Foundations
Data engineering is plumbing first, analytics second. Get SQL, Python and one warehouse engine into muscle memory before anything else.
- SQL fluency: window functions, CTEs, query plans, indexes
- Python daily with Pandas + Polars; one ETL script a week
- Pick one warehouse (Snowflake / BigQuery / Redshift) and master its SQL dialect
