ETL/ELT pipelines, high-volume batch processing, incremental loads, CDC, data replication, data mirror, SCD Type 1/2, data cleansing, data profiling, metadata-driven processing, error handling, restart/recovery, audit logging, audit support, alert generation support, Snowflake, Snowpipe, Streams, Tasks, Time Travel, Zero Copy Cloning, stages, file formats, warehouses, DBT incremental models, SnowSQL, cloud migration, performance tuning, virtual warehouses, roles/grants support, load history analysis, IBM DataStage, DBT, Informatica IICS, Control-M, UCD, Git, GitLab, GitHub, Azure DevOps, Tableau dashboards, reconciliation reports, data-quality dashboards, Tableau content migration, workbook migration validation, data-source migration, extract refresh validation, user access validation, report performance checks, Python validation frameworks, DBT tests, SQL reconciliation, QTest, Jira, source-to-target testing, regression testing, automated evidence generation, Oracle, SQL Server, DB2, Teradata, Netezza, Snowflake, Hadoop, HDFS, Hive, Sqoop, SQL, Python, UNIX Shell scripting, SnowSQL