Git Product home page Git Product logo

cdm-azure-data-services-integration's Introduction

page_type languages products description
sample
csharp
python
ruby
powershell
azure
Tutorial and sample code for integrating Power BI dataflows and Azure Data Services using Common Data Model folders in Azure Data Lake.

OBSOLETE

The technology used in this tutorial is now obsolete.

For information on using Azure Data Factory mapping data flows to read and write CDM entity data, see this blog post, which describes the overall solution, with links to an article describing how CDM support uses inline datasets, and an article providing details of the source and sink properties.

For information on the new Spark CDM Connector for use in Azure Databricks and Synapse to read and write CDM entity data, see https://github.com/Azure/spark-cdm-connector

OBSOLETE

CDM folders and Azure Data Services integration

Tutorial and sample code for integrating Power BI dataflows and Azure Data Services using Common Data Model (CDM) folders in Azure Data Lake Storage Gen2. For more information on the scenario, see this blog post.

Features

The tutorial walks through use of CDM folders in a modern data warehouse scenario. In it you will:

  • Configure your Power BI account to save Power BI dataflows as CDM folders in ADLS Gen2;
  • Create a Power BI dataflow by ingesting order data from the Wide World Importers sample database and save it as a CDM folder;
  • Use an Azure Databricks notebook that prepares and cleanses the data in the CDM folder, and then writes the updated data to a new CDM folder in ADLS Gen2;
  • Use Azure Machine Learning to train and publish a model using data from the CDM folder;
  • Use an Azure Data Factory pipeline to load data from the CDM folder into staging tables in Azure SQL Data Warehouse and then invoke stored procedures that transform the data into a dimensional model;
  • Use Azure Data Factory to orchestrate the overall process and monitor execution.

Each step leverages metadata contained in the CDM folder to make it easier and simpler to accomplish the task.

The provided samples include code, libraries, and Azure resource templates that you can use with CDM folders you create from your own data.

IMPORTANT: the sample code is provided as-is with no warranties and is intended for learning purposes only.

Getting Started

See the tutorial for pre-requisites and installation details.

License

The sample code and tutorials in this project are licensed under the MIT license. See the LICENSE file for more details.

Contributing

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact [email protected] with any additional questions or comments.

cdm-azure-data-services-integration's People

Contributors

anumjs avatar billgib avatar drwill-ms avatar euangardenms avatar microsoftopensource avatar mmn599 avatar msftgits avatar mspreshah avatar sharonlo101 avatar supernova-eng avatar theresapalmer avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.