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Metro location, popular data-engineer title, and broad common skills (Airflow/Snowflake/Python) increase applicant competition.
Core data engineering skills are highly transferable across industries, so background sensitivity is low.
Mandatory production Airflow, SQL and Snowflake skills raise filtering to medium despite no explicit years requirement.