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Building Scalable Data Pipelines with Kafka

Gain insights into Apache Kafka's role in scalable data pipelines. Explore its theory and practice interactive commands to build efficient and diverse data transmission solutions.

Beginner

62 Lessons

3h

Certificate of Completion

Gain insights into Apache Kafka's role in scalable data pipelines. Explore its theory and practice interactive commands to build efficient and diverse data transmission solutions.

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This course includes

8 Playgrounds

Course Overview

What You'll Learn

Course Content

Apply Your Skills

Course Overview

If you’re interested in Big Data, then Apache Kafka is a must-know tool. What started as an internal LinkedIn project to streamline data transmission and propagation among services has quickly grown to become a mainstay platform for building highly scalable data pipelines. Meet Apache Kafka - the ubiquitous tool to build pipelines for diverse use cases ranging from chronologically tracking user-activity on a website to implementing publish-subscribe feeds. This course introduces you to Kafka theory and ...Show More

If you’re interested in Big Data, then Apache Kafka is a must-know tool. What started as an internal LinkedIn project to strea...Show More

What You'll Learn

Learn the theory behind Kafka

Interact with a Kafka cluster running in the browser-terminal

Learn the theory behind Kafka

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Course Content

1.

Basics

7 Lessons

Step through the fundamentals of Kafka, distributed systems, messaging patterns, and core components.

Characteristics of Distributed Systems

Messaging Patterns

Components of Kafka

Partition Rebalancer

2.

Kafka Producer

4 Lessons

Unpack the core of Kafka Producers, message sending methods, configurations, and serialization techniques.

Sending Messages

Producer Configurations

Producer Serialization

3.

Kafka Consumer

9 Lessons

Go hands-on with Kafka consumers, configurations, offsets, and partition rebalancing techniques.

Consumer and Consumer Groups

Consumer Configurations

Commits and Offsets

Offset Commit Configuration

Handling Rebalances

Stopping a Consumer

Consumer Deserializer

Running a Single Consumer

4.

Kafka Internals

7 Lessons

Break down complex ideas of Kafka's replication, controller, request processing, and reliability.

Kafka Controller

Request Processing

Partition Allocation

Reliability in Kafka

Reliable Producers and Consumers

5.

Conclusion

1 Lessons

Compare Kafka's scalability, throughput, and real-time processing with other messaging systems.

Kafka vs Other Messaging Systems

6.

Appendix

3 Lessons

Activate Zookeeper insights, practical API use, and common distributed system solutions.

Zookeeper: Intro

Zookeeper: Example

Zookeeper: Practical

7.

Reference: Replication

14 Lessons

Master the principles of replica management, leader-based and leaderless replication strategies, and conflict resolution methods.

Single Leader Replication

Asynchronous VS Synchronous Replication

Followers in Log Replication

Log Replication

Issues in Single Leader Replication

Multi Leader Replication

Issues in Multi Leader Replication

Multi-Leader Topologies

Leaderless Replication

Quorum Variations

Concurrent Writes

Video Streaming Queue a Concurrent Writes Example

8.

Reference: Partitioning

4 Lessons

Learn how to use partitioning strategies to enhance scalability and optimize data pipelines.

Partitioning Schemes

Secondary Indexes

Number of Partitions

9.

Reference: Transactions

9 Lessons

Discover the logic behind managing data transactions, isolation levels, and concurrent write challenges.

Introduction to Transactions

More on Transactions

Isolation Levels

Read Skew and Snapshot Isolation

Concurrent Writes and Lost Updates

Serializability

Two Phase Locking

Serializable Snapshot Isolation

10.

Reference: Issues in Distributed Systems

4 Lessons

Examine the challenges in developing and maintaining distributed systems, including networking, time synchronization, and handling failures.

Agreeing On Time

Working with Time Issues

Course Author

Real-Time Analysis of a Simulated E-commerce Data Stream

Project

Real-Time Analysis of a Simulated E-commerce Data Stream

Real-Time Analysis of a Simulated E-commerce Data Stream

Learn to design a real-time data pipeline for e-commerce using modern tools like Kafka and Grafana on AWS.

intermediate

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