- Prior experience with SQL, ETL, and Python is recommended.
- Basic familiarity with GCP services improves lab efficiency.
- True beginners may find modules challenging but manageable with extra study.
- Prepares learners for the Google Professional Data Engineer exam.
- Builds confidence through structured hands-on labs and practice questions.

