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[General] Free PDF 2026 Mule-101: Fantastic Salesforce Certified MuleSoft Integration Foun

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【General】 Free PDF 2026 Mule-101: Fantastic Salesforce Certified MuleSoft Integration Foun

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Salesforce Certified MuleSoft Integration Foundations Sample Questions (Q20-Q25):NEW QUESTION # 20
An integration team uses Anypoint Platform and follows MuleSoft's recommended approach to full lifecycle API development. Which step should the team's API designer take before the API developers implement the API specification?
  • A. Use API Manager to version the API specification
  • B. Publish the API specification to Exchange and solicit feedback from the API's consumers
  • C. Generate test cases using MUnit so the API developers can observe the results of running the API
  • D. Use the scaffolding capability of Anypoint Studio to create an API portal based on the API specification
Answer: B
Explanation:
Design-First Feedback Loop: In the MuleSoft API Lifecycle, after designing the API specification (RAML/OAS) in Design Center, the critical next step is to Publish to Exchange3.
Mocking & Validation: Once in Exchange, the API creates a "Mocking Service." This allows potential consumers (frontend devs, mobile devs) to make test calls against the design before any backend code is written.
Purpose: This solicits feedback to ensure the design meets business needs. If changes are needed, they are made to the spec cheap and fast, rather than rewriting complex code later (Implementation phase).

NEW QUESTION # 21
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?
  • A. Increased application isolation
  • B. Increased application throughput
  • C. Reduced time-to-market for the first application
  • D. Reduced IT operations effort
  • E. Reduced application latency
Answer: C,D
Explanation:
MuleSoft-Hosted Runtime (CloudHub): This is an Integration Platform as a Service (iPaaS) model where MuleSoft manages the infrastructure.
Reduced IT Operations Effort (Option A): Because MuleSoft manages the physical servers, operating system updates, and patching, the customer's IT team does not need to maintain the hardware or VM infrastructure.
Reduced Time-to-Market (Option D): With a pre-configured environment ready for deployment, teams can deploy applications immediately without waiting for the provisioning of on-premises servers, load balancers, or network configurations.

NEW QUESTION # 22
Which role is primarily responsible for building API implementations as part of a typical MuleSoft integration project?
  • A. API Designer
  • B. API Developer
  • C. Integration Architect
  • D. Operations
Answer: B
Explanation:
API Developer: This role is responsible for the actual coding and implementation of the API. They use Anypoint Studio to build the Mule flows, configure connectors, write DataWeave transformations, and ensure the API functions according to the design specification1.
Why others are incorrect:
API Designer: Responsible for writing the RAML/OAS contract (specification) in Design Center, usually before implementation begins2.
Integration Architect: Responsible for high-level design, pattern selection, and governance, not the day-to-day coding of flows3.
Operations: Responsible for deployment, monitoring, and maintenance after the application is built4.

NEW QUESTION # 23
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.
  • A. Switch from a design-first to a code-first approach for IT development
  • B. Hire more IT developers, architects, and project managers to increase IT delivery
  • C. Adopt a new approach that decouples core IT projects from the innovation that happens within each line of business
  • D. Modify IT governance and security controls so that line of business developers can have direct access to the organization's systems of record
Answer: C
Explanation:
The IT Delivery Gap: This question addresses the "IT Delivery Gap"-the widening gap between business demands and IT's capacity to deliver.
The Solution (New Operating Model): MuleSoft recommends shifting from a centralized factory model to an Asset-Based consumption model.
Decoupling (Option A): By using API-led Connectivity:
Central IT builds reusable System APIs (unlocking core assets/systems of record) and governs them.
Lines of Business (LOB) consume these assets to build their own Process and Experience APIs (Innovation)2.
Why others fail:
(B) Hiring doesn't scale linearly with exponential demand.
(C) Removing governance creates security risks ("Shadow IT").
(D) Code-first ignores reuse and leads to technical debt.

NEW QUESTION # 24
Refer to the exhibit. What is the type of data format shown in the exhibit?
YAML
text
traits:
error-responses: traits/error-responses.raml
jwt-required:
headers:
x-jwt:
type: string
description: JWT token string
  • A. XML
  • B. YAML
  • C. CSV
  • D. JSON
Answer: B
Explanation:
YAML (YAML Ain't Markup Language): The snippet provided uses indentation (whitespace) to denote structure and colons to separate keys from values. This is the signature syntax of YAML.
RAML Context: MuleSoft's RAML (RESTful API Modeling Language) is built on top of YAML1. Therefore, any RAML specification is technically a YAML file.
Why others are incorrect:
JSON: Uses curly braces {} and quotes "" strictly.
XML: Uses angle brackets <tag></tag>.
CSV: Uses comma-separated values.

NEW QUESTION # 25
......
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