---
name: spark-builder-c8b3f819a986
display_name: Spark Builder
description: Write PySpark and Spark SQL jobs — RDDs, DataFrames, streaming, MLlib, and cluster configuration.
category: Data & Analytics
platforms: [claude-code, api]
version: 1.0.0
author: Claude Code
tags: [spark-builder]
---

# Spark Builder

## Overview

Write PySpark and Spark SQL jobs — RDDs, DataFrames, streaming, MLlib, and cluster configuration.

## When to Use This Skill

Use **Spark Builder** when you need to:

- Work with spark builder tasks in your project or workflow
- Automate spark builder operations at scale
- Generate production-quality spark builder output quickly

## Instructions

When this skill is active, Claude will:

1. Understand the full context of your spark builder request
2. Apply best practices and conventions for Data & Analytics
3. Produce clean, well-structured, production-ready output
4. Explain key decisions and offer alternatives where relevant

## Examples

### Example 1 — Basic Usage

**User:** Help me get started with spark builder.

**Claude:** I'll walk you through the essential steps for spark builder in your context...

### Example 2 — Advanced Usage

**User:** I need a production-ready spark builder setup with full error handling.

**Claude:** Here's a complete, production-hardened spark builder implementation...

## Guidelines

- Always validate inputs before processing
- Follow the conventions of the target platform or language
- Prefer explicit over implicit — clarity beats cleverness
- Include comments for non-obvious logic
- Suggest tests or validation steps where appropriate

## Dependencies

Required: python, pyspark

## Platforms

Available on: claude-code, api

---

*Part of the [claude-skills](https://github.com/inbharatai/claude-skills) collection — 183+ skills for Claude.*


---
Source attribution: inbharatai
Original project: https://github.com/inbharatai/claude-skills/blob/02077f8b2c05946a71fa087dee6d614c0b4e4e0d/skills/spark-builder/SKILL.md
License: MIT
License information: https://opensource.org/license/mit
Original upstream instructions; downloaded from Dave AI.

## Upstream license notice

MIT License

Copyright (c) 2026 InBharat AI

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.



# Dave AI resource metadata

Creator / publisher: inbharatai
Original project: https://github.com/inbharatai/claude-skills/blob/02077f8b2c05946a71fa087dee6d614c0b4e4e0d/skills/spark-builder/SKILL.md
Attribution basis: Source repository record

Fields of work: Data & Analytics, Development & Engineering
Roles: Data Engineer, Data Scientist, ML / AI Engineer
Specialties: API, Backend
Tools: Pyspark
Country applicability: Country not specified
Classification basis: Source catalog labels
Instruction SHA-256: 55090046744ba1ea13ff029a2f63bfad51d3a2f4870601a8dbdecb441c8e8e4a