bronze-layer-setup

Automate Bronze layer table setup with DDL generation and Faker data.

5|6|Updated Jan 26, 2026
One-click install
npx skills add https://github.com/databricks-solutions/vibe-coding-workshop-template --skill bronze-layer-setup
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: bronze-layer-setup
Source: https://github.com/databricks-solutions/vibe-coding-workshop-template/tree/main/data_product_accelerator/skills/bronze/00-bronze-layer-setup
Command: npx skills add https://github.com/databricks-solutions/vibe-coding-workshop-template --skill bronze-layer-setup

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill automates the creation of Bronze layer tables, populating them with realistic test data, which is crucial for rapid prototyping and testing of the Medallion Architecture without relying on production data.

Core Features & Use Cases

  • Automated Table DDL Generation: Creates Delta tables with Unity Catalog compliance, including essential properties like Change Data Feed and Auto Liquid Clustering.
  • Faker Data Generation: Populates tables with synthetic, yet realistic, dimension and fact data, ensuring referential integrity.
  • Data Source Flexibility: Supports generating data with Faker, copying from existing tables, or pulling from external sources.
  • Use Case: When starting a new data product project, use this Skill to quickly set up all necessary Bronze layer tables and populate them with 1000s of rows of test data, allowing downstream Silver and Gold layer development to begin immediately.

Quick Start

Use the bronze-layer-setup skill to create Bronze tables for your project and populate them with Faker-generated data.

Frequently Asked Questions about bronze-layer-setup

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate test data for Bronze layer tables in a Databricks Medallion Architecture?

To set up Bronze layer tables, you can automate DDL generation and populate them with synthetic Faker data. This ensures Unity Catalog compliance, including Change Data Feed and Auto Liquid Clustering, allowing downstream Silver and Gold layer development to begin immediately.

What is the best way to populate Databricks Bronze tables with synthetic data for demos?

The best way to populate Bronze tables with synthetic data is using a data generation approach that creates realistic dimension and fact records while maintaining referential integrity. This allows you to prototype Medallion Architecture workflows without relying on production data.

Does Unity Catalog support Change Data Feed and Auto Liquid Clustering for Bronze layer tables?

Yes, Unity Catalog supports Change Data Feed and Auto Liquid Clustering for Bronze layer tables. You can automate Delta table DDL generation to include these properties, ensuring your test data infrastructure is optimized and catalog-compliant.

Can I copy data from existing tables instead of using Faker to populate my Bronze layer?

Yes, you can copy data from existing tables instead of using Faker to populate your Bronze layer. The setup supports multiple data source approaches, including Faker generation, copying from existing tables, or pulling from external data sources to build your test infrastructure.

When do I need to use synthetic data generation for Medallion Architecture testing?

You need synthetic data generation for Medallion Architecture testing when starting a new data product project and you want to quickly set up necessary Bronze layer tables. Populating them with thousands of rows of test data allows downstream Silver and Gold layer development to begin immediately without production data.