Data Analyst / Engineer Experience: 9 12 Years Must-Have Skills SQL, Snowflake, Tableau, ETL, DBT (70 80%) Reporting & Analytics Tools AI / ML exposure (20 30%) Ex-Apple preferred Preferred Background Apple, PayPal, Netflix, Meta, AWS, Product Companies, Startups Avoid candidates from Banking, Finance, Telecom, Healthcare, Insurance, Wells Fargo, CVS, and similar organizations Core Skills Snowflake, SQL, Tableau, DBT, AWS ThoughtSpot & Data Visualization AI/ML, Agentic