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Optimize Spark SQL Plan

Agent skill
1 skill

Optimize Apache Spark SQL and DataFrame queries using the final Adaptive Query Execution plan and runtime statistics rather than source code alone. Use to reduce runtime, shuffle, spill, scan cost, skew, join amplification, Python UDF overhead, poor partitioning, or unnecessary work while preserving query semantics.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryData & analyticsStars0

About this skill

Optimize Apache Spark SQL and DataFrame queries using the final Adaptive Query Execution plan and runtime statistics rather than source code alone. Use to reduce runtime, shuffle, spill, scan cost, skew, join amplification, Python UDF overhead, poor partitioning, or unnecessary work while preserving query semantics.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 56677d8abf31f344f5f8bf11169159e7c6b44d614d324050d6b42d26b5f999c1

About scan coverage and limitations

About this listing

Category
Data & analytics
Reported license
Apache-2.0
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Optimize Spark SQL Plan | Agent Skills Atlas