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Google Cloud's Managed Service for Apache Spark offers serverless and managed cluster modes. Serverless suits intermittent workloads but requires explicit resource tuning, including maxExecutors limits and history-based autotuning. Gemini Cloud Assist helps troubleshoot serverless batch pipeline failures.
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