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SQL is critical, plus warehousing + Spark optimization and distinctive data-platform system design (quota service, scheduler).
Cloud / platform
Snowflake on AWS/Azure/GCP; Spark, Python, Java
Reported difficulty
Not reported
Technical round covering SQL, Python, big-data concepts, warehousing & Spark optimization; SQL complex joins/aggregations/transformations; ETL/pipeline design; data integration + perf tuning.
Answered questions on what Snowflake 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.