumer lag correctly β’ Scaling Kafka: partitions vs brokers (and common mistakes) β’ Handling backpressure and traffic spikes β’ Kafka security fundamentals (SSL, SASL, ACLs) β’ Kafkaβs role in real data engineering pipelines β’ Kafka with Airflow, Spark, and data warehouses β’ Production rules, failure scenarios, and operational realities All concepts are demonstrated with labs, real commands, and real behavior β not slides or toy examples. π§ͺ Hands-On Labs (Not Just Theory) Wherever Kafka concepts only make sense in action, we work through labs together: β’ Producing and consuming data manually β’ Observing offsets and consumer lag β’ Breaking things intentionally and fixing them β’ Understanding Kafka behavior under load β’ Watching how rebalancing, lag, and replay actually work You can run everything in parallel with the video. π Structured Study Material: https://1drv.ms/w/c/528673ccd24bac3c/IQAWORQnuZtUTKnXQXxcHNyrAff2rUwM8Dpo0eF80gsIpdY?e=vC9J8s β’ Use for revision weeks or months later β’ Quickly reference specific Kafka concepts β’ Revisit operational rules and mental models β’ Use as long-term Kafka documentation This is designed to replace rewatching entire videos just to recall one concept. π§° Tech Stack & Tools Used Apache Kafka Kafka CLI Tools Docker (for local setups) π― Who This Course Is For This course is ideal if you are: β’ A data engineer working with Kafka or about to β’ A backend engineer dealing with event-driven systems β’ Preparing for Kafka-related interviews β’ Tired of shallow Kafka explanations β’ Looking to understand Kafka beyond APIs and frameworks Beginner-friendly β but not dumbed down. π Tools Links: Docker: https://www.docker.com/products/docker-desktop/ VS Code: https://code.visualstudio.com/ π Resources & Code https://github.com/Jay61616/kafka-masterclass π Timestamps 0:00 intro 1:07 curriculum intro βPHASE 0 β FOUNDATIONS 6:32 0.1 Event-Driven Architecture (EDA) 42:15 0.2 Streaming vs Batch Processing PHASE 1 β INSTALLATION 1:16:41 1.1 Why Docker for Kafka? 1:36:36 1.2 Why KRaft and not ZooKeeper? 2:05:24 1.3 Kafka Installation with Docker + KRaft PHASE 2 β KAFKA CORE CONCEPTS 2:56:55 2.1 What is Apache Kafka? 3:25:32 2.2 Kafka vs Traditional Message Queues 3:55:38 2.3 Topics 4:26:09 2.4 Partitions 4:56:46 2.5 Offsets 5:23:23 2.6 Producers 5:52:43 2.7 Consumers 6:12:41 2.8 Consumer Groups 6:36:32 2.9 Internal Components PHASE 3 β WORKING WITH KAFKA (CORE) 6:54:03 3.1 Kafka CLI Tools 7:03:07 3.2 Message Keys 7:21:56 3.3 Serialization PHASE 4 β RELIABILITY & GUARANTEES 7:37:59 4.1 Consumer Commits 7:54:34 4.2 Idempotent Producers 8:05:49 4.3 Delivery Semantics PHASE 5 β ADVANCED KAFKA 8:26:56 5.1 Retention Policies 8:38:16 5.2 Log Compaction 8:39:10 5.3 Kafka Streams (Intro) 8:42:09 5.4 Kafka Connect PHASE 6 β OPERATIONS & PRODUCTION 8:45:39 6.1 Scaling Kafka 8:48:45 6.2 Monitoring & Lag 8:51:48 6.3 Kafka in Real Data Engineering Pipelines π£ Letβs Connect LinkedIn: https://linkedin.com/in/jayachandrakadiveti GitHub: https://github.com/Jay61616 Website: https://jay.unaux.com π― Hashtags #ApacheKafka #KafkaForDataEngineers #DataEngineering #KafkaTutorial #KafkaCourse #EventStreaming #StreamingData #BigData #ETLPipelines #RealTimeData #KafkaStreams #KafkaConnect
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