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Questions updated at Jul 10, 2026, 12:01 AM CDT
Microsoft Fabric Data Engineer Associate
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Deployment pipeline rules can use semantic model parameters to substitute environment-specific connection values during promotion. Mapping the semantic model parameter to the production ADLS Gen2 connection string lets the pipeline apply the production value without manual edits after deployment. Custom actions and workspace-only parameters do not provide the native semantic model deployment rule.
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Configure a parameter in the semantic model and map it to a deployment pipeline variable that holds the production Azure Data Lake Storage Gen2 connection string
Deployment pipeline rules can use semantic model parameters to substitute environment-specific connection values during promotion. Mapping the semantic model parameter to the production ADLS Gen2 connection string lets the pipeline apply the production value without manual edits after deployment. Custom actions and workspace-only parameters do not provide the native semantic model deployment rule.
Share the 'SalesLake' item and grant the 'Read all OneLake data (ReadAll)' permission
Configure critical datasets for 'Certified' endorsement, while less critical datasets receive 'Promoted' endorsement. This allows for a tiered level of validation and trust
Create the Amazon S3 shortcut and configure Service Principal authentication with the Microsoft Entra service principal details and the AWS RoleARN
Use the Microsoft Fabric Capacity Metrics app to review utilization, throttling, and workload patterns before resizing the capacity
Use the 'Resolve Conflicts' option within the Fabric workspace Git integration panel to review and merge the conflicting changes, ensuring both versions are incorporated
Grant direct access on the lakehouse item: Edit for the engineers, and Read plus Read All with SQL analytics endpoint for the analyst
Configure the default Spark pool with a small number of compute nodes and auto-scaling enabled, setting the minimum nodes to 1 and the maximum to 5
Configure the Customer Sales lakehouse as Certified, with certification performed by a user allowed by the Fabric administrator
Configure a deployment pipeline with three stages (Development, Staging, Production), assign different user groups to each stage with varying permission levels (e.g., 'Contributor' for Development, 'Reader' for Production), and utilize pipeline rules to manage parameter overrides
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