About

Imported from jeremylongshore/tons-of-skills-marketplace (skills/11-data-pipelines/spark-sql-optimizer/SKILL.md). Install upstream with npx skills add jeremylongshore/tons-of-skills-marketplace --skill spark-sql-optimizer. Copyright stays with the author (MIT).

Spark Sql Optimizer

Name: spark-sql-optimizer
Author: jeremylongshore

Overview

This skill provides automated assistance for spark sql optimizer tasks within the Data Pipelines domain.

When to Use

This skill activates automatically when you:

Mention "spark sql optimizer" in your request
Ask about spark sql optimizer patterns or best practices
Need help with data pipeline skills covering etl, data transformation, workflow orchestration, and streaming data processing.

Instructions

Provides step-by-step guidance for spark sql optimizer
Follows industry best practices and patterns
Generates production-ready code and configurations
Validates outputs against common standards

Examples

Example: Basic Usage Request: "Help me with spark sql optimizer" Result: Provides step-by-step guidance and generates appropriate configurations

Prerequisites

Relevant development environment configured
Access to necessary tools and services
Basic understanding of data pipelines concepts

Output

Generated configurations and code
Best practice recommendations
Validation results

Error Handling

Error	Cause	Solution
Configuration invalid	Missing required fields	Check documentation for required parameters
Tool not found	Dependency not installed	Install required tools per prerequisites
Permission denied	Insufficient access	Verify credentials and permissions

Resources

Official documentation for related tools
Best practices guides
Community examples and tutorials

Related Skills

Part of the Data Pipelines skill category. Tags: etl, airflow, spark, streaming, data-engineering

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

yaml

targets:
  - https://api.opensmartroute.ai/api/v1/registry/jeremylongshore-tons-of-skills-marketplace-spark-sql-optimizer/manifest   # or paste the manifest below

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

jeremylongshore-tons-of-skills-marketplace-spark-sql-optimizer.ocm.jsonjson

{
  "ocm": "1",
  "id": "jeremylongshore-tons-of-skills-marketplace-spark-sql-optimizer",
  "kind": "skill",
  "name": "spark-sql-optimizer",
  "description": "Optimize spark sql optimizer operations. Auto-activating skill for Data Pipelines. Triggers on: spark sql optimizer, spark sql optimizer Part of the Data Pipelines skill category. Use when working with spark sql optimizer functionality. Trigger with phrases like \"spark sql optimizer\", \"spark optimizer\", \"spark\".",
  "publisher": "jeremylongshore",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "coding",
      "data_analysis"
    ],
    "tags": [
      "skill-md",
      "data",
      "data-engineering",
      "skills-sh"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Optimize spark sql optimizer operations. Auto-activating skill for Data Pipelines. Triggers on: spark sql optimizer, spark sql optimizer Part of the Data Pipelines skill category. Use when working with spark sql optimizer functionality. Trigger with phrases like \"spark sql optimizer\", \"spark optimizer\", \"spark\"."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "skills.sh",
      "repository": "https://github.com/jeremylongshore/tons-of-skills-marketplace",
      "path": "skills/11-data-pipelines/spark-sql-optimizer/SKILL.md",
      "ref": "HEAD",
      "url": "https://github.com/jeremylongshore/tons-of-skills-marketplace/blob/HEAD/skills/11-data-pipelines/spark-sql-optimizer/SKILL.md",
      "key": "jeremylongshore/tons-of-skills-marketplace/skills/11-data-pipelines/spark-sql-optimizer/SKILL.md"
    },
    "compatibility": "Designed for Claude Code",
    "allowed_tools": [
      "Read,",
      "Write,",
      "Edit,",
      "Bash(cmd:*),",
      "Grep"
    ],
    "license": "MIT"
  },
  "instructions": "# Spark Sql Optimizer\n\n## Overview\n\nThis skill provides automated assistance for spark sql optimizer tasks within the Data Pipelines domain.\n\n## When to Use\n\nThis skill activates automatically when you:\n- Mention \"spark sql optimizer\" in your request\n- Ask about spark sql optimizer patterns or best practices\n- Need help with data pipeline skills covering etl, data transformation, workflow orchestration, and streaming data processing.\n\n## Instructions\n\n1. Provides step-by-step guidance for spark sql optimizer\n2. Follows industry best practices and patterns\n3. Generates production-ready code and",
  "cost": {
    "context_tokens": 417
  }
}

Fetch it by URL: GET /api/v1/registry/jeremylongshore-tons-of-skills-marketplace-spark-sql-optimizer/manifest?version=1.0.0

Reviews

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