Salesforce-MuleSoft-Associate Exam Questions and Answers

QUESTION: 9

In which order are the API Client API Implementation and API Interface components called m a typical REST request?

API Client > API Interface > API Implementation
API Interface > API Client > API Implementation
API Implementation > API Interface > API Client
API Client > API Implementation > API Interface

Answer(s): A

Explanation:

In a typical REST request, the components are called in a specific order to handle the client's request and provide the response. Here's the order and detailed explanation:
API Client:
Initiates Request: The client (e.g., web or mobile application) sends a request to the API endpoint.
API Interface:
Gateway/Proxy: This layer is typically managed by an API gateway or proxy, which handles the incoming request, applies security policies, and routes it to the appropriate backend service. Responsibilities: Includes request validation, rate limiting, authentication, and authorization.
API Implementation:
Backend Service: The actual implementation of the API logic resides here. It processes the request, interacts with the necessary databases or external services, and generates the response.

Reference:

REST API Design: RESTful Web Services
API Gateway: What is an API Gateway?

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QUESTION: 10

A key CI/CD capability of any enterprise solution is a testing framework to write and run repeatable tests
Which component of Anypoint Platform provides the test automation capabilities for customers to use in their pipelines?

Anypoint CLI
Mule Maven Plugin
Exchange Mocking Service
MUnit

Answer(s): D

Explanation:

A robust CI/CD pipeline requires automated testing to ensure code quality and functionality. MuleSoft's MUnit provides this capability for Mule applications. Here's a detailed explanation:
MUnit:
Purpose: MUnit is MuleSoft's testing framework for creating automated tests for Mule applications.
Capabilities:
Unit Tests: Write unit tests to validate the behavior of individual components and flows.

Integration Tests: Test interactions between multiple components and external systems.
CI/CD Integration:
Automation: Integrate MUnit tests into CI/CD pipelines using tools like Jenkins, GitLab CI, or Bamboo.
Repeatable Tests: Ensures that tests are executed consistently with each code change, catching issues early in the development process.
Pipeline Execution:
Build and Test: The pipeline automatically runs MUnit tests during the build process, providing immediate feedback on the code changes.
Quality Assurance: Helps maintain high code quality and reduces the risk of defects in production.

Reference:

MuleSoft Documentation: MUnit

CI/CD Best Practices: MuleSoft CI/CD

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QUESTION: 11

What is a core pillar of the MuleSoft Catalyst delivery approach?

Technology centralization
Scope reduction
Business outcomes
Process thinking

Answer(s): C

Explanation:

MuleSoft Catalyst is a unique delivery approach designed to help organizations achieve successful digital transformation. Here's a detailed explanation of the core pillar of Business Outcomes:
Focus on Business Outcomes:
Customer Success: MuleSoft Catalyst emphasizes the importance of aligning technology initiatives with business objectives to drive measurable outcomes. Value Realization: By prioritizing business outcomes, the approach ensures that the integration solutions deliver tangible value and support strategic goals.
Methodology:
Discover: Identifying and understanding the key business challenges and opportunities. Design: Crafting solutions that directly address business needs, ensuring alignment with overall strategy.
Deliver: Implementing the solutions effectively to achieve the desired business outcomes. Optimize: Continuously improving and adapting the solutions to sustain and enhance business value.

Reference:

MuleSoft Documentation: MuleSoft Catalyst
Business Outcomes Focus: Catalyst Methodology

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QUESTION: 12

What are two reasons why a typical MuleSoft customer favors a MuleSoft-hosted Anypoint Platform runtime plane over a customer-hosted runtime for its Mule application deployments? (Choose two.)

Reduced time-to-market for the first application
Reduced application latency
Reduced IT operations effort
increased application isolation
Increased application throughput

Answer(s): A,C

Explanation:

Choosing a MuleSoft-hosted Anypoint Platform runtime plane offers several advantages, particularly in terms of deployment efficiency and operational management. Here's a detailed explanation of the selected reasons:
Reduced Time-to-Market for the First Application:
Pre-Configured Environment: MuleSoft-hosted Anypoint Platform provides a ready-to-use environment, which accelerates the deployment process. Ease of Use: Developers can quickly set up and deploy applications without the need for extensive infrastructure setup and configuration.
Reduced IT Operations Effort:
Managed Services: MuleSoft handles the infrastructure management, including updates, scaling, and maintenance, reducing the operational burden on the IT team. Focus on Development: IT teams can focus on developing and optimizing applications rather than managing runtime environments.

Reference:

MuleSoft Documentation: Anypoint Platform Deployment Models Benefits of MuleSoft-Hosted Runtime: CloudHub Advantages

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QUESTION: 13

As part of a growth strategy a supplier signs a trading agreement with a large customer The customer sends purchase orders to the supplier according to the ANSI X12 EDI standard and the supplier creates the orders in its ERP system using the information in the EDI document The agreement also requires that the supplier provide a new RESTful API to process requests from the customer for current product inventory levels from the supplier's ERP system.
Which two fundamental integration use cases does the supplier need to deliver to provide an end-to- end solution for this business scenario? (Choose two.)

Streaming data ingestion
User interface integration
Data mashups
Sharing data with external partners
Synchronized data transfer

Answer(s): D,E

Explanation:

To deliver an end-to-end solution for the described business scenario, the supplier needs to address both EDI processing and providing real-time data through a RESTful API. Here's a detailed explanation:
Sharing Data with External Partners:
EDI Integration: The supplier needs to process ANSI X12 EDI purchase orders from the customer and convert them into a format suitable for the ERP system. Partner Integration: Establishing secure and reliable data exchanges with the customer is crucial for seamless transactions.
Synchronized Data Transfer:
Real-Time API: Providing a RESTful API to allow the customer to query current product inventory levels from the supplier's ERP system.

Data Consistency: Ensuring that the data provided through the API is accurate and up-to-date, reflecting the current state of the ERP system.

Reference:

MuleSoft Documentation: EDI Integration
REST API Design: Designing APIs
Data Synchronization: Real-Time Integration

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QUESTION: 14

An integration team follows MuleSoft s recommended approach to full lifecycle API development Which activity should this team perform during the API implementation phase?

Use the API specification to build the MuleSoft application
Design the API specification
Validate the API specification
Use the API specification to monitor the MuleSoft application

Answer(s): A

Explanation:

MuleSoft recommends a full lifecycle API development approach which includes several phases such as design, implementation, testing, deployment, and management. During the API implementation phase, the primary activity is to use the API specification to build the MuleSoft application. Here's a detailed explanation:
API Design:
Create API Specification: Initially, an API specification is created using RAML or OAS (OpenAPI Specification) to define the API's structure, endpoints, request/response formats, and security requirements.
API Implementation:
Build Mule Application: Using the API specification as a blueprint, the development team implements the MuleSoft application. This involves creating flows, integrating with backend systems, and ensuring the API functions as specified.
APIKit: MuleSoft provides APIKit, a tool that automatically generates Mule flows based on the API specification, speeding up the development process.
Testing: During implementation, unit tests (using MUnit) and integration tests are created to ensure the API behaves as expected.
Validation and Monitoring:
Validate Against Specification: Throughout the implementation phase, the API is continuously validated against the original specification to ensure compliance. Deployment and Monitoring: Post-implementation, the API is deployed, and tools like Anypoint Monitoring are used to monitor its performance and usage.

Reference:

MuleSoft Documentation: Full Lifecycle API Management APIKit: Building APIs with APIKit

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QUESTION: 15

A Kubernetes controller automatically adds another pod replica to the resource pool in response to increased application load
Which scalability option is the controller implementing?

Horizontal
Down
Diagonal
Vertical

Answer(s): A

Explanation:

Kubernetes offers several scalability options to handle varying application loads. The scenario described involves adding another pod replica in response to increased load, which is a form of horizontal scaling. Here's a detailed explanation:
Horizontal Scaling:
Definition: Horizontal scaling, also known as scaling out, involves adding more instances (pods) to distribute the load and increase capacity.
Implementation in Kubernetes: Kubernetes uses controllers like the Horizontal Pod Autoscaler (HPA) to automatically adjust the number of pod replicas based on observed CPU utilization or other select metrics.
Benefits:
Load Distribution: By adding more pod replicas, the load is evenly distributed, reducing the risk of any single pod being overwhelmed.
Fault Tolerance: Horizontal scaling enhances fault tolerance and availability, as multiple pod replicas can handle requests if one fails.
Automatic Scaling:
Kubernetes Controller: The HPA continuously monitors the application load and adjusts the number of pod replicas accordingly, ensuring optimal performance.

Reference:

Kubernetes Documentation: Horizontal Pod Autoscaling
Kubernetes Scalability: Understanding Kubernetes Scaling

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QUESTION: 16

A developer is examining the responses from a RESTful web service that is compliant with the Hypertext Transfer Protocol (HTTP/1 1) as defined by the Internet Engineering Task Force (IETF). In this HTTP/1 1-comphanl web service, which class of HTTP response status codes should be specified to indicate when client requests are successfully received, understood and accepted by the web service?

Answer(s): A

Explanation:

In HTTP/1.1, response status codes are categorized to indicate the result of a client's request. Here's a detailed explanation of the 2xx class of HTTP response status codes:
2xx Success Codes:
Definition: The 2xx class of status codes indicates that the client's request was successfully received, understood, and accepted by the server.
Common Codes:
200 OK: The request has succeeded.
201 Created: The request has been fulfilled and resulted in a new resource being created. 202 Accepted: The request has been accepted for processing, but the processing is not complete. 204 No Content: The server successfully processed the request, but there is no content to return.
Importance:
Client Acknowledgment: These codes inform the client that their request was processed successfully, enabling appropriate client-side actions.
RESTful Standards: Adhering to these standards ensures consistent and predictable API behavior.

Reference:

IETF RFC 7231: HTTP/1.1 Semantics and Content
HTTP Status Codes: HTTP Status Code Definitions

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Salesforce Salesforce-MuleSoft-Associate Exam (page: 2) Salesforce Certified MuleSoft Integration Foundations Updated on: 12-Feb-2026

QUESTION: 9

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QUESTION: 10

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QUESTION: 11

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QUESTION: 12

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QUESTION: 13

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QUESTION: 14

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QUESTION: 15

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QUESTION: 16

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Salesforce Salesforce-MuleSoft-Associate Exam (page: 2)
Salesforce Certified MuleSoft Integration Foundations
Updated on: 12-Feb-2026