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Expert SQL + advanced Python + Spark internals, plus a signature multi-day "craft demonstration" pipeline you present.
Cloud / platform
AWS-heavy; Spark, Kafka, Delta Lake, Snowflake
Reported difficulty
Not reported
Recruiter → SQL+Python phone → technical (sessionized KPIs w/ cost constraints; reversible PII masking; PySpark repartition vs coalesce, broadcast, deploy modes) → craft demo (batch+streaming w/ Kafka/Spark/Delta/Snowflake) → managerial.
Answered questions on what Intuit actually asks — each with the short answer, the answer that gets you rejected, and the follow-up.
Then build one and have it reviewed: design a daily orders pipeline or model a marketplace. No account.