agentmods.dev

databricks-migration

databricks-migration is a skill for Claude Code from microsoft/skills-for-fabric. It costs 91 tokens per session (5,231 once invoked), scanned A, original, MIT.

A migration skill for moving Databricks notebooks and jobs to Microsoft Fabric. Databricks is a platform for data engineering and analytics, while Fabric provides corresponding notebook, storage, catalog, and job features.

In plain words
What is it for?
Use it to convert notebook utilities, map secrets to Key Vault, move DBFS data to OneLake, map Unity Catalog to Lakehouses, convert jobs and pipelines, and replace Photon with Fabric's native execution engine.
Why use it?
It provides mappings for Databricks components that have different names, locations, or management methods in Fabric.

Skill for Claude Code ✓ vendor

Written for Claude Code: shipped in a Claude Code plugin.

Part of the fabric-skills plugin — 25 skills shipped together

not rated 1.3krepo +18 yesterday A scan SkillSpector: pass 91 tokens original MIT

Good fit Use it to convert notebook utilities, map secrets to Key Vault, move DBFS data to OneLake, map Unity Catalog to Lakehouses, convert jobs and pipelines, and replace Photon with Fabric's native execution engine.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/microsoft/skills-for-fabric/databricks-migration
View source ↗ microsoft/skills-for-fabric
About the project

Microsoft Fabric Skills is a collection of reusable instructions and MCP systems that help AI assistants work with Microsoft Fabric workloads, APIs, queries, and operations. It is intended for users of GitHub Copilot CLI and compatible coding tools; the catalogue entries are the skills, agents, instructions, MCP systems, plugins, and rules distributed by the project.

microsoft/skills-for-fabric · 1,321 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add microsoft/skills-for-fabric --skill databricks-migration
Clone the repo
git clone --depth 1 https://github.com/microsoft/skills-for-fabric

Made for: Claude Code.

Or install fabric-skills, the plugin that ships this one along with the rest of its 25 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for databricks-migration

README.md
[![agentmods](https://agentmods.dev/badge/skills/microsoft/skills-for-fabric/databricks-migration/github.svg)](https://agentmods.dev/skills/microsoft/skills-for-fabric/databricks-migration)
Your own site
<a href="https://agentmods.dev/skills/microsoft/skills-for-fabric/databricks-migration"><img src="https://agentmods.dev/badge/skills/microsoft/skills-for-fabric/databricks-migration/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for databricks-migration

Your own site · 80×15
<a href="https://agentmods.dev/skills/microsoft/skills-for-fabric/databricks-migration"><img src="https://agentmods.dev/badge/skills/microsoft/skills-for-fabric/databricks-migration.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 91 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,231 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00091 $0.05231
Opus 5.5 $0.00036 $0.02092
Sonnet 5.5 $0.00018 $0.01046
Haiku 4.5 $0.00009 $0.00523

Measured 2mo ago against content hash 6714c051ef7f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

databricks-migration scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/fabric-skills/skills/databricks-migration/SKILL.md · 275 lines

How it starts

The opening of the file, as written. The whole thing — 275 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Telemetry — MANDATORY. Every api.fabric.microsoft.com call must carry x-ms-fabric-skill: databricks-migration (az rest: --headers "x-ms-fabric-skill=databricks-migration"), including every LRO poll, fabric_lro and retry. Snippets omit it — add it anyway.

CRITICAL NOTES

  1. To find workspace details (including its ID) from a workspace name: list all workspaces, then use JMESPath filtering
  2. To find item details (including its ID) from workspace ID, item type, and item name: list all items of that type in that workspace, then use JMESPath filtering
  3. dbutils.widgets has no direct equivalent in Fabric — use notebook parameters (cell tag parameters); notebookutils.runtime.context is execution metadata, not parameter storage. If showing context fields, use documented names such as currentWorkspaceId, currentWorkspaceName, currentNotebookId, currentNotebookName, isForPipeline, and isForInteractive; activityId is the Livy job ID
  4. dbutils.library (runtime library install) has no equivalent — use Fabric Environments for reproducible library management
  5. Map each Unity Catalog catalog to a schema-enabled Lakehouse by default. This preserves the source schema.table hierarchy, with the Lakehouse representing the catalog; collisions arise only if multiple catalogs are intentionally consolidated into one Lakehouse
  6. For an under-specified workspace-wide migration, ask focused questions about inventory, workload topology, security, data locations, and runtime constraints before recommending a Fabric topology
  7. A completed Fabric migration must not retain executable dbutils.* calls in dual-runtime branches or try/except guards — replace the calls and Databricks paths outright

Databricks → Microsoft Fabric Migration

Prerequisite Knowledge

Read these companion documents before executing migration tasks:

  • COMMON-CORE.md — Fabric REST API patterns, authentication, token audiences, item discovery
  • COMMON-CLI.md — az rest, az login, token acquisition, Fabric REST via CLI
  • SPARK-AUTHORING-CORE.md — Notebook deployment, lakehouse creation, Spark job execution

Read the full file on GitHub · 275 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 275 lines · 91 tokens per session scan A 6714c051ef7f

Subscribe to this mod's changes

databricks-migration is a skill published in the GitHub repository microsoft/skills-for-fabric (1,321 stars, last pushed yesterday), licensed MIT. It adds 91 tokens to every session and 5,231 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Data and AI
Related

databricks-migration compared with skills from other repositories

databricks-migration next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
databricks-migrationmicrosoft/skills-for-fabricSkill1.3kyesterdayMITA91Claude Code
agent-platform-model-registrygoogle/skillsSkill22kyesterdayApache-2.0A60Claude Code, Codex
foundry-config-setupmicrosoft/agent-frameworkSkill15kyesterdayMITA65Claude Code, Codex
google-cloud-solution-agentic-analytics-spark-knowledge-cataloggoogle/skillsSkill22kyesterdayApache-2.0A132Claude Code, Codex
training-checkwanshuiyin/Auto-claude-code-research-in-sleepSkill19k3d agoMITA35Claude Code
nemo-automodel-launcher-configNVIDIA/skillsSkill3.9kyesterdayApache-2.0A30Claude Code
finetuningmicrosoft/skillsSkill3.2kyesterdayMITA132Claude Code