- Some tools like Spark may need additional system resources.
- Cloud-based options like Snowflake are introduced with trial accounts.
- Learners can practice orchestration and ingestion locally on small datasets.
- Hardware requirements are manageable for most modern laptops.
- Optional cloud integration prepares learners for enterprise-scale setups.
