skills/smithery.ai/spark-optimization

spark-optimization

SKILL.md

Apache Spark Optimization

Production patterns for optimizing Apache Spark jobs including partitioning strategies, memory management, shuffle optimization, and performance tuning.

When to Use This Skill

  • Optimizing slow Spark jobs
  • Tuning memory and executor configuration
  • Implementing efficient partitioning strategies
  • Debugging Spark performance issues
  • Scaling Spark pipelines for large datasets
  • Reducing shuffle and data skew

Core Concepts

1. Spark Execution Model

Installs
4
First Seen
Mar 26, 2026