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帮助你开发 Microsoft Fabric 的 Spark 数据工程流程、Notebook 代码与基础设施配置。
复制安装指令，让 AI 自动完成配置 · 推荐新手
请帮我安装 askskill 上的 "spark-authoring-cli" 技能： 1. 下载 https://raw.githubusercontent.com/microsoft/skills-for-fabric/main/plugins/fabric-authoring/skills/spark-authoring-cli/SKILL.md 2. 保存为 ~/.claude/skills/spark-authoring-cli/SKILL.md 3. 装好后重载技能，告诉我可以用了
请为 Microsoft Fabric Notebook 编写一个 PySpark 示例：从 Lakehouse 的 sales 表读取数据，按地区汇总销售额，并将结果保存为 Delta 表。同时解释每个代码单元的作用。
得到可直接粘贴到 Fabric Notebook 的 PySpark 单元代码，以及逐步说明。
我需要在 Fabric 中设计一个数据工程流程：从原始 CSV 落地到 Bronze、Silver、Gold 分层，包含数据清洗、增量处理、质量检查和调度建议，请给出 Notebook 与 Pipeline 的设计方案。
得到符合 Lakehouse 分层模式的流程设计、关键 Notebook 结构和调度建议。
请帮我规划 Microsoft Fabric 项目的工作区、Lakehouse、Notebook 与部署结构，并给出适合团队协作的基础设施即代码思路，包括环境划分、命名规范和发布流程建议。
得到 Fabric 资源组织方案、环境与命名规范，以及部署实施建议。
Update Check — ONCE PER SESSION (mandatory) The first time this skill is used in a session, run the check-updates skill before proceeding.
- GitHub Copilot CLI / VS Code: invoke the
check-updatesskill.- Claude Code / Cowork / Cursor / Windsurf / Codex: compare local vs remote package.json version.
- Skip if the check was already performed earlier in this session.
CRITICAL NOTES
- To find the workspace details (including its ID) from workspace name: list all workspaces and, then, use JMESPath filtering
- To find the item details (including its ID) from workspace ID, item type, and item name: list all items of that type in that workspace and, then, use JMESPath filtering
This skill covers two complementary areas: (1) managing Fabric Spark artifacts via REST APIs (workspaces, lakehouses, notebooks, jobs, pipelines) and (2) writing code inside Fabric Notebook cells (PySpark, Scala, SparkR, SQL with correct lakehouse access, notebookutils, and Spark configuration). For notebook code authoring fundamentals and shared modules, MUST see SPARK-NOTEBOOK-AUTHORING-CORE.md.
| Task |
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| Reference |
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| Notes |
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| RULES — Read these first, follow them always | SKILL.md § RULES | MUST read — 4 rules for this skill |
| Finding Workspaces and Items in Fabric | COMMON-CLI.md § Finding Workspaces and Items in Fabric | Mandatory — READ link first [needed for finding workspace id by its name or item id by its name, item type, and workspace id] |
| Fabric Topology & Key Concepts | COMMON-CORE.md § Fabric Topology & Key Concepts | |
| Environment URLs | COMMON-CORE.md § Environment URLs | |
| Authentication & Token Acquisition | COMMON-CORE.md § Authentication & Token Acquisition | Wrong audience = 401; read before any auth issue |
| Core Control-Plane REST APIs | COMMON-CORE.md § Core Control-Plane REST APIs | |
| Pagination | COMMON-CORE.md § Pagination | |
| Long-Running Operations (LRO) | COMMON-CORE.md § Long-Running Operations (LRO) | |
| Rate Limiting & Throttling | COMMON-CORE.md § Rate Limiting & Throttling | |
| OneLake Data Access | COMMON-CORE.md § OneLake Data Access | Requires storage.azure.com token, not Fabric token |
| Definition Envelope | ITEM-DEFINITIONS-CORE.md § Definition Envelope | Definition payload structure |
| Per-Item-Type Definitions | ITEM-DEFINITIONS-CORE.md § Per-Item-Type Definitions | Support matrix, decoded content, part paths — REST specs, CLI recipes |
| Job Execution | COMMON-CORE.md § Job Execution | |
| Capacity Management | COMMON-CORE.md § Capacity Management | |
| Gotchas & Troubleshooting | COMMON-CORE.md § Gotchas & Troubleshooting | |
| Best Practices | COMMON-CORE.md § Best Practices | |
| Tool Selection Rationale | COMMON-CLI.md § Tool Selection Rationale |
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