Databricks Migration

Port Databricks notebooks and jobs to Microsoft Fabric. Provides an exhaustive dbutils to notebookutils substitution table: fs operations (mount removal via OneLake Shortcuts), secret scope to Key Vault URL conversion, notebook run and exit, widget replacement with parameter-tagged cells, and library install replacement with Fabric Environments. Covers Unity Catalog three-level namespace reduction to Lakehouse two-level schemas, DBFS path conversion to OneLake, Databricks Jobs to Spark Job Definitions, MLflow tracking URI removal, and Photon to Native Execution Engine substitution. Use when the user wants to: (1) replace dbutils with notebookutils, (2) collapse Unity Catalog namespaces to Lakehouse schemas, (3) convert Databricks Jobs or Delta Live Tables. Triggers: "migrate from databricks", "databricks to fabric", "dbutils to notebookutils", "dbutils fabric", "unity catalog migration", "dbfs to onelake", "databricks notebook migration", "delta live tables fabric", "photon native execution".

30-Second Summary

Databricks Migration is an agent-readable workflow from microsoft/skills-for-fabric for databricks migration.

It gives the agent a trigger, ordered guidance, and source-backed checks instead of treating databricks migration 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

Databricks Migration 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 databricks migration 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 databricks migration, 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: git state, commit, branch, PR, or push actions require explicit repo-owner approval before mutation; 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.

Original sources

Original source GitHub repo Databricks Migration SKILL.md microsoft/skills-for-fabric repository