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…/skills-for-fabric/spark-operations-cli
home/skills/microsoft/skills-for-fabric/spark-operations-cli
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spark-operations-cli

bymicrosoft· 555 skills

Installs

88

Stars

889

Forks

243

Category

Debugging

View on GitHub

TL;DR

Diagnose failed Spark jobs, unhealthy Livy sessions, and performance bottlenecks in Microsoft Fabric via read-only CLI triage. Use ONLY for FAILED/unhealthy runs; running a notebook and reporting its success status is spark-authoring-cli. Use when the user wants to: (1) diagnose why a Spark job, notebook run, or Lakehouse job failed, (2) triage stuck or dead Livy sessions, (3) identify OOM, shuffle spill, or data skew, (4) retrieve driver/executor logs or Spark Advisor findings, (5) copy event logs and start a local Spark History Server, (6) diagnose Spark activities in a failed pipeline run. Triggers: "diagnose my failed notebook", "why did my spark job fail", "triage spark failure", "diagnose pipeline run failure", "why did my pipeline fail", "livy session stuck in starting", "spark executor OOM", "check spark advisor findings", "shuffle spill diagnosis", "why did my lakehouse job fail", "diagnose lakehouse table load", "data skew diagnosis", "open spark history server locally", "spark job triage".

How to install spark-operations-cli?

microsoft/skills-for-fabric/spark-operations-cli
$npx -y skills add microsoft/skills-for-fabric --skill spark-operations-cli

Installs into the current project.

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Use this skill

Run `npx skills use "https://github.com/microsoft/skills-for-fabric" --skill "microsoft/skills-for-fabric/spark-operations-cli"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.

Use the whole pack

Use the skills in "https://github.com/microsoft/skills-for-fabric" that are relevant to the current task. Run `npx skills add "https://github.com/microsoft/skills-for-fabric"` and select the relevant skills, then follow their instructions.

Preview

microsoft/skills-for-fabricmicrosoft/skills-for-fabric

$ npx -y skills add microsoft/skills-for-fabric --skill spark-operations-cli

▸ installing to .claude/skills…

✓ spark-operations-cli ready

Repomicrosoft/skills-for-fabric
TypeSkills
CategoryDebugging
ForDeveloperOps
UpdatedJul 2026
License—
First seenJul 27, 2026

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Skill

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