Tutorials

Discover the power of Lakehouse. Install demos in your workspace to quickly access best practices for data ingestion, governance, security, data science and data warehousing.

Demos by use case

Access end-to-end demos for a range of use cases — from data ingestion to dashboards to machine learning models.

One-line installation

With dbdemos, quickly set up the resources you need: data, notebooks, Lakeflow Spark Declarative Pipelines, workflows, ML and SQL endpoints.

Product-focused demos

Learn about Databricks products. dbdemos covers it all — Lakeflow Spark Declarative Pipelines, streaming, deep learning, MLOps and more.

Tutorials quickstart

Install demos directly from your Databricks notebooks

Load the dbdemos package in a cell

List and install any demo

Explore all tutorials

Databricks Intelligence Platform for C360: Reducing Customer Churn

Centralize customer data and reduce churn: Ingestion (Spark Declarative Pipelines), BI, Predictive Maintenance (ML), Governance (UC), Orchestration.

Databricks Intelligence Platform for IoT: Predictive Maintenance

Detect faulty wind turbine: Ingestion (Spark Declarative Pipelines), BI, Predictive Maintenance (ML), Governance (UC), Orchestration.

Databricks Intelligence Platform for Retail Banking: Fraud Detection

Build your Banking platform and detect Fraud in real-time. End 2 End demo, with Model Serving & realtime fraud inference A/B testing.

Databricks Intelligence Platform for FSI: Credit Decisioning

Build your banking data platform and identify credit worthy customers.

Databricks Intelligence Platform for HLS: Patient Readmission

Build your data platform and personalized health care to reduce readmission risk

Data Intelligence Platform for FSI: Smart Claims

Accelerate and automate your insurance claims processing with the Data Intelligence Platform.

Spark Streaming - Advanced

Deep dive on Spark Streaming with Delta to build webapp user sessions from clicks, with custom aggregation state management.

Orchestrate and Run Your DBT Jobs

Launch your dbt pipelines in production using a SQL Warehouse. Leverage Databricks Workflow (orchestration) and add a dbt task in your transformation pipeline.

CDC Pipeline With Lakeflow Spark Declarative Pipeline

Ingest Change Data Capture flow with APPLY INTO and simplify SCDT2 implementation.

Unit Testing Lakeflow Spark Declarative Pipelines for Production-Grade Workflows

Deploy robust Declarative Pipelines with unit tests leveraging expectation.

Delta Lake Iceberg

Store your table with Delta Lake & discover how Delta Lake can simplify your Data Pipelines.

Databricks Auto Loader (Cloudfile)

Incremental ingestion on your cloud storage folder.

CDC Pipeline with Delta

Process CDC data to build an entire pipeline and materialize your operational tables in your lakehouse.

Introduction to Lakeflow Spark Declarative Pipeline - Bike

Ingest real-time bike data to optimize rentals and enable predictive maintenance.

MLOps - End-to-End Pipeline

Automate your model deployment with MLFlow webhook & repo, end 2 end!

Pandas API with Spark Backend (Koalas)

Let you Data Science team scale to TB of data while working with Pandas API, without having to learn & move to another framework.

Feature Store and Online Inference

Leverage Databricks Feature Store with streaming and online store.

Image Classification - Deep Learning for Default Detection

Deep Learning using Databricks Lakehouse: detect defaults in PCBs with Hugging Face transformers and PyTorch Lightning.

Agentic Systems: Deploy and Evaluate RAG Apps with Databricks AI

Learn how to build and deploy your powerful AI Agents using foundation LLMs, Retrieval Augmented Generation (RAG), Vector Search, PDF extraction, and Mosaic AI Agent Evaluation.

Databricks AI/BI: Analytics in Capital Markets With Dashboards and Genie

Discover how Databricks AI/BI can efficiently load data and enable end users to effortlessly analyze metrics in capital markets using AI/BI Genie and AI/BI Dashboards.

Databricks AI/BI: Customer Support Review With Dashboards and Genie

Databricks AI/BI loads data efficiently and — with AI/BI Genie and AI/BI Dashboards — lets end users effortlessly analyze metrics in customer support review. Learn how.

Databricks AI/BI: Genomic Patient Data Analysis With Dashboards and Genie

See how Databricks AI/BI efficiently loads genomic patient data and allows end users working with it to effortlessly perform analysis using AI/BI Genie and AI/BI Dashboards.

Databricks AI/BI: Marketing Campaign Effectiveness With Dashboards and Genie

Databricks AI/BI loads marketing campaign data efficiently and lets end users effortlessly analyze campaign effectiveness with AI/BI Genie and AI/BI Dashboards. Discover how.

Databricks AI/BI: Sales Pipeline Overview With Dashboards and Genie

For sales pipelines, Databricks AI/BI loads data efficiently and allows end users to perform analysis effortlessly using AI/BI Genie and AI/BI Dashboards. Find out how.

Databricks AI/BI: Supply Chain Optimization With Dashboards and Genie

Learn how Databricks AI/BI can efficiently load data and enable end users to effortlessly analyze supply chain optimization using AI/BI Genie and AI/BI Dashboards.

AI Functions: Query LLM with Databricks SQL

Call Azure OpenAI's model from your Lakehouse data using AI_GENERATE_TEXT().

Data Warehousing with Identity, PK/FK, Stored Proc and Loops

Unlock new SQL warehouse features, including support for schema definition with auto-increment columns, primary and foreign keys, stored procedures, loops, and more!

Monitor Your Data Quality With Lakehouse Monitoring

Learn to easily create a monitor on any table in Unity Catalog to gain insights on data trends and anomalies. This tutorial covers a retail use case, monitoring transaction data, and best practices for configuring a monitor.

Delta Sharing - Airlines

Share your data to external organization using Delta Sharing.

Upgrade Table to Unity Catalog

Discover how to upgrade your hive_metastore tables to Unity Catalog to benefit from UC capabilities: Security/ACL/Row-level/Lineage/Audit.

Data Lineage with Unity Catalog

Discover data lineage with Unity Catalog: table to table and column to column.

Table ACL & Dynamic Views with Unity Catalog

Discover to GRANT permission on your table with UC and implement more advanced control such as data masking at row-level, based on each user.

System Tables: Billing Forecast, Usage Analytics, and Access Auditing with Databricks Unity Catalog

Track and analysis usage, billing & access with UC System tables.

Access Data on External Location

Discover how you can secure files/table in external location (cloud storage like S3/ADLS/GCS) with simple GRANT command.

dbdemos is distributed as a GitHub project

For more details, please open the GitHub README.md file and follow the documentation.

dbdemos is provided as is. See the License for more information. Databricks does not offer official support for dbdemos and the associated assets.

For any issue, please open an issue and the Demo team will have a look on a best-effort basis. See the Notice for more information.