How to Use This Guide

This guide is organized for step-by-step learning. It is hands-on and focused on practical examples. Code snippets and exercises are meant to be run in your own environment—follow along for the best learning experience.

Each chapter builds on the previous one, so read them in order, even if you are already familiar with some topics. Focus on understanding how each concept applies in real scenarios. Some ideas are introduced early and explained in more detail later, so be patient and keep going.

All code examples were tested with the tool versions listed in the guide. Use the same versions for consistency, and if you run into errors:

• Check that your versions match the guide.