ReddRadar
Agent skill
spark-principal-engineer
Principal/Senior-level Spark playbook for batch and streaming architecture, data layout, shuffle control, cost-efficient compute, reliability, and operating large-scale data processing platforms. Use when: designing Spark workloads, tuning jobs, optimizing cluster economics, or operating Spark platforms in production.
Install this agent skill to your Project
npx add-skill https://github.com/mOdrA40/claude-codex-skills-directory/tree/main/data-skills/spark-mastery-skill
SKILL.md
Spark Mastery (Senior → Principal)
Operate
- Start from data volume, compute economics, shuffle behavior, and correctness requirements.
- Treat Spark as a distributed execution system with real storage, network, and scheduling tradeoffs.
- Prefer explicit workload design over vague “big data” assumptions.
- Optimize for predictable cost, reliability, and debuggable pipelines.
Default Standards
- Data layout and partitioning must match workload reality.
- Shuffle-heavy patterns require scrutiny.
- Memory and executor tuning should follow evidence.
- Streaming and batch semantics must be separated clearly.
- Platform cost and job performance should be evaluated together.
References
- Job architecture and dataflow design: references/job-architecture-and-dataflow-design.md
- Partitioning, shuffle, and data layout: references/partitioning-shuffle-and-data-layout.md
- Memory, executors, and runtime tuning: references/memory-executors-and-runtime-tuning.md
- Structured streaming and stateful semantics: references/structured-streaming-and-stateful-semantics.md
- Lakehouse integration, storage, and table formats: references/lakehouse-integration-storage-and-table-formats.md
- Multi-tenant governance and cost control: references/multi-tenant-governance-and-cost-control.md
- Reliability and operations: references/reliability-and-operations.md
- Incident runbooks: references/incident-runbooks.md
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