databricks SKILL.md skillA

databricks from d-padmanabhan/agent-engineering-handbook is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add d-padmanabhan/agent-engineering-handbook/databricks@git:20260621.066c7a8

Pins git:20260621.066c7a8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
d-padmanabhan/agent-engineering-handbook
Path
skills/databricks/SKILL.md
Versions recorded
4
Latest version
git:20260621.066c7a8, committed Jun 21, 2026
First version recorded
Apr 20, 2026
Size
24,316 bytes
Repository stars
20
License
MIT

Databricks playbook. Workflows for workspace bootstrap, Unity Catalog migration, Lakeflow Spark Declarative Pipelines (formerly Delta Live Tables / DLT), Declarative Automation Bundles (formerly Databricks Asset Bundles), cluster policies/access modes, serverless SQL and jobs, Photon and cost tuning, governance audit, Mosaic AI/MLflow, and recovery via Delta time travel. Use when designing, operating, or auditing Databricks.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Databricks - Playbook

**Companion rule:** [481-databricks.mdc](../../rules/481-databricks.mdc). This skill turns those patterns into end-to-end workflows.

> [!NOTE]
> Current Databricks names: **Lakeflow Spark Declarative Pipelines** is the current name for Delta Live Tables (DLT). **Declarative Automation Bundles** is the current name for Databricks Asset Bundles (DABs). Existing DLT/DAB code and docs still work, but new guidance should use the current names and mention the former names for searchability.

---

## When to invoke

Use when the user is:

- Bootstrapping a new Databricks workspace or account
- Migrating to Unity Catalog (from Hive metastore or no-governance state)
- Designing or reviewing a Lakeflow Spark Declarative Pipeline (formerly DLT)
- Deploying jobs, notebooks, and pipelines with Declarative Automation Bundles
- Setting cluster policies or rolling out Serverless / SQL Warehouses
- Tuning cost (cluster sizing, Photon, spot, job compute vs all-purpose)
- Governing data (Unity Catalog, tags, access control, lineage)
- Recovering from a bad change (Delta time travel / `RESTORE`)
- Hardening access (SCIM, SSO, service principals, OAuth tokens)

---
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add d-padmanabhan/agent-engineering-handbook/databricks@sha256:cab0dd5b2c6f21ca

The line at the top of this page pins the label git:20260621.066c7a8, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_nxapc3bne6fgupy3.svg)](https://markdownregistry.com/a/art_nxapc3bne6fgupy3)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Apr 20, 2026 and Jun 21, 2026, about one every 21 days.

versioncommittedcommitsizeaudit
git:20260621.066c7a8 latest2026-06-21 066c7a8 24,316 BA view · diff
git:20260621.81777f42026-06-21 81777f4 18,906 BA view · diff
git:20260615.1e8a0b92026-06-15 1e8a0b9 16,590 BA view · diff
git:20260420.9a162972026-04-20 9a16297 12,116 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (24316 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

d-padmanabhan/agent-engineering-handbook · 20 stars · license MIT · pushed 2026-10-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_nxapc3bne6fgupy3
GET https://markdownregistry.com/api/v1/resolve?ref=d-padmanabhan/agent-engineering-handbook/databricks
GET https://markdownregistry.com/api/v1/blob/cab0dd5b2c6f21ca4ec5bbc906748be32180bc2487e64f28918e64ac328287a9

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from d-padmanabhan/agent-engineering-handbook

agent-workflow SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/agent-workflow/SKILL.md · Structured development workflow with Plan/Implement/Review phases, QA validation, context management, and audit…
git:20260819.d23bb73 · audit A · 20 stars
agents-sdk SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/agents-sdk/SKILL.md · Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows…
git:20260824.a419591 · audit A · 20 stars
api-design SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/api-design/SKILL.md · Designs and reviews production APIs across REST/HTTP, OpenAPI, GraphQL, gRPC, webhooks, asynchronous operations, batch…
git:20260906.0766fec · audit A · 20 stars
aws-iam SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/aws-iam/SKILL.md · AWS IAM deep-dive skill - principal types, policy evaluation, STS assume role, SCP guardrails, KMS key policies/grants…
git:20260224.b517efb · audit A · 20 stars
bash-shell-scripting SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/bash-shell-scripting/SKILL.md · Bash scripting best practices for production-grade scripts, CLI tools, and Makefiles. Covers strict mode, error…
git:20260819.d23bb73 · audit A · 20 stars
cicd-github-actions SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/cicd-github-actions/SKILL.md · GitHub Actions best practices for CI/CD workflows. Covers security (permissions, secrets), performance (caching, matrix…
git:20260926.6d34982 · audit A · 20 stars
cloud-platforms SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/cloud-platforms/SKILL.md · Cloud platform best practices for AWS, Azure, GCP, and Cloudflare. Covers Zero Trust architecture, IAM patterns…
git:20260207.963c258 · audit A · 20 stars
cloudflare-email-service SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/cloudflare-email-service/SKILL.md · Send and receive transactional emails with Cloudflare Email Service (Email Sending + Email Routing). Use when building…
git:20260824.a419591 · audit A · 20 stars
cloudflare-waf-author SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/cloudflare-waf-author/SKILL.md · Workflow for crafting Cloudflare WAF rules across all three authoring interfaces - Terraform (cloudflare_ruleset), the…
git:20260806.5d7f24b · audit A · 20 stars
cloudflare-workers-author SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/cloudflare-workers-author/SKILL.md · Workflow for building production-grade Cloudflare Workers in TypeScript - bootstrap, bindings and storage choice…
git:20260906.8d25679 · audit A · 20 stars
cloudflare SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/cloudflare/SKILL.md · Comprehensive Cloudflare platform skill covering Workers, Pages, storage (KV, D1, R2), AI (Workers AI, Vectorize…
git:20260824.a419591 · audit A · 20 stars
codebase-security-audit SKILL.md skill
d-padmanabhan/agent-engineering-handbook · skills/codebase-security-audit/SKILL.md · End-to-end codebase security audit using the practical eight-layer model - secrets scanning (regex + entropy), SAST…
git:20260511.331baac · audit A · 20 stars

Every file in d-padmanabhan/agent-engineering-handbook

Other files named databricks

databricks SKILL.md skill
jnpiyush/agentx · .github/skills/data/databricks/SKILL.md · Build data engineering, analytics, and ML/AI solutions on the Databricks Lakehouse Platform. Use when creating Delta…
v1.0.0 · audit A · 19 stars
databricks SKILL.md skill
fmind/dot · skills/databricks/SKILL.md · Operate Databricks bundles, jobs, pipelines, and Unity Catalog.
git:20261031.ad68ebd · audit A · 13 stars

Browse by kind, by grade A, or by owner.