The hottest big data tools in 2025 include Amazon Aurora DSQL, Snowflake Intelligence, and the Databricks Lakebase.
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A complete data engineering portfolio project demonstrating a production-ready ETL pipeline from PostgreSQL to BigQuery using dbt for transformation and dimensional modeling. customers (10 columns, PK ...