ANSI SQL, T-SQL, PySpark, and SparkSQL, for data extraction, transformation, validation, and integration; designing and maintaining batch-oriented ETL pipelines and data orchestration workflows for large-scale. planning, S&OP/IBP, or scheduling; utilizing relational and distributed data platforms, including SQL Server, Delta Lake, and Apache Spark; utilizing knowledge of SQL and distributed data processing languages, including.