Agent Native

databricks-synthetic-data-gen

Generates realistic synthetic data for Databricks using Spark, Faker, and Pandas UDFs with story-driven schemas that demonstrate business problems and…

by DatabricksOfficial publisherNot reviewed

Identity proven by GitHub's verified organisation badge (databricks)

Agents
Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode
License
LicenseRef-Databricks (restricted)
Pin
e3df77bpinned Oct 9, 2026
Context cost
about 3,100 tokenswhen the skill loads
GitHub stars
345on databricks/databricks-agent-skills
Scripts
1 script

What it does

“Generate realistic synthetic data using Spark + Faker (strongly recommended). Supports serverless execution, multiple output formats (Parquet/JSON/CSV/Delta), and scales from thousands to millions of rows. For small datasets (<10K rows), can optionally generate locally and upload to volumes. Use when user mentions 'synthetic data', 'test data', 'generate data', 'demo dataset', 'Faker', or 'sample data'.”
The author's description, from SKILL.md

Generated summary from the skill's own text

Generates realistic synthetic data for Databricks using Spark, Faker, and Pandas UDFs with story-driven schemas that demonstrate business problems and solutions. Supports multiple output formats (Parquet, JSON, CSV, Delta) and scales from thousands to millions of rows on serverless compute. Data includes skewed distributions and referential integrity to enable root cause analysis and trend detection.

When to use it

  • User requests synthetic test data or demo datasets for Databricks
  • Building data for dashboard or ML model training scenarios
  • Demonstrating analytics on business incidents with measurable dollar impact
  • Need realistic data at scale without manual row creation

When not to

  • User wants uniform or random data without business context
  • Data size under 10K rows and user prefers local generation
  • User requires real production data instead of synthetic samples

Install

Restricted license: install from the publisher's repository and read its terms.

These commands install from the publisher's repository and need no account.

skills CLI

npx skills add databricks/databricks-agent-skills --skill databricks-synthetic-data-gen

Installs from the repository's default branch, which may have changed since the commit we checked.

GitHub CLI 2.90 or later

gh skill install databricks/databricks-agent-skills databricks-synthetic-data-gen@e3df77b3f0eb5d70392eb35c6761ca0f2929a4f6

Installs the commit we checked (e3df77b).

Copy by hand

Download the folder at e3df77b and put it in .claude/skills/databricks-synthetic-data-gen for Claude Code and in .agents/skills/databricks-synthetic-data-gen for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode.

Skill folder on GitHub at e3df77b

Claude Code plugin

/plugin install databricks@claude-plugins-official

The publisher's plugin in Claude's official marketplace. It may hold more than this skill, and we have not pinned it.

Copy for your agent

A prompt for any coding agent. It installs this skill from GitHub at the pinned commit, copies the files as they are, and runs nothing unless you ask.

Prompt

Install the agent skill "databricks-synthetic-data-gen" by Databricks.

Source, pinned to commit e3df77b3f0eb5d70392eb35c6761ca0f2929a4f6:
https://github.com/databricks/databricks-agent-skills/tree/e3df77b3f0eb5d70392eb35c6761ca0f2929a4f6/plugins/databricks/claude/skills/databricks-synthetic-data-gen

1. Download that folder at exactly this commit. Do not use the default branch.
2. Copy every file unchanged, keeping the folder structure, into .claude/skills/databricks-synthetic-data-gen/ for Claude Code and .agents/skills/databricks-synthetic-data-gen/ for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode. Create the folders if they do not exist.
3. Do not edit the files, and do not run any script in the folder unless I ask you to.
4. When you are done, list the files you copied and where you put them.

Its license is restricted or not stated. Show me the license terms from the repository before you copy anything.

Listing and checks: https://www.agentnative.dev/skills/databricks/databricks-synthetic-data-gen

SKILL.md at the pin

The license of this skill does not let us show its files here.

View SKILL.md on GitHub at e3df77b

Files

7 files, 56 KB in total. Each file has a sha256 in the pin's manifest; the first 12 characters are shown.

Skill folder on GitHub at e3df77b

Also in

The same SKILL.md content appears in these places too. We list it once and credit the oldest public source.

All 37 skills from Databricks

More from Databricks

  • databricks-agent-bricks

    This skill enables agents to create and manage Knowledge Assistants for document question-answering via RAG on Volumes, and Supervisor Agents that orchestrate…

    Claude Code, Codex, Cursor +3 · about 1.7K tokens · pinned 6 days ago

  • databricks-ai-functions

    This skill provides built-in Databricks AI Functions that add AI capabilities directly to SQL and PySpark pipelines, including classification, extraction…

    Claude Code, Codex, Cursor +3 · about 3.8K tokens · pinned 6 days ago

  • databricks-ai-runtime

    This skill enables agents to submit and manage GPU training workloads on Databricks serverless compute using the `databricks air` CLI.

    Claude Code, Codex, Cursor +4 · about 2.9K tokens · pinned 6 days ago

  • databricks-aibi-dashboards

    Creates Databricks AI/BI dashboards using JSON specifications with support for multiple visualization types.

    Claude Code, Codex, Cursor +3 · about 9.5K tokens · pinned 6 days ago

  • databricks-app-design

    This skill helps design the user experience of custom-code Databricks Apps built with AppKit and React that display data.

    Claude Code, Codex, Cursor +3 · about 1.6K tokens · pinned 6 days ago

  • databricks-apps

    Build custom interactive data apps on Databricks using AppKit (TypeScript/React framework) or other frameworks like Streamlit or FastAPI.

    Claude Code, Codex, Cursor +3 · about 5.5K tokens · pinned 6 days ago

All Data and databases skills

Related in Data and databases

  • xlsx

    Creates, edits, and analyzes Excel spreadsheets with formulas, formatting, and data validation.

    by SnykOfficial publisher

    Contains scripts

    Claude Code, Codex, Cursor +3 · about 2.5K tokens · pinned 6 days ago

  • chdb-datastore

    This skill enables working with tabular data using a pandas-compatible API backed by ClickHouse for faster execution.

    by ClickHouseOfficial publisher

    Contains scripts

    Claude Code, Codex, Cursor +3 · about 1.2K tokens · pinned 6 days ago

  • chdb-sql

    The skill enables running ClickHouse SQL queries on local files (parquet, csv, json), remote databases (Postgres, MySQL, MongoDB, ClickHouse Cloud), and cloud…

    by ClickHouseOfficial publisher

    Contains scripts

    Claude Code, Codex, Cursor +3 · about 960 tokens · pinned 6 days ago

  • airflow-state-store

    Helps agents work with Airflow 3.3's task and asset state stores for persisting coordination state across task retries, implementing crash-safe external job…

    by AstronomerOfficial publisher

    Claude Code, Codex, Cursor +4 · about 5.9K tokens · pinned 6 days ago

  • databricks-core

    This skill enables the agent to authenticate with Databricks, manage CLI profiles, explore data catalogs and tables, and route to specialized product skills…

    by DatabricksOfficial publisher

    Contains scripts

    Claude Code, Codex, Cursor +3 · about 1.8K tokens · pinned 6 days ago

  • databricks-data-discovery

    This skill routes data discovery requests to Databricks Genie, enabling the agent to find tables and schemas, answer questions about data, and generate SQL…

    by DatabricksOfficial publisher

    Claude Code, Codex, Cursor +3 · about 2K tokens · pinned 6 days ago

Open roles at Databricks

5 of 136 open roles on the jobs board

See all 136 roles at Databricks on the jobs board

The skills listed here are third-party software, collected from public GitHub repositories as a catalog of recent skills and provided as is. Agent Native does not write or control them and is not responsible for any harm, loss or damage caused by installing or using them. Labels and checks describe what we saw at one commit and are not a guarantee. Read a skill's files before you run it. Terms of use