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Microsoft AB-410 Exam Syllabus Topics:

SectionWeightObjectives
Create intelligent applications25-30%- Create canvas apps
  • 1. Use Power Fx and reusable components
    • 2. Build apps using data sources
      • 3. Integrate Copilot Studio agents
        • 4. Implement error handling and testing
          - Create model-driven apps
          • 1. Build dashboards and charts
            • 2. Design forms and views
              • 3. Manage access and security roles
                • 4. Create apps using natural language tools
                  Create a foundation for intelligent applications25-30%- Build data models in Dataverse
                  • 1. Configure calculated, rollup, prompt, and summary columns
                    • 2. Create and modify tables and columns
                      • 3. Configure forms, views, and security
                        • 4. Configure relationships and constraints
                          - Design Microsoft Power Platform solutions using AI-enabled tools
                          • 1. Recommend extensibility options
                            • 2. Apply ALM strategy and solution design
                              • 3. Evaluate built-in agents for business solutions
                                • 4. Analyze requirements to identify components and implementation options
                                  • 5. Recommend environment types
                                    Build business application logic and automation40-45%- AI prompts and models
                                    • 1. Build prompts using AI Hub templates
                                      • 2. Consume AI models in apps and flows
                                        • 3. Configure prompt inputs and knowledge sources
                                          - Create cloud flows
                                          • 1. Design triggers and actions
                                            • 2. Use connectors and approvals
                                              • 3. Implement conditions, loops, and error handling
                                                - Business logic
                                                • 1. Evaluate business automation use cases
                                                  • 2. Configure business rules and process flows
                                                    • 3. Implement calculated and formula columns

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                                                      Microsoft Building Intelligent Applications Sample Questions (Q158-Q163):

                                                      NEW QUESTION # 158
                                                      A company is designing a Power Platform solution that includes a model-driven app used by customer service representatives to manage support cases.
                                                      The company is evaluating which solution component to include in the app. The solution must meet the following requirements:
                                                      - Users must interact with system-generated responses while working
                                                      within forms and views.
                                                      - Responses must reflect the current data and context in the app.
                                                      - Users must remain within the app while interacting with the solution.
                                                      You need to recommend solution components for the app.
                                                      Which two components should you recommend? Each correct answer presents a complete solution.
                                                      NOTE: Each correct selection is worth one point.

                                                      Answer: A,D

                                                      Explanation:
                                                      [B]
                                                      A Microsoft Copilot Studio agent fulfills these specific requirements by providing embedded, context-aware AI directly inside the user's workflow without disrupting their activities.
                                                      In-Form Interactions: Using the Agent response component, agents can be embedded directly into the layout of a model-driven form. This prevents context switching, allowing users to interact with responses alongside their primary workspace.
                                                      Real-Time Context: By leveraging Agent APIs, the agent is automatically passed dynamic app data-such as case details, customer information, and recent interactions-triggering specific topics that tailor responses to the exact current record.
                                                      Rich Native Formatting: The solution accommodates Markdown text, images, videos, and Adaptive Cards directly in forms. Customer service representatives can therefore review procedures and examine troubleshooting information without ever leaving the app.
                                                      [D]
                                                      You should include an App assistant agent (also known as a Copilot sidecar or embedded Copilot agent) in your Power Platform solution.
                                                      In-App Interaction: An embedded Copilot Studio agent integrates directly into the model-driven app as a sidepane sidecar or page component. This satisfies the requirement that users must remain within the app.
                                                      Context-Aware Responses: Modern app assistant agents inherently access the active form context, row data, and selected view items. This fulfills the requirement that responses must reflect current data and context.
                                                      Direct Interaction: Representatives can chat with, trigger, and review system-generated outputs directly beside their active workspace, allowing seamless interaction within forms and views.
                                                      Reference:
                                                      https://learn.microsoft.com/en-us/power-platform/architecture/reference-architectures/contextual-ai-model-driven-app


                                                      NEW QUESTION # 159
                                                      Case Study 1 - Contoso, Ltd
                                                      Background
                                                      Contoso Ltd. is a global renewable energy provider that operates wind farms and solar installations. The company is modernizing its maintenance and operations platform. The company plans to implement a Microsoft Power Platform solution for the operations team. The implementation will include Microsoft Dataverse, a model-driven app, and Power Automate cloud flows.
                                                      The company is building and testing a new model-driven app named Operations. The solution will support operations managers, regional coordinators, and field technicians. The app must integrate with an external cloud-based system that manages onboarding of field technicians.
                                                      Contoso Ltd. plans to improve data quality and enforce consistent business logic across the app and automation processes.
                                                      Technical environment
                                                      Contoso Ltd. has an Identity and Access Management (IDAM) department that manages security.
                                                      The company has one Power Platform environment named Production, where all building and configuration take place. Auditing is disabled.
                                                      The Production environment has the following security configurations:
                                                      - IDAM has a Microsoft Entra security group named Contoso Ltd. QA. This security group will assign all members a Power Apps license.
                                                      - IDAM created a Quality Assurance security role that grants read and write access to all custom tables.
                                                      - IDAM also created a team named Testers in Dataverse, of a Microsoft Entra group team type.
                                                      The team is configured for the Contoso Ltd. QA security group. The Testers team is assigned the Quality Assurance security role.
                                                      Microsoft 365 environment
                                                      All Contoso Ltd. managers are included in a Microsoft 365 group named Managers. The group is NOT enabled for email.
                                                      The company shares a SharePoint list with a key customer: Alpine Ski House. Alpine Ski House staff members can add new maintenance requests, which are then checked and marked as reviewed by Contoso Ltd.
                                                      Current issue:
                                                      A new QA tester joins Contoso Ltd. The IDAM department adds the new tester to the Contoso Ltd. QA security group. However, the new tester is not listed in the Testers team as a member.
                                                      Other applications:
                                                      A separate software-as a-service (SaaS) solution named TechCheck manages technician onboarding. The TechCheck solution is set up as follows:
                                                      - TechCheck assigns a unique number named Ref to all technicians.
                                                      - Users cannot make changes to the TechCheck data model.
                                                      - Users cannot use the same TechCheck ref on more than one Technician row.
                                                      Automation requirements
                                                      Contoso plans to use Power Automate to develop a Maintenance Request Approval flow. The flow must meet the following requirements:
                                                      - Create a Maintenance Request row in Dataverse when either of the following occurs:
                                                      - An item is added to the SharePoint list by the customer with the Priority property set to High.
                                                      - Any item is checked and marked as reviewed by a Contoso Ltd. representative.
                                                      - Seek maintenance request approvals from managers through both email and a Microsoft Teams message after they have been reviewed:
                                                      - Requests require approval from all managers.
                                                      - If one manager rejects the request, approval must not be granted.
                                                      - The result of the approval request must be sent to the initial reviewer in an email. The subject line must set the response as either Approve or Reject.
                                                      Contoso Ltd. requires the following table logic:
                                                      - If a user tries to enter a price greater than the cost on a new Asset row, the row must display an inline error message.
                                                      - If a user tries to save changes to a Technician row where the TechCheck ref column is empty, the action must be prevented and a message explaining the action must be displayed.
                                                      Any updates made to Technician profiles in TechCheck must be mirrored in Dataverse by using a custom integration. The developers building the integration require an index for performant searches on the Technician table.
                                                      Data model and app design
                                                      Contoso Ltd. plans to use Dataverse as its central data platform. Log storage must be minimized.
                                                      Tables
                                                      The following tables are required for data modeling and the app design:
                                                      - Assets: Stores information about solar panels and wind turbines
                                                      - Maintenance Requests: Tracks issues and maintenance activities. The table must include the following columns:
                                                      - Request ID (auto-number)
                                                      - External Request Code (text)
                                                      - Assigned
                                                      - Technician (lookup to Technicians)
                                                      - Report (lookup to Maintenance Reports)
                                                      - Technician updated (Yes/No)
                                                      - Maintenance Reports: Tracks the results of maintenance reports
                                                      - Technicians: Stores technician assignment data. The table must include the following columns:
                                                      - Full Name (Text)
                                                      - Mobile phone number (Text)
                                                      - Email (Text)
                                                      - Seniority (Choice)
                                                      - TechCheck ref (Text)
                                                      Data modeling
                                                      The data model must provide the following functionality:
                                                      - Maintenance Requests must:
                                                      - be uniquely identifiable across systems.
                                                      - have two inactive statuses, Cancelled and Duplicate.
                                                      - If a new option is added to an existing set of options, it must be made available automatically for selection on all columns that use the set.
                                                      - A new column named Priority must be added to multiple tables. Users must be able to select only one option from the following set per row:
                                                      - Low
                                                      - Medium
                                                      - High
                                                      - Critical
                                                      Changes to the Technician column on Maintenance Requests must be tracked for compliance purposes. Rows must include the names of previous and current technicians and the time of the change.
                                                      Relationship requirements
                                                      - One asset can be related to many maintenance requests. A maintenance request can have many assets.
                                                      - A maintenance request can have only zero or one maintenance report.
                                                      - Only one Technician can be related to a Maintenance Request at a time.
                                                      - When a Maintenance Request is deleted, any Maintenance Reports associated with it must also be deleted, but this action should be prevented if there is value in the Technician lookup.
                                                      - When a Maintenance Request is assigned to a different owner, the Maintenance Report associated with it must be reassigned to the new owner as well, but the associated Technician should stay with the current owner.
                                                      App design
                                                      The Technicians table contains the following public views:
                                                      - Senior Technicians
                                                      - Junior Technicians
                                                      The Senior Technician view must be available through the table list view selector to a set of specific users only.
                                                      A tester creates a personal view named Hot Assets on the Assets table. The tester recognizes that the view is useful for the entire testing team. The view must be made accessible to the team.
                                                      Drag and Drop Question
                                                      You need to configure the access requirements to the views.
                                                      Which configurations should you use? To answer, move the appropriate configurations to the correct views. You may use each configuration once, more than once, or not at all. You may need to move the split bar between panes or scroll to view content.
                                                      NOTE: Each correct selection is worth one point.

                                                      Answer:

                                                      Explanation:

                                                      Explanation:
                                                      Box 1: Security roles
                                                      To restrict a public view to a specific set of users within the table list view selector, you should use Security roles.
                                                      Microsoft Dataverse includes a native feature called role-based system views. This capability allows system administrators and makers to manage public view access directly within the view settings.
                                                      Scenario:
                                                      The Technicians table contains the following public views:
                                                      Senior Technicians
                                                      Junior Technicians
                                                      The Senior Technician view must be available through the table list view selector to a set of specific users only.
                                                      Box 2: Sharing
                                                      Sharing is the correct view access configuration to use.
                                                      Personal Views: These belong to individual users and cannot be assigned to security roles or business units.
                                                      Direct Control: Sharing allows the owner to grant specific permissions to other users or teams without changing record ownership.
                                                      Scenario:
                                                      A tester creates a personal view named Hot Assets on the Assets table. The tester recognizes that the view is useful for the entire testing team. The view must be made accessible to the team.
                                                      Reference:
                                                      https://learn.microsoft.com/en-us/power-apps/maker/model-driven-apps/manage-view-access


                                                      NEW QUESTION # 160
                                                      Case Study 1 - Contoso, Ltd
                                                      Background
                                                      Contoso Ltd. is a global renewable energy provider that operates wind farms and solar installations. The company is modernizing its maintenance and operations platform. The company plans to implement a Microsoft Power Platform solution for the operations team. The implementation will include Microsoft Dataverse, a model-driven app, and Power Automate cloud flows.
                                                      The company is building and testing a new model-driven app named Operations. The solution will support operations managers, regional coordinators, and field technicians. The app must integrate with an external cloud-based system that manages onboarding of field technicians.
                                                      Contoso Ltd. plans to improve data quality and enforce consistent business logic across the app and automation processes.
                                                      Technical environment
                                                      Contoso Ltd. has an Identity and Access Management (IDAM) department that manages security.
                                                      The company has one Power Platform environment named Production, where all building and configuration take place. Auditing is disabled.
                                                      The Production environment has the following security configurations:
                                                      - IDAM has a Microsoft Entra security group named Contoso Ltd. QA. This security group will assign all members a Power Apps license.
                                                      - IDAM created a Quality Assurance security role that grants read and write access to all custom tables.
                                                      - IDAM also created a team named Testers in Dataverse, of a Microsoft Entra group team type.
                                                      The team is configured for the Contoso Ltd. QA security group. The Testers team is assigned the Quality Assurance security role.
                                                      Microsoft 365 environment
                                                      All Contoso Ltd. managers are included in a Microsoft 365 group named Managers. The group is NOT enabled for email.
                                                      The company shares a SharePoint list with a key customer: Alpine Ski House. Alpine Ski House staff members can add new maintenance requests, which are then checked and marked as reviewed by Contoso Ltd.
                                                      Current issue:
                                                      A new QA tester joins Contoso Ltd. The IDAM department adds the new tester to the Contoso Ltd. QA security group. However, the new tester is not listed in the Testers team as a member.
                                                      Other applications:
                                                      A separate software-as a-service (SaaS) solution named TechCheck manages technician onboarding. The TechCheck solution is set up as follows:
                                                      - TechCheck assigns a unique number named Ref to all technicians.
                                                      - Users cannot make changes to the TechCheck data model.
                                                      - Users cannot use the same TechCheck ref on more than one Technician row.
                                                      Automation requirements
                                                      Contoso plans to use Power Automate to develop a Maintenance Request Approval flow. The flow must meet the following requirements:
                                                      - Create a Maintenance Request row in Dataverse when either of the following occurs:
                                                      - An item is added to the SharePoint list by the customer with the Priority property set to High.
                                                      - Any item is checked and marked as reviewed by a Contoso Ltd. representative.
                                                      - Seek maintenance request approvals from managers through both email and a Microsoft Teams message after they have been reviewed:
                                                      - Requests require approval from all managers.
                                                      - If one manager rejects the request, approval must not be granted.
                                                      - The result of the approval request must be sent to the initial reviewer in an email. The subject line must set the response as either Approve or Reject.
                                                      Contoso Ltd. requires the following table logic:
                                                      - If a user tries to enter a price greater than the cost on a new Asset row, the row must display an inline error message.
                                                      - If a user tries to save changes to a Technician row where the TechCheck ref column is empty, the action must be prevented and a message explaining the action must be displayed.
                                                      Any updates made to Technician profiles in TechCheck must be mirrored in Dataverse by using a custom integration. The developers building the integration require an index for performant searches on the Technician table.
                                                      Data model and app design
                                                      Contoso Ltd. plans to use Dataverse as its central data platform. Log storage must be minimized.
                                                      Tables
                                                      The following tables are required for data modeling and the app design:
                                                      - Assets: Stores information about solar panels and wind turbines
                                                      - Maintenance Requests: Tracks issues and maintenance activities. The table must include the following columns:
                                                      - Request ID (auto-number)
                                                      - External Request Code (text)
                                                      - Assigned
                                                      - Technician (lookup to Technicians)
                                                      - Report (lookup to Maintenance Reports)
                                                      - Technician updated (Yes/No)
                                                      - Maintenance Reports: Tracks the results of maintenance reports
                                                      - Technicians: Stores technician assignment data. The table must include the following columns:
                                                      - Full Name (Text)
                                                      - Mobile phone number (Text)
                                                      - Email (Text)
                                                      - Seniority (Choice)
                                                      - TechCheck ref (Text)
                                                      Data modeling
                                                      The data model must provide the following functionality:
                                                      - Maintenance Requests must:
                                                      - be uniquely identifiable across systems.
                                                      - have two inactive statuses, Cancelled and Duplicate.
                                                      - If a new option is added to an existing set of options, it must be made available automatically for selection on all columns that use the set.
                                                      - A new column named Priority must be added to multiple tables. Users must be able to select only one option from the following set per row:
                                                      - Low
                                                      - Medium
                                                      - High
                                                      - Critical
                                                      Changes to the Technician column on Maintenance Requests must be tracked for compliance purposes. Rows must include the names of previous and current technicians and the time of the change.
                                                      Relationship requirements
                                                      - One asset can be related to many maintenance requests. A maintenance request can have many assets.
                                                      - A maintenance request can have only zero or one maintenance report.
                                                      - Only one Technician can be related to a Maintenance Request at a time.
                                                      - When a Maintenance Request is deleted, any Maintenance Reports associated with it must also be deleted, but this action should be prevented if there is value in the Technician lookup.
                                                      - When a Maintenance Request is assigned to a different owner, the Maintenance Report associated with it must be reassigned to the new owner as well, but the associated Technician should stay with the current owner.
                                                      App design
                                                      The Technicians table contains the following public views:
                                                      - Senior Technicians
                                                      - Junior Technicians
                                                      The Senior Technician view must be available through the table list view selector to a set of specific users only.
                                                      A tester creates a personal view named Hot Assets on the Assets table. The tester recognizes that the view is useful for the entire testing team. The view must be made accessible to the team.
                                                      Drag and Drop Question
                                                      You need to configure the Maintenance Request relationships to the other tables.
                                                      Which type of relationship behavior should you set? To answer, move the appropriate behavior types to the correct tables. You may use each behavior type once, more than once, or not at all.
                                                      You may need to move the split bar between panes or scroll to view content.
                                                      NOTE: Each correct selection is worth one point.

                                                      Answer:

                                                      Explanation:

                                                      Explanation:
                                                      Box 1: Referential, Restrict Delete
                                                      If forced to choose the closest standard behavior that ensures the primary safety rule (preventing deletion if a technician is assigned) is met before any deletion happens, Referential, Restrict Delete Box 2: Referential, Restrict Delete The correct relationship type to use is Referential, Restrict Delete.' One-to-Many Structure: A technician can have multiple requests, but each request only links to one technician. This requires a standard lookup field on the Maintenance Request table.
                                                      Data Integrity: Restrict Delete prevents a technician record from being deleted if they are still assigned to active maintenance requests. This stops your data from becoming orphaned or broken.
                                                      Independent Lifecycles: A maintenance request should not be deleted just because a technician leaves the company (which rules out Parental).Historical Tracking: You want to keep the maintenance history intact rather than clearing the technician link blank (which rules out Remove link).
                                                      Scenario:
                                                      Relationship requirements
                                                      A maintenance request can have only zero or one maintenance report.
                                                      Only one Technician can be related to a Maintenance Request at a time.
                                                      When a Maintenance Request is deleted, any Maintenance Reports associated with it must also be deleted, but this action should be prevented if there is value in the Technician lookup.
                                                      When a Maintenance Request is assigned to a different owner, the Maintenance Report associated with it must be reassigned to the new owner as well, but the associated Technician should stay with the current owner.
                                                      Reference:
                                                      https://learn.microsoft.com/en-us/power-apps/maker/data-platform/data-platform-entity-lookup


                                                      NEW QUESTION # 161
                                                      A remote Power Apps user experiences an issue with a canvas app. The issue cannot be reproduced locally.
                                                      You must analyze the issue in near real-time. Session data must be available for later review.
                                                      You need to troubleshoot the canvas app by using Monitor.
                                                      How should you troubleshoot the app? To answer, select the appropriate options in the answer area. NOTE:
                                                      Each correct selection is worth one point.

                                                      Answer:

                                                      Explanation:

                                                      Explanation:
                                                      Monitor remote execution - Use the Connect user feature; Retain session for review - Download the Monitor session file

                                                      The maker should use Monitor's Connect user feature to observe events from the remote user's live app session. The user opens the supplied connection, runs the problematic scenario, and Monitor streams network calls, formula evaluations, errors, and other diagnostics to the maker in near real time. This is preferable to attempting to reproduce a device- or account-specific issue locally. To retain evidence for later review or escalation, the maker downloads the Monitor session file. The file can be reopened and analyzed without requiring the user to repeat the failure. Test Studio automates test cases but does not attach to a remote interactive session. The App access checker diagnoses model-driven app entitlement rather than canvas-app runtime behavior. Application Insights can provide broader telemetry where instrumented, but it is not the required Monitor-session workflow in the answer area. Sensitive data visible in events should be handled according to organizational policy. The Study Guide explicitly lists "test canvas apps, including using Monitor." Connect user plus session download covers the live and retained-analysis requirements respectively.
                                                      Study Guide reference/topic: "Create canvas apps - Test canvas apps, including using Monitor." AB-410 Study Guide | Microsoft Learn technical reference


                                                      NEW QUESTION # 162
                                                      A company is updating a Power Apps solution that contains two tables named Services and Equipment.
                                                      The company is creating a new solution to update the current solution with the following requirements:
                                                      - The Services table must be updated to include change tracking.
                                                      - The Equipment table must be updated to include four new columns.
                                                      - The solution must update only the components that need to be added or changed.
                                                      You need to create the solution.
                                                      Which table option should you use for each table?
                                                      Exhibit:

                                                      Answer:

                                                      Explanation:

                                                      Explanation:
                                                      Services - Include table metadata; Equipment - Select components.
                                                      Dataverse solution segmentation allows developers to package only the table metadata and components necessary for a particular deployment. The Services requirement involves enabling change tracking, which is a table-level metadata setting. Therefore, Include table metadata is appropriate because the solution must carry the updated table configuration. The Equipment requirement involves adding four columns without unnecessarily redeploying existing table objects. Select components allows developers to include those specific columns while excluding unrelated forms, views, and other assets. Include all components would unnecessarily increase the solution ' s scope and potentially introduce unwanted solution layers. Microsoft recommends segmented solutions to reduce deployment complexity and prevent unintended effects on existing customizations. This approach supports controlled application lifecycle management, smaller deployment packages, and more precise component updates across development, testing, and production environments.


                                                      NEW QUESTION # 163
                                                      ......

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