Spark Authoring Cli
Develop Microsoft Fabric Spark/data engineering workflows and write code in Fabric Notebook cells with intelligent routing to specialized resources. Provides workspace/lakehouse management, notebook code authoring (PySpark, Scala, SparkR, SQL), and routes to: data engineering patterns, development workflow, or infrastructure orchestration. Use when the user wants to: (1) manage Fabric workspaces and resources, (2) write or debug code in notebook cells, (3) use notebookutils, (4) develop notebooks and PySpark applications, (5) design data pipelines, (6) provision infrastructure as code. Triggers: "develop notebook", "data engineering", "workspace setup", "pipeline design", "infrastructure provisioning", "Delta Lake patterns", "Spark development", "lakehouse configuration", "write notebook code", "notebookutils", "notebook cell", "PySpark notebook", "%%sql cell", "%%configure", "fabric notebook", "run notebook", "notebook deployment".
30-Second Summary
Spark Authoring Cli is an agent-readable workflow from microsoft/skills-for-fabric for spark authoring cli.
It gives the agent a trigger, ordered guidance, and source-backed checks instead of treating spark authoring cli as a generic tool.
Use it as a brief only while the linked SKILL.md remains available and the risk boundary is still accurate.
1-Minute Read
What it is
Spark Authoring Cli packages instructions from microsoft/skills-for-fabric into a reusable agent skill brief. The original source is a public SKILL.md file, so the brief can point readers back to the executable workflow instead of a product landing page.
When to use it
Use it when a user asks for help around spark authoring cli and the agent needs a repeatable workflow, checklist, or review path rather than broad background information.
How to test it first
Open the linked SKILL.md, confirm the trigger and procedure still match spark authoring cli, list the risk boundary, then ask the agent to apply the smallest read-only step to a sample task.
Watch out
Do not present this as a generic app or platform. Keep the scope tied to microsoft/skills-for-fabric. Risk boundary: CI/CD, deploy, release, rollback, and migration steps must start with read-only inspection and an approval gate; database, Fabric workspace, notebook, lakehouse, warehouse, or Power BI changes need credential and production-data approval; cloud resources, RBAC, credentials, tokens, and private keys must not be changed or exposed without a separate approval; Microsoft Fabric-specific workflow; do not describe it as a generic data engineering skill.