[Jul-2025] Download Real Salesforce MuleSoft-Integration-Architect-I Exam Dumps Test Engine Exam Questions
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NEW QUESTION # 71
According to MuleSoft, what is a major distinguishing characteristic of an application network in relation to the integration of systems, data, and devices?
- A. It is built for change and self-service
- B. It uses CI/CD automation for real-time project delivery
- C. It leverages well-accepted internet standards like HTTP and JSON
- D. It uses a well-organized monolithic approach with standards
Answer: A
Explanation:
A major distinguishing characteristic of an application network, according to MuleSoft, is that it is built for change and self-service. An application network connects applications, data, and devices with APIs, enabling self-service access and reuse of assets. This architecture allows organizations to rapidly adapt to changing business needs, fosters innovation, and reduces time to market by empowering different teams to access and integrate systems independently without waiting for centralized IT.
References:
* Application Networks: The Future of Integration
* MuleSoft's Approach to Building Application Networks
NEW QUESTION # 72
What metrics about API invocations are available for visualization in custom charts using Anypoint Analytics?
- A. Request size, number of requests, response size, response time
- B. Request size, number of requests, JDBC Select operation result set size
- C. Request size, number of requests, JDBC Select operation response time
- D. Request size, request HTTP verbs, response time
Answer: A
Explanation:
Correct answer is Request size, number of requests, response size, response time Analytics API Analytics can provide insight into how your APIs are being used and how they are performing. From API Manager, you can access the Analytics dashboard, create a custom dashboard, create and manage charts, and create reports.
From API Manager, you can get following types of analytics: - API viewing analytics - API events analytics - Charted metrics in API Manager It can be accessed using: http://anypoint.mulesoft.com/analytics API Analytics provides a summary in chart form of requests, top apps, and latency for a particular duration.
The custom dashboard in Anypoint Analytics contains a set of charts for a single API or for all APIs Each chart displays various API characteristics
- Requests size: Line chart representing size of requests in KBs
- Requests : Line chart representing number of requests over a period
- Response size : Line chart representing size of response in KBs
- Response time :Line chart representing response time in ms
* To check this, You can go to API Manager > Analytics > Custom Dashboard > Edit Dashboard > Create Chart > Metric Graphical user interface, chart Description automatically generated
NEW QUESTION # 73
An organization is building a test suite for their applications using m-unit. The integration architect has recommended using test recorder in studio to record the processing flows and then configure unit tests based on the capture events What are the two considerations that must be kept in mind while using test recorder (Choose two answers)
- A. Mocking values resulting from parallel processes are possible and will not affect the execution of the processes that follow in the test
- B. The recorder support loops where the structure of the data been tested changes inside the iteration
- C. Tests for flows cannot be created with Mule errors raised inside
the flow or already existing in the incoming event - D. A recorded flow execution ends successfully but the result does not reach its destination because the application is killed
- E. Recorder supports smoking a message before or inside a ForEach processor
Answer: C,D
Explanation:
* When using MUnit's test recorder in Anypoint Studio to create unit tests, consider the following points:
A: Tests for flows cannot be created with Mule errors raised inside the flow or already existing in the incoming event:
* Explanation: The test recorder cannot record flows if Mule errors are raised during the flow execution or if the incoming event already contains errors. This limitation requires users to handle or clear errors before recording the flow to ensure accurate test creation.
D: A recorded flow execution ends successfully but the result does not reach its destination because the application is killed:
* Explanation: If the application is killed before the recorded flow execution completes, the recorder captures the flow up to the point of termination. However, the final result may not be reached or recorded. This scenario should be avoided to ensure complete and reliable test recordings.
These considerations help ensure the accuracy and reliability of tests created using the test recorder.
References:
* MUnit Documentation: https://docs.mulesoft.com/munit/2.2/
* MUnit Test Recorder: https://blogs.mulesoft.com/dev/mule-dev/using-the-munit-test-recorder/
NEW QUESTION # 74
According to MuleSoft, which major benefit does a Center for Enablement (C4E) provide for an enterprise and its lines of business?
- A. Enabling Edge security between the lines of business and public devices
- B. Accelerating self-service by the lines of business
- C. Centralizing project management across the lines of business
- D. Centrally managing return on investment (ROI) reporting from lines of business to leadership
Answer: C
NEW QUESTION # 75
Why would an Enterprise Architect use a single enterprise-wide canonical data model (CDM) when designing an integration solution using Anypoint Platform?
- A. To remove the need to perform data transformation when processing message payloads in Mule applications
- B. To automate Al-enabled API implementation generation based on normalized backend databases from separate vendors
- C. To leverage a data abstraction layer that shields existing Mule applications from nonbackward compatible changes to the model's data structure
- D. To reduce dependencies when integrating multiple systems that use different data formats
Answer: D
Explanation:
An Enterprise Architect would use a single enterprise-wide canonical data model (CDM) when designing an integration solution to achieve the following benefits:
* Reduced Dependencies: By standardizing on a single data model, it simplifies the integration process between multiple systems that may use different data formats. This eliminates the need for numerous point-to-point transformations.
* Consistency and Reusability: A CDM ensures consistent data representation across the enterprise, which promotes data integrity and reusability of integration components.
* Simplified Maintenance: Having a single data model reduces the complexity of maintaining and updating integration solutions, as changes need to be made in only one place.
The CDM acts as an abstraction layer that decouples systems, facilitating easier integration and reducing the potential for errors.
References
* MuleSoft Documentation on Canonical Data Models
* Best Practices for Data Integration with MuleSoft
NEW QUESTION # 76
An organization is not meeting its growth and innovation objectives because IT cannot deliver projects last enough to keep up with the pace of change required by the business.
According to MuleSoft's IT delivery and operating model, which step should the organization lake to solve this problem?
- A. Hire more |T developers, architects, and project managers to increase IT delivery
- B. Modify IT governance and security controls so that line of business developers can have direct access to the organization's systems of record
- C. Adopt a new approach that decouples core IT projects from the innovation that happens within each line of business
- D. Switch from a design-first to a code-first approach for IT development
Answer: C
NEW QUESTION # 77
What aspects of a CI/CD pipeline for Mule applications can be automated using MuleSoft-provided Maven plugins?
- A. Compile, package, unit test, deploy, integration test (Incorrect)
- B. Import from API designer, compile, package, unit test, deploy, publish to Anypoint Exchange
- C. Compile, package, unit test, deploy, create associated API instances in API Manager
- D. Compile, package, unit test, validate unit test coverage, deploy
Answer: D
Explanation:
Correct answer is "Compile, package, unit test, validate unit test coverage, deploy" Explanation : Anypoint Platform supports continuous integration and continuous delivery using industry standard tools Mule Maven Plugin The Mule Maven plugin can automate building, packaging and deployment of Mule applications from source projects Using the Mule Maven plugin, you can automate your Mule application deployment to CloudHub, to Anypoint Runtime Fabric, or on-premises, using any of the following deployment strategies * CloudHub deployment * Runtime Fabric deployment * Runtime Manager REST API deployment * Runtime Manager agent deployment MUnit Maven Plugin The MUnit Maven plugin can automate test execution, and ties in with the Mule Maven plugin. It provides a full suite of integration and unit test capabilities, and is fully integrated with Maven and Surefire for integration with your continuous deployment environment. Since MUnit 2.x, the coverage report goal is integrated with the maven reporting section. Coverage Reports are generated during Maven's site lifecycle, during the coverage-report goal. One of the features of MUnit Coverage is to fail the build if a certain coverage level is not reached. MUnit is not used for integration testing Also publishing to Anypoint Exchange or to create associated API instances in API Manager is not a part of CICD pipeline which can ne achieved using mulesoft provided maven plugin Explanation:
Architecture mentioned in the question can be diagrammatically put as below. Persistent Object Store is the correct answer .
* Mule Object Stores: An object store is a facility for storing objects in or across Mule applications. Mule uses object stores to persist data for eventual retrieval.
Mule provides two types of object stores:
1) In-memory store - stores objects in local Mule runtime memory. Objects are lost on shutdown of the Mule runtime. So we cant use in memory store in our scenario as we want to share watermark within all cloudhub workers
2) Persistent store - Mule persists data when an object store is explicitly configured to be persistent. Hence this watermark will be available even any of the worker goes down Diagram Description automatically generated
NEW QUESTION # 78
A Mule application currently writes to two separate SQL Server database instances across the internet using a single XA transaction. It is 58. proposed to split this one transaction into two separate non-XA transactions with no other changes to the Mule application.
What non-functional requirement can be expected to be negatively affected when implementing this change?
- A. Throughput
- B. Consistency
- C. Response time
- D. Availability
Answer: B
Explanation:
Correct answer is Consistency as XA transactions are implemented to achieve this. XA transactions are added in the implementation to achieve goal of ACID properties. In the context of transaction processing, the acronym ACID refers to the four key properties of a transaction: atomicity, consistency, isolation, and durability. Atomicity : All changes to data are performed as if they are a single operation. That is, all the changes are performed, or none of them are. For example, in an application that transfers funds from one account to another, the atomicity property ensures that, if a debit is made successfully from one account, the corresponding credit is made to the other account. Consistency : Data is in a consistent state when a transaction starts and when it ends.For example, in an application that transfers funds from one account to another, the consistency property ensures that the total value of funds in both the accounts is the same at the start and end of each transaction. Isolation : The intermediate state of a transaction is invisible to other transactions. As a result, transactions that run concurrently appear to be serialized. For example, in an application that transfers funds from one account to another, the isolation property ensures that another transaction sees the transferred funds in one account or the other, but not in both, nor in neither. Durability : After a transaction successfully completes, changes to data persist and are not undone, even in the event of a system failure. For example, in an application that transfers funds from one account to another, the durability property ensures that the changes made to each account will not be reversed. MuleSoft reference: https://docs.mulesoft.com/mule-runtime/4.3/xa-transactions
NEW QUESTION # 79
A corporation has deployed Mule applications to different customer-hosted Mule runtimes. Mule applications deployed to these Mule runtimes are managed by Anypoint Platform.
What needs to be installed or configured (if anything) to monitor these Mule applications from Anypoint Monitoring, and how is monitoring data from each Mule application sent to Anypoint Monitoring?
- A. Install a Runtime Manager agent on each Mule runtime.
Each Runtime Manager agent sends monitoring data from the Mule applications running in its Mule runtime to Runtime Manager, then Runtime Manager sends monitoring data to Anypoint Monitoring. - B. Leave the out-of-the-box Anypoint Monitoring agent unchanged in its default Mule runtime installation.
Each Anypoint Monitoring agent sends monitoring data from the Mule applications running in its Mule runtime to Runtime Manager, then Runtime Manager sends monitoring data to Anypoint Monitoring. - C. Install an Anypoint Monitoring agent on each Mule runtime.
Each Anypoint Monitoring agent sends monitoring data from the Mule applications running in its Mule runtime to Anypoint Monitoring. - D. Enable monitoring of individual Mule applications from the Runtime Manager application settings.
Runtime Manager sends monitoring data to Anypoint Monitoring for each deployed Mule application.
Answer: C
Explanation:
To monitor Mule applications deployed to different customer-hosted Mule runtimes using Anypoint Monitoring, follow these steps:
* Install Anypoint Monitoring Agent: Install an Anypoint Monitoring agent on each Mule runtime. This agent is responsible for collecting monitoring data from the Mule applications running on that runtime.
* Data Transmission: Each Anypoint Monitoring agent sends the collected monitoring data directly to Anypoint Monitoring. This ensures that performance metrics, logs, and other relevant data are available for analysis and monitoring within the Anypoint Platform.
By using the Anypoint Monitoring agent, organizations can effectively monitor their Mule applications across various environments, ensuring visibility and operational efficiency.
References
* MuleSoft Documentation on Anypoint Monitoring
* Installing and Configuring Anypoint Monitoring Agent
NEW QUESTION # 80
A payment processing company has implemented a Payment Processing API Mule application to process credit card and debit card transactions, Because the Payment Processing API handles highly sensitive information, the payment processing company requires that data must be encrypted both In-transit and at-rest.
To meet these security requirements, consumers of the Payment Processing API must create request message payloads in a JSON format specified by the API, and the message payload values must be encrypted.
How can the Payment Processing API validate requests received from API consumers?
- A. The Mule application implementation can use DataWeave to decrypt the message payload and then use the JSON Scheme Validation module to validate the JSON data
- B. The Mule application implementation can use the Validation module to decrypt and then validate the JSON data
- C. A Transport Layer Security (TLS) - Inbound policy can be applied in API Manager to decrypt the message payload and the Mule application implementation can then use the JSON Validation module to validate the JSON data
- D. The Mule application implementation can use the APIkit module to decrypt and then validate the JSON data
Answer: C
NEW QUESTION # 81
An organization if struggling frequent plugin version upgrades and external plugin project dependencies. The team wants to minimize the impact on applications by creating best practices that will define a set of default dependencies across all new and in progress projects.
How can these best practices be achieved with the applications having the least amount of responsibility?
- A. Create a parent POM of all the required dependencies and reference each in each application's POM.xml file
- B. Add all dependencies in each application's POM.xml file
- C. Create a Mule plugin project with all the dependencies and add it as a dependency in each application's POM.xml file
- D. Create a mule domain project with all the dependencies define in its POM.xml file and add each application to the domain Project
Answer: A
NEW QUESTION # 82
As a part of design , Mule application is required call the Google Maps API to perform a distance computation. The application is deployed to cloudhub.
At the minimum what should be configured in the TLS context of the HTTP request configuration to meet these requirements?
- A. Download the Google public certificate from a browser, generate a JKS file from it and add it in Truststore as part of the TLS context
- B. Download the Google public certificate from a browser, generate JKS file from it and add it in key store as a part of TLS context
- C. Request a private key from Google and create a PKCS12 file with it and add it in keyStore as a part of TLS context
- D. The configuration is built-in and nothing extra is required for the TLS context
Answer: D
NEW QUESTION # 83
Anypoint Exchange is required to maintain the source code of some of the assets committed to it, such as Connectors, Templates, and API specifications.
What is the best way to use an organization's source-code management (SCM) system in this context?
- A. Organizations should continue to use an SCM system of their choice, in addition to keeping source code for these asset types in Anypoint Exchange, thereby enabling parallel development, branching, and merging
- B. Organizations need to point Anypoint Exchange to their SCM system so Anypoint Exchange can pull source code when requested by developers and provide it to Anypoint Studio
- C. Organizations need to use Anypoint Exchange as the main SCM system to centralize versioning and avoid code duplication
- D. Organizations can continue to use an SCM system of their choice for branching and merging, as long as they follow the branching and merging strategy enforced by Anypoint Exchange
Answer: C
Explanation:
* Organization should continue to use SCM system of their choice, in addition to keeping source code for these asset types in Anypoint Exchange, thereby enabling parallel development, branching.
* Reason is that Anypoint exchange is not full fledged version repositories like GitHub.
* But at same time it is tightly coupled with Mule assets
NEW QUESTION # 84
A DevOps team has adequate observability of individual system behavior and performance, but it struggles to track the entire lifecycle of each request across different microservices.
Which additional observability approach should this team consider adopting?
- A. Tracing
- B. Analytics
- C. Metrics
- D. Data mining
Answer: C
NEW QUESTION # 85
An airline is architecting an API connectivity project to integrate its flight data into an online aggregation website. The interface must allow for secure communication high-performance and asynchronous message exchange.
What are suitable interface technologies for this integration assuming that Mulesoft fully supports these technologies and that Anypoint connectors exist for these interfaces?
- A. AsyncAPI over HTTPS
AMQP with RabbitMQ JSON/REST over HTTPS - B. SOAP over HTTPS HOP over TLS gRPC over HTTPS
- C. CSV over FTP YAM L over TLS JSON over HTTPS
- D. XML over ActiveMQ XML over SFTP XML/REST over HTTPS
Answer: A
NEW QUESTION # 86
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