Hands-on labs

Hands-On Labs for AI, Data and Cloud

Run free labs with one command using the open-source labagent CLI. Teams get private environments.

Get team access Custom labs for your product

TechnologyLevelCostDuration

Build a RAG App with pgvector on Databricks Lakebase

Build a retrieval-augmented generation app over real SEC 10-K filings. It has hybrid search, company and year filters, cited answers, and a quality gate that blocks a bad deploy.

About 45 min

RAGpgvectorDatabricks LakebaseDatabricks AppsPostgreSQL

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Free tierBeginner

Deploy a Text-to-SQL AI Agent on Databricks Apps

Deploy the open-source db-agent to Databricks Apps over a built-in sample dataset. The lab then asks a test question through the live app to confirm it works.

About 20 min

Text-to-SQLAI agentsDatabricks AppsUnity CatalogSQL warehouse

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Free tierBeginner