General 520 installs

Apache Spark Optimization

by wshobson/agents

Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or…

Skill content

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