Use this skill when designing distributed compute for Hadoop MapReduce, Spark, Dask, Ray, YARN, or K8s resource management. This skill enforces: execution model selection, cluster topology, shuffle optimization, data locality, speculative execution, and resource tuning. Do NOT use for: single-node compute, GPU-only training, or SQL-only batch queries (see data-batch-processing).
