DP-700 Microsoft Fabric Data Engineer

1 – Ingest Data with Dataflows Gen2 in Microsoft Fabric

• Understand Dataflows Gen2 in Microsoft Fabric
• Explore Dataflows Gen2 in Microsoft Fabric
• Integrate Dataflows Gen2 and Pipelines in Microsoft Fabric

2 – Orchestrate processes and data movement with Microsoft Fabric

• Understand pipelines
• Use the Copy Data activity
• Use pipeline templates
• Run and monitor pipelines

3 – Get started with Real-Time Intelligence in Microsoft Fabric

• What is real-time data analytics?
• Real-Time Intelligence in Microsoft Fabric
• Ingest and transform real-time data
• Store and query real-time data
• Visualize real-time data
• Automate actions

4 – Use real-time eventstreams in Microsoft Fabric

• Components of eventstreams
• Eventstream sources and destinations
• Eventstream transformations

5 – Work with real-time data in a Microsoft Fabric eventhouse

• Get started with an eventhouse
• Use KQL effectively
• Materialized views and stored functions

6 – Introduction to end-to-end analytics using Microsoft Fabric

• Explore end-to-end analytics with Microsoft Fabric
• Data teams and Microsoft Fabric
• Enable and use Microsoft Fabric

7 – Get started with lakehouses in Microsoft Fabric

• Explore the Microsoft Fabric lakehouse
• Work with Microsoft Fabric lakehouses
• Explore and transform data in a lakehouse

8 – Use Apache Spark in Microsoft Fabric

• Prepare to use Apache Spark
• Run Spark code
• Work with data in a Spark dataframe
• Work with data using Spark SQL
• Visualize data in a Spark notebook

9 – Work with Delta Lake tables in Microsoft Fabric

• Understand Delta Lake
• Create delta tables
• Optimize delta tables
• Work with delta tables in Spark
• Use delta tables with streaming data

10 – Organize a Fabric lakehouse using medallion architecture design

• Describe medallion architecture
• Implement a medallion architecture in Fabric
• Query and report on data in your Fabric lakehouse
• Considerations for managing your lakehouse

11 – Create Real-Time Dashboards with Microsoft Fabric

• Get started with real-time dashboards
• Advanced features
• Real-Time Dashboard best practices

12 – Get started with data warehouses in Microsoft Fabric

• Understand data warehouse fundamentals
• Understand data warehouses in Fabric
• Query and transform data
• Prepare data for analysis and reporting
• Secure and monitor your data warehouse

13 – Load data into a Microsoft Fabric data warehouse

• Explore data load strategies
• Use data pipelines to load a warehouse
• Load data using T-SQL
• Load and transform data with Dataflow Gen2

14 – Query a data warehouse in Microsoft Fabric

• Query data
• Use the SQL query editor
• Explore the visual query editor
• Use client tools to query a warehouse

15 – Monitor a Microsoft Fabric data warehouse

• Monitor capacity metrics
• Monitor current activity
• Monitor queries

16 – Secure a Microsoft Fabric data warehouse

• Explore dynamic data masking
• Implement row-level security
• Implement column-level security
• Configure SQL granular permissions using T-SQL

17 – Implement continuous integration and continuous delivery (CI/CD) in Microsoft Fabric

• Understand Continuous Integration and Continuous Delivery (CI/CD)
• Implement version control and Git integration
• Implement deployment pipelines
• Automate CI/CD using Fabric APIs

18 – Monitor activities in Microsoft Fabric

• Understand monitoring
• Use Microsoft Fabric Monitor Hub
• Take action with Microsoft Fabric Activator

19 – Secure data access in Microsoft Fabric

• Understand the Fabric security model
• Configure workspace and item permissions
• Apply granular permissions

20 – Administer a Microsoft Fabric environment

• Understand the Fabric Architecture
• Understand the Fabric administrator role
• Manage Fabric security
• Govern data in Fabric