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Databricks Synthetic Data Gen

Category: General  ·  Sub-category: general-misc  ·  Last updated:
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'.

About this skill (catalog notes)

Databricks Synthetic Data Gen includes a dedicated installation section; pricing or quota commentary; 9 code blocks for direct copy-paste. At roughly 1,978 words the SKILL.md is on the longer end of the catalog distribution.

Original author
databricks-solutions
Indexed lastmod
Catalog position
General · general-misc
Indexed related skills
10

How Databricks Synthetic Data Gen fits the catalog

Databricks Synthetic Data Gen sits in the General category under the general-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Generate realistic, story-driven synthetic data for Databricks using Spark + Faker + Pandas UDFs (strongly recommended).

What this skill does

Databricks Synthetic Data Gen is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/databricks-synthetic-data-gen/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when user mentions 'synthetic data', 'test data', 'generate data', 'demo dataset', 'Faker', or 'sample data'.

Who uses this skill

The Databricks Synthetic Data Gen Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 119,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/databricks-synthetic-data-gen
curl -L https://claudskills.com/skills/databricks-synthetic-data-gen/SKILL.md \
  -o ~/.claude/skills/databricks-synthetic-data-gen/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/databricks-synthetic-data-gen/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/databricks-synthetic-data-gen/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\databricks-synthetic-data-gen\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Databricks Synthetic Data Gen Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/databricks-synthetic-data-gen/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Databricks Synthetic Data Gen skill do?
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'.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Databricks Synthetic Data Gen skill?
Use Databricks Synthetic Data Gen when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Databricks Synthetic Data Gen" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Databricks Synthetic Data Gen skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Databricks Synthetic Data Gen is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
databricks-solutions. (2026). Databricks Synthetic Data Gen [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/databricks-synthetic-data-gen/
BibTeX
@misc{databricks-synthetic-data-gen-2026,
  author    = {databricks-solutions},
  title     = {Databricks Synthetic Data Gen [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/databricks-synthetic-data-gen/}
}

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