standards for APIs, events, and semantic layers. Drive data governance and observability (catalog, lineage, DQ rules, SLAs/SLOs) with tools such as Collibra/Purview; embed controls for privacy/regulatory (BCBS 239, GDPR). Provide architectural oversight during delivery; perform design reviews and coach engineers on performance, reliability … Azure Data Factory; streaming (Kafka). Experience across warehousing platforms (Teradata, Snowflake, Redshift, BigQuery, Synapse). Proven work with data catalog, lineage, DQ (Collibra/Purview; Great Expectations/dbt tests). Desirable skills: BFSI domain exposure (risk, finance, customer analytics, regulatory reporting). Cloud familiarity (AWS/Azure/ ...