**Why Managed Over Self-Managed**: Ops burden (patching, scaling, monitoring) consumes 30–50% of platform team time. Managed shifts that to vendor.
**Dataproc Advantages**: (1) **Fast startup**—minutes vs. hours for on-prem. (2) **Preemptible/Spot**—60–90% cheaper for batch. (3) **Auto-delete**—transient clusters; no idle cost. (4) **GCS integration**—no HDFS; object storage native. (5) **Init scripts**—reproducible config. (6) **Optional components**—Spark, Hive, etc....
The complete answer continues with detailed implementation patterns, architectural trade-offs, and production-grade considerations. It covers performance optimization strategies, common pitfalls to avoid, and real-world examples from companies like Aarete. The answer also includes follow-up discussion points that interviewers commonly explore.
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