# spark-serverless-reliability-and-state-management > Enforces timeout-aware rollbacks, resumable checkpoints, and orphan cleanup for serverless Spark workloads on AWS Lambd… Enforces timeout-aware rollbacks, resumable checkpoints, and orphan cleanup for serverless Spark workloads on AWS Lambda, Glue, and similar runtimes. Use when writing or reviewing Spark jobs in serverless environments, S3 checkpoint patterns, partial-failure recovery, or IceGuard-style state management. - Type: Skill - Made by: vaquarkhan - Category: Cloud & DevOps - Formats: Skills - Version: b5d128e - Source: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management - Page: https://pluginboard.ai/skills/spark-serverless-reliability-and-state-management ## Works with - ChatGPT - Claude - Gemini - GitHub Copilot - Cursor - Claude Code - Codex - Antigravity - Gemini CLI - Replit - OpenClaw - OpenCode - Hermes Agent ## Install ### ChatGPT In ChatGPT: Download the spark-serverless-reliability-and-state-management folder and zip it, then Plugins → Skills → Create → Upload from your computer. Business and Enterprise plans. View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### Claude In Claude (web or desktop): Download the spark-serverless-reliability-and-state-management folder and zip the folder itself, then upload it in Customize → Skills. View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### Gemini In Gemini: Download the spark-serverless-reliability-and-state-management folder, then at gemini.google.com click Customize → Skills → Create → Upload and pick the folder (or a .zip of it). View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### GitHub Copilot Run in your terminal: ```shell npx -y degit vaquarkhan/data-engineering-agent-skills/skills/spark-serverless-reliability-and-state-management ~/.copilot/skills/spark-serverless-reliability-and-state-management ``` View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### Cursor Run in your terminal: ```shell npx -y degit vaquarkhan/data-engineering-agent-skills/skills/spark-serverless-reliability-and-state-management ~/.cursor/skills/spark-serverless-reliability-and-state-management ``` View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### Claude Code Run in your terminal: ```shell npx -y degit vaquarkhan/data-engineering-agent-skills/skills/spark-serverless-reliability-and-state-management ~/.claude/skills/spark-serverless-reliability-and-state-management ``` View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### Codex Run in your terminal: ```shell npx -y degit vaquarkhan/data-engineering-agent-skills/skills/spark-serverless-reliability-and-state-management ~/.agents/skills/spark-serverless-reliability-and-state-management ``` View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### Antigravity In Antigravity: Copy the spark-serverless-reliability-and-state-management folder into ~/.gemini/config/skills (Antigravity app and IDE) or ~/.gemini/antigravity-cli/skills (Antigravity CLI). View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### Gemini CLI Run in your terminal: ```shell npx -y degit vaquarkhan/data-engineering-agent-skills/skills/spark-serverless-reliability-and-state-management ~/.gemini/skills/spark-serverless-reliability-and-state-management ``` View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### Replit Run in your terminal: ```shell npx -y degit vaquarkhan/data-engineering-agent-skills/skills/spark-serverless-reliability-and-state-management .agents/skills/spark-serverless-reliability-and-state-management ``` View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### OpenClaw Run in your terminal: ```shell npx -y degit vaquarkhan/data-engineering-agent-skills/skills/spark-serverless-reliability-and-state-management ~/.openclaw/skills/spark-serverless-reliability-and-state-management ``` View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### OpenCode Run in your terminal: ```shell npx -y degit vaquarkhan/data-engineering-agent-skills/skills/spark-serverless-reliability-and-state-management ~/.config/opencode/skills/spark-serverless-reliability-and-state-management ``` View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management ### Hermes Agent Run in your terminal: ```shell npx -y degit vaquarkhan/data-engineering-agent-skills/skills/spark-serverless-reliability-and-state-management ~/.hermes/skills/spark-serverless-reliability-and-state-management ``` View the folder on GitHub: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/HEAD/skills/spark-serverless-reliability-and-state-management --- From Pluginboard (https://pluginboard.ai).