Oracle Ai Data Platform Workbench Databricks Migrator
Drive the Oracle AI Data Platform (AIDP) Databricks Migration Toolkit in natural language. Plans and executes automated Databricks → AIDP migrations of notebooks, jobs, schedules, and catalog DDL — Pass-1 dependency rewrite + Pass-2 cell-by-cell execute/verify/fix on a live AIDP cluster with Claude.
Skills (10)
Claude uses these on its own when your request matches.
- aidp-acceptance-contractYAML-driven acceptance contract for batch and streaming pipelines that need convergence verification, not just "no exceptions". Declares PASS only after K consecutive zero-result windows (consecutive-zero-window convergence). Use for streaming jobs, slowly-draining backfills,…
- aidp-bucket-mappingConfigure the s3:// → oci:// bucket / namespace mapping the migrator uses to rewrite paths during notebook + catalog migration. Use when (a) the user has external tables / files at s3:// paths that need to land on OCI Object Storage, OR (b) check_data_availability reports "S3…
- aidp-build-dagBuild a migration manifest (the execution DAG) from a Databricks workspace path or workflow ID. Walks %run dependency chains, captures dbutils.notebook.run invocations, and emits reports/<job>_manifest.json — the input every other execute-skill consumes. Use when the user wants…
- aidp-check-dataPre-migration data-availability scan. Reads every notebook in a migration manifest, extracts every spark.read.table / spark.read.parquet / saveAsTable reference, and probes whether each target schema/table/path exists on the AIDP cluster BEFORE you spend Pass-2 cluster time.…
- aidp-fixup-cellTargeted rewind of a migrated notebook. Re-executes cells from history index N onwards (or a specific cell range) through the execute+verify+fix loop, with a 'why' reason injected so Claude knows what to fix. Use when aidp-migrate-job left a notebook at RESULT=PARTIAL or the…
- aidp-migrate-catalogMigrate Databricks Unity Catalog / HMS schemas + tables onto AIDP. Two-stage extract→rewrite→replay pipeline. The rewriter applies 18 DDL rules (3-part→2-part flatten, s3://→oci:// via bucket-map, source-format preserved (Delta stays Delta) with delta.* property scrub,…
- aidp-migrate-jobRun the full Databricks→AIDP migration against a manifest. Pass-1 walks the %run dep tree and rewrites Databricks APIs in each dep notebook code-only. Pass-2 executes each task cell-by-cell on a live AIDP cluster, runs 4-way verify (exec error / stderr patterns / Spark logs /…
- aidp-migrator-bootstrapOne-shot environment readiness check for the Oracle AIDP Databricks migrator. Verifies Python deps, OCI auth, AIDP cluster reachability, and your env-coords file. Use the first time the user invokes the migrator on a workstation, or when any other skill fails with an auth /…
- aidp-migrator-overviewRouter skill. Read this first whenever the user mentions migrating a Databricks workload (notebooks, jobs, catalogs, schedules) onto Oracle AI Data Platform (AIDP). Lays out the toolkit, the two-pass migration architecture, and which of the other aidp-* skills handles each…
- aidp-resume-migrationResume an interrupted migration. The migrator caches already-migrated notebooks (in-memory + on-cluster) so subsequent runs skip them. Use when a prior aidp-migrate-job run was killed mid-flight (Ctrl-C, cluster restart, network drop) or when resuming after a manual fix to a…
Agents (2)
Specialized helpers Claude can hand work to.
- databricks-notebook-analyzerUse this agent when the user has pointed at a single Databricks notebook (.ipynb / .py / .scala) and wants to know what it does, what it depends on, what risks the migrator will hit, and which gotchas (from references/gotchas.md) will apply. Run before manually authoring an…
- migration-reviewerUse this agent after aidp-migrate-job completes to review a migrated .ipynb for correctness (NOT just "did it run"). Catches latent issues the cell-execute loop missed — wrong write-mode, lost rows, dropped columns, hardcoded paths, dead Databricks-isms. Outputs a structured…
Commands (4)
Shortcuts you type in Claude Code.
- /check-dataPre-migration data-availability scan. Reads a manifest, probes every spark.read.* / saveAsTable target on the AIDP cluster, reports OK / MISSING / EMPTY.
- /migrate-catalogGuided catalog migration flow. Extract Databricks Unity Catalog / HMS metadata, preview the 18-rule DDL rewrite, then batched replay on AIDP. Asks before destructive replay step.
- /migrate-jobGuided full-job migration flow. Walks the user from "I want to migrate this Databricks job" through DAG → data check → migrate → status, asking before each phase.
- /migration-statusParse + summarize the JOB_REPORT.md produced by a prior migration run. Surfaces cell pass/fail/fix counts per task, lists the failing cells, and recommends a next-step skill (fixup-cell, resume, or all-clear).
Install
Run in your terminal
claude plugin install oracle-ai-data-platform-workbench-databricks-migrator@claude-plugins-officialClaude Code already includes the claude-plugins-official marketplace, so this installs directly. Start a new Claude Code session to use it.
Already in a Claude Code session?
Install
/plugin install oracle-ai-data-platform-workbench-databricks-migrator@claude-plugins-officialPublished in Anthropic's claude-plugins-official marketplace (anthropics/claude-plugins-official).
Related plugins
- 1FFrontend DesignCreate distinctive, production-grade frontend interfaces with high design quality. Generates creative, polished code that avoids generic AI aesthetics.1.1Mmarketplace installs
- 2SSuperpowersSuperpowers teaches Claude brainstorming, subagent driven development with built in code review, systematic debugging, and red/green TDD. Additionally, it teaches Claude how to author and test new skills.1Mmarketplace installs
- 3
Context7Upstash Context7 MCP server for up-to-date documentation lookup. Connects to Context7's hosted remote MCP server (https://mcp.context7.com/mcp) — no local Node.js or npx required — to pull version-specific documentation and code examples directly from source repositories into your LLM context. Works anonymously out of the box; set CONTEXT7_API_KEY for higher rate limits.418kmarketplace installs
- 4FFeature DevComprehensive feature development workflow with specialized agents for codebase exploration, architecture design, and quality review256kmarketplace installs
- 5TTypeScript LSPTypeScript/JavaScript language server for enhanced code intelligence213kmarketplace installs
- 6RRalph LoopInteractive self-referential AI loops for iterative development, implementing the Ralph Wiggum technique. Claude works on the same task repeatedly, seeing its previous work, until completion.197kmarketplace installs