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Platform Engineering

Manage Schema Evolution in Real‑Time Data

Master schema evolution strategies for real-time data systems in this hands-on Coursera course. Handle breaking changes without pipeline downtime.

LB
Luca Berton
· 2 min read

Manage Schema Evolution in Real‑Time Data is a comprehensive, hands-on course designed to give data engineers, developers, and architects practical tools for handling schema changes in streaming and real-time data systems. Taught by Luca Berton in collaboration with Starweaver, this Coursera program covers real-world scenarios and best practices for maintaining data integrity during schema transitions.

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What You’ll Learn

  • ✅ Explain each compatibility mode meaning
  • ✅ Identify which side upgrades first safely
  • ✅ Analyze why transitive compatibility matters
  • ✅ Implement backward and forward compatible schema changes
  • ✅ Design migration strategies for production systems

Who Should Take This Course?

If you are a:

  • Data Engineer
  • Software Developer
  • Solutions Architect
  • DevOps Engineer

…this course is built for you! A foundational understanding of data serialization formats (Avro, JSON Schema, Protobuf) will help maximize your learning.


Course Overview

  • Introduction to Schema Evolution
  • Understanding Compatibility Modes
  • Backward vs Forward Compatibility
  • Full Compatibility and Its Trade-offs
  • Transitive Compatibility Explained
  • Schema Registry Architecture
  • Versioning Strategies
  • Migration Best Practices
  • Handling Breaking Changes
  • Real-World Schema Evolution Scenarios

Readings Included

  • Course Overview
  • Schema Compatibility Matrix
  • Case Study: E-Commerce Platform Migration
  • Hands-On: Configuring Schema Registry
  • Case Study: Financial Services Data Pipeline
  • Hands-On: Testing Schema Compatibility
  • Case Study: IoT Sensor Data Evolution
  • Best Practices Documentation

Assignments & Discussions

  • Assignment: Schema Evolution Strategy Design (25 minutes)
  • Discussion: Managing Breaking Changes in Production
  • Assignment: Compatibility Testing Lab

Certificate

Upon completion, you’ll earn a shareable certificate from Coursera, verifying your schema evolution expertise—perfect for adding to your LinkedIn or resume.

Last updated: February 2026 – Included with Coursera Plus.


About the Instructor

Luca Berton is an experienced educator in automation, data engineering, and DevOps practices. With thousands of learners worldwide, he simplifies complex topics into digestible, practical lessons that get real-world results.


Ready to master schema evolution in real-time systems?
Enroll now and take your data engineering skills to the next level.

Enroll Now

#data engineering #schema evolution #real-time data #streaming #luca berton
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Luca Berton — AI & Cloud Advisor, Docker Captain

Luca Berton

AI & Cloud Advisor · Docker Captain · KubeCon Speaker

18+ years in enterprise infrastructure. Author of 8 technical books, creator of Ansible Pilot (1M+ YouTube views, 648K site users). Former Red Hat engineer. Speaker at KubeCon EU 2026 and Red Hat Summit 2026.

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