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Niche Collibra/Snowflake skills reduce pool, but generalist data roles and large employer increase competition.
Skills like data governance, metadata, and data-product ownership are transferable across industries but require domain-specific tool experience.
Explicit 6 612 year requirement plus mandatory governance tools (Collibra/Snowflake/SQL) enforces strict filters.
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Design and implement automated validation frameworks to ensure data accuracy and compliance.
Enforce data governance standards including metadata management, data ownership, and stewardship.
Maintain end-to-end data lineage across cloud data pipelines and manage self-service data marketplace platforms.
6+ years and up to 12 years of work experience in data governance or related roles.
Hands-on experience with data catalog tools such as Collibra, Alation, or Purview and metadata management.
Strong technical skills including SQL, Snowflake, and ETL tools.
Experience in defining data quality rules, monitoring datasets, and collaborating with business and IT stakeholders.
Experienced in managing data product lifecycles with KPIs and certification processes.
Proficient in implementing end-to-end data lineage and ownership frameworks in cloud environments.
Capable of working cross-functionally with business and IT teams to establish governance and access workflows.