- Core course learning can be done with free Azure account options.
- Certain services (like premium Cognitive Services) may require paid access.
- Hands-on labs may encourage optional paid Azure subscriptions.
- Focus remains on AI concepts and exam preparation rather than cost-heavy usage.
- Alternative free trials can be used for practice.

