Salesforce salesforce mulesoft associate practice test

Exam Title: Salesforce Certified MuleSoft Integration Foundations (old)

Last update: Jan 25 ,2026
Question 1

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

  • A. Technology centralization
  • B. Scope reduction
  • C. Business outcomes
  • D. Process thinking
Answer:

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 2

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.)

  • A. Reduced time-to-market for the first application
  • B. Reduced application latency
  • C. Reduced IT operations effort
  • D. increased application isolation
  • E. Increased application throughput
Answer:

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 3

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.)

  • A. Streaming data ingestion
  • B. User interface integration
  • C. Data mashups
  • D. Sharing data with external partners
  • E. Synchronized data transfer
Answer:

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 4

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

  • A. Use the API specification to build the MuleSoft application
  • B. Design the API specification
  • C. Validate the API specification
  • D. Use the API specification to monitor the MuleSoft application
Answer:

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 5

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?

  • A. Horizontal
  • B. Down
  • C. Diagonal
  • D. Vertical
Answer:

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 6

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?

  • A. 2xx
  • B. 3xx
  • C. 5xx
  • D. 4xx
Answer:

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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Question 7

An organization is not meeting its growth and innovation objectives because IT cannot deliver
projects fast 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 take to
solve this problem?

  • A. Adopt a new approach that decouples core IT projects from the innovation that happens within each line of business
  • B. Switch from a design-first to a code-first approach for IT development
  • C. Modify IT governance and security controls so that line of business developers can have direct access to the organization's systems of record
  • D. Hire more IT developers, architects, and project managers to increase IT delivery
Answer:

A


Explanation:
MuleSoft’s IT delivery and operating model suggests modernizing IT practices to better support
business growth and innovation. Here’s a detailed explanation:
Decoupling Core IT Projects:
Definition: Decoupling involves separating the core IT systems and projects from the innovative and
experimental projects conducted by various lines of business.
Benefits:
Agility: Enables lines of business to innovate rapidly without being held back by the constraints of
core IT systems.
Focus: Allows core IT to focus on maintaining and enhancing critical systems while business units can
experiment and deploy new solutions more quickly.
Implementation:
API-led Connectivity: By using an API-led connectivity approach, core IT can expose reusable APIs
and services that business units can leverage for their innovation efforts.
Governance and Security: Ensuring that proper governance and security measures are in place to
protect core systems while allowing flexibility for innovation.
Outcome:
Faster Delivery: Speeds up the delivery of new features and solutions, aligning with business needs
and market demands.
Enhanced Collaboration: Facilitates better collaboration between IT and business units, driving
overall organizational growth.
Reference:
MuleSoft Whitepaper: API-led Connectivity
IT Operating Model: Transforming IT Delivery

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Question 8

An integration architect is designing an API that must accept requests from API clients for both XML
and JSON content over HTTP/1 1 by default.
Which API architectural style when used for its intended and typical purposes, should the architect
choose to meet these requirements?

  • A. SOAP
  • B. GraphQL
  • C. REST
  • D. gRPC
Answer:

C


Explanation:
REST (Representational State Transfer) is an architectural style commonly used for designing
networked applications, particularly APIs that need to handle multiple content types over HTTP.
Here’s a detailed explanation:
Content Negotiation:
Definition: REST APIs support content negotiation, allowing clients to request either XML or JSON
formats by setting the Accept header in HTTP requests.
Flexibility: This capability makes REST ideal for scenarios where an API needs to serve multiple
content types.
HTTP Protocol:
Usage: REST APIs operate over HTTP/1.1, making them compatible with web standards and easily
accessible by various clients (browsers, mobile apps, etc.).
Methods: Supports standard HTTP methods like GET, POST, PUT, DELETE, allowing for CRUD
operations.
Advantages:
Stateless: Each request from a client to server must contain all the information needed to understand
and process the request.
Scalability: RESTful services can handle a high load of requests efficiently.
Reference:
REST API Design: RESTful Web Services
Content Negotiation: HTTP Content Negotiation

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Question 9

A high-volume eCommerce retailer receives thousands of orders per hour and requires notification
of its order management warehouse, and billing systems for subsequent processing within 15
minutes of order submission through its website
Which integration technology, when used for its typical and intended purpose, meets the retailer's
requirements for this use case?

  • A. Extract Transform Load (ETL)
  • B. Publish/Subscribe Messaging Bus (Pub/Sub)
  • C. Managed File Transfer (MFT)
  • D. Enterprise Data Warehouse (EDW)
Answer:

B


Explanation:
For a high-volume eCommerce retailer requiring real-time or near-real-time notifications to multiple
systems, a Publish/Subscribe Messaging Bus is an ideal choice. Here’s a detailed explanation:
Publish/Subscribe Model:
Definition: The Pub/Sub messaging model allows messages to be sent (published) by producers and
received (subscribed to) by multiple consumers.
Asynchronous Communication: It decouples the sender and receiver, enabling asynchronous
communication.
Use Case Fit:
Real-Time Processing: Suitable for scenarios requiring real-time or near-real-time data processing
and notification.
Scalability: Handles high volumes of messages efficiently, making it suitable for environments with
thousands of transactions per hour.
Implementation:
Message Broker: A message broker (e.g., Apache Kafka, RabbitMQ) can manage the distribution of
messages to the order management, warehouse, and billing systems.
Guaranteed Delivery: Ensures that messages are reliably delivered to all subscribed systems within
the required time frame.
Reference:
Pub/Sub Messaging: Understanding Publish/Subscribe Messaging
High-Volume Data Processing: Apache Kafka Use Cases

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Question 10

An application load balancer routes requests to a RESTful web API secured by Anypomt Flex Gateway
Which protocol is involved in the communication between the load balancer and the Gateway?

  • A. LDAP
  • B. HTTPS
  • C. SFTP
  • D. SMTP
Answer:

B


Explanation:
In scenarios where an application load balancer routes requests to a RESTful web API secured by
Anypoint Flex Gateway, HTTPS is the protocol used. Here’s a detailed explanation:
HTTPS Protocol:
Definition: HTTPS (HyperText Transfer Protocol Secure) is an extension of HTTP that provides secure
communication over a computer network.
Encryption: It uses SSL/TLS to encrypt the data exchanged between the client and server, ensuring
privacy and data integrity.
Load Balancer to Gateway Communication:
Secure Communication: The load balancer routes incoming requests to the API Gateway using
HTTPS, ensuring that the data is encrypted and secure.
Standard Practice: HTTPS is the standard protocol for securing API communications, protecting
against eavesdropping and man-in-the-middle attacks.
Reference:
HTTPS Protocol: What is HTTPS?
API Gateway Security: Anypoint Flex Gateway

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