MuleSoft mcpa-level-1 practice test

Exam Title: MuleSoft Certified Platform Architect - Level 1

Last update: Dec 07 ,2025
Question 1

In an organization, the InfoSec team is investigating Anypoint Platform related data traffic.
From where does most of the data available to Anypoint Platform for monitoring and alerting
originate?

  • A. From the Mule runtime or the API implementation, depending on the deployment model
  • B. From various components of Anypoint Platform, such as the Shared Load Balancer, VPC, and Mule runtimes
  • C. From the Mule runtime or the API Manager, depending on the type of data
  • D. From the Mule runtime irrespective of the deployment model
Answer:

D


Explanation:
Correct Answer: From the Mule runtime irrespective of the deployment model
*****************************************
>> Monitoring and Alerting metrics are always originated from Mule Runtimes irrespective of the
deployment model.
>> It may seems that some metrics (Runtime Manager) are originated from Mule Runtime and some
are (API Invocations/ API Analytics) from API Manager. However, this is realistically NOT TRUE. The
reason is, API manager is just a management tool for API instances but all policies upon applying on
APIs eventually gets executed on Mule Runtimes only (Either Embedded or API Proxy).
>> Similarly all API Implementations also run on Mule Runtimes.
So, most of the day required for monitoring and alerts are originated fron Mule Runtimes only
irrespective of whether the deployment model is MuleSoft-hosted or Customer-hosted or Hybrid.

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Question 2

When designing an upstream API and its implementation, the development team has been advised
to NOT set timeouts when invoking a downstream API, because that downstream API has no SLA that
can be relied upon. This is the only downstream API dependency of that upstream API.
Assume the downstream API runs uninterrupted without crashing. What is the impact of this advice?

  • A. An SLA for the upstream API CANNOT be provided
  • B. The invocation of the downstream API will run to completion without timing out
  • C. A default timeout of 500 ms will automatically be applied by the Mule runtime in which the upstream API implementation executes
  • D. A toad-dependent timeout of less than 1000 ms will be applied by the Mule runtime in which the downstream API implementation executes
Answer:

A


Explanation:
Correct Answer: An SLA for the upstream API CANNOT be provided.
*****************************************
>> First thing first, the default HTTP response timeout for HTTP connector is 10000 ms (10 seconds).
NOT 500 ms.
>> Mule runtime does NOT apply any such "load-dependent" timeouts. There is no such behavior
currently in Mule.
>> As there is default 10000 ms time out for HTTP connector, we CANNOT always guarantee that the
invocation of the downstream API will run to completion without timing out due to its unreliable SLA
times. If the response time crosses 10 seconds then the request may time out.
The main impact due to this is that a proper SLA for the upstream API CANNOT be provided.
Reference:
https://docs.mulesoft.com/http-connector/1.5/http-documentation#parameters-3

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Question 3

What best explains the use of auto-discovery in API implementations?

  • A. It makes API Manager aware of API implementations and hence enables it to enforce policies
  • B. It enables Anypoint Studio to discover API definitions configured in Anypoint Platform
  • C. It enables Anypoint Exchange to discover assets and makes them available for reuse
  • D. It enables Anypoint Analytics to gain insight into the usage of APIs
Answer:

A


Explanation:
Correct Answer: It makes API Manager aware of API implementations and hence enables it to
enforce policies.
*****************************************
>> API Autodiscovery is a mechanism that manages an API from API Manager by pairing the
deployed application to an API created on the platform.
>> API Management includes tracking, enforcing policies if you apply any, and reporting API
analytics.
>> Critical to the Autodiscovery process is identifying the API by providing the API name and version.
References:
https://docs.mulesoft.com/api-manager/2.x/api-auto-discovery-new-concept
https://docs.mulesoft.com/api-manager/1.x/api-auto-discovery
https://docs.mulesoft.com/api-manager/2.x/api-auto-discovery-new-concept

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Question 4

What should be ensured before sharing an API through a public Anypoint Exchange portal?

  • A. The visibility level of the API instances of that API that need to be publicly accessible should be set to public visibility
  • B. The users needing access to the API should be added to the appropriate role in Anypoint Platform
  • C. The API should be functional with at least an initial implementation deployed and accessible for users to interact with
  • D. The API should be secured using one of the supported authentication/authorization mechanisms to ensure that data is not compromised
Answer:

A


Explanation:

Correct Answer: The visibility level of the API instances of that API that need to be publicly accessible
should be set to public visibility.
*****************************************
Reference:
https://docs.mulesoft.com/exchange/to-share-api-asset-to-portal
https://docs.mulesoft.com/exchange/to-share-api-asset-to-portal

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Question 5

Refer to the exhibit.

A RAML definition has been proposed for a new Promotions Process API, and has been published to
Anypoint Exchange.
The Marketing Department, who will be an important consumer of the Promotions API, has
important requirements and expectations that must be met.
What is the most effective way to use Anypoint Platform features to involve the Marketing
Department in this early API design phase?
A) Ask the Marketing Department to interact with a mocking implementation of the API using the
automatically generated API Console

B) Organize a design workshop with the DBAs of the Marketing Department in which the database
schema of the Marketing IT systems is translated into RAML

C) Use Anypoint Studio to Implement the API as a Mule application, then deploy that API
implementation to CloudHub and ask the Marketing Department to interact with it

D) Export an integration test suite from API designer and have the Marketing Department execute
the tests In that suite to ensure they pass

  • A. Option A
  • B. Option B
  • C. Option C
  • D. Option D
Answer:

A


Explanation:
Correct Answer: Ask the Marketing Department to interact with a mocking implementation of the
API using the automatically generated API Console.
*****************************************
As per MuleSoft's IT Operating Model:
>> API consumers need NOT wait until the full API implementation is ready.
>> NO technical test-suites needs to be shared with end users to interact with APIs.
>> Anypoint Platform offers a mocking capability on all the published API specifications to Anypoint
Exchange which also will be rich in documentation covering all details of API functionalities and
working nature.
>> No needs of arranging days of workshops with end users for feedback.
API consumers can use Anypoint Exchange features on the platform and interact with the API using
its mocking feature. The feedback can be shared quickly on the same to incorporate any changes.

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Question 6

Refer to the exhibit.

what is true when using customer-hosted Mule runtimes with the MuleSoft-hosted Anypoint
Platform control plane (hybrid deployment)?

  • A. Anypoint Runtime Manager initiates a network connection to a Mule runtime in order to deploy Mule applications
  • B. The MuleSoft-hosted Shared Load Balancer can be used to load balance API invocations to the Mule runtimes
  • C. API implementations can run successfully in customer-hosted Mule runtimes, even when they are unable to communicate with the control plane
  • D. Anypoint Runtime Manager automatically ensures HA in the control plane by creating a new Mule runtime instance in case of a node failure
Answer:

C


Explanation:
Correct Answer: API implementations can run successfully in customer-hosted Mule runtimes, even
when they are unable to communicate with the control plane.
*****************************************
>> We CANNOT use Shared Load balancer to load balance APIs on customer hosted runtimes

>> For Hybrid deployment models, the on-premises are first connected to Runtime Manager
using Runtime Manager agent. So, the connection is initiated first from On-premises to Runtime
Manager. Then all control can be done from Runtime Manager.
>> Anypoint Runtime Manager CANNOT ensure automatic HA. Clusters/Server Groups etc should be
configured before hand.
Only TRUE statement in the given choices is, API implementations can run successfully in customer-
hosted Mule runtimes, even when they are unable to communicate with the control plane. There are
several references below to justify this statement.
References:
https://docs.mulesoft.com/runtime-manager/deployment-strategies#hybrid-deployments
https://help.mulesoft.com/s/article/On-Premise-Runtimes-Disconnected-From-US-Control-Plane-
June-18th-2018
https://help.mulesoft.com/s/article/Runtime-Manager-cannot-manage-On-Prem-Applications-and-
Servers-from-US-Control-Plane-June-25th-2019
https://help.mulesoft.com/s/article/On-premise-Runtimes-Appear-Disconnected-in-Runtime-
Manager-May-29th-2018

============================

============================

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Question 7

A System API is designed to retrieve data from a backend system that has scalability challenges.
What API policy can best safeguard the backend system?

  • A. IPwhitelist
  • B. SLA-based rate limiting
  • C. Auth 2 token enforcement
  • D. Client ID enforcement
Answer:

B


Explanation:
Correct Answer: SLA-based rate limiting
*****************************************
>> Client Id enforement policy is a "Compliance" related NFR and does not help in maintaining the
"Quality of Service (QoS)". It CANNOT and NOT meant for protecting the backend systems from
scalability challenges.
>> IP Whitelisting and OAuth 2.0 token enforcement are "Security" related NFRs and again does not
help in maintaining the "Quality of Service (QoS)". They CANNOT and are NOT meant for protecting
the backend systems from scalability challenges.
Rate Limiting, Rate Limiting-SLA, Throttling, Spike Control are the policies that are "Quality of Service
(QOS)" related NFRs and are meant to help in protecting the backend systems from getting
overloaded.
https://dzone.com/articles/how-to-secure-apis

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Question 8

Refer to the exhibit.

What is a valid API in the sense of API-led connectivity and application networks?
A) Java RMI over TCP

B) Java RMI over TCP

C) CORBA over HOP

D) XML over UDP

  • A. Option A
  • B. Option B
  • C. Option C
  • D. Option D
Answer:

D


Explanation:
Correct Answer: XML over HTTP
*****************************************
>> API-led connectivity and Application Networks urge to have the APIs on HTTP based protocols for
building most effective APIs and networks on top of them.
>> The HTTP based APIs allow the platform to apply various varities of policies to address many NFRs
>> The HTTP based APIs also allow to implement many standard and effective implementation
patterns that adhere to HTTP based w3c rules.

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Question 9

Refer to the exhibit.

Three business processes need to be implemented, and the implementations need to communicate
with several different SaaS applications.
These processes are owned by separate (siloed) LOBs and are mainly independent of each other, but
do share a few business entities. Each LOB has one development team and their own budget
In this organizational context, what is the most effective approach to choose the API data models for
the APIs that will implement these business processes with minimal redundancy of the data models?
A) Build several Bounded Context Data Models that align with coherent parts of the business
processes and the definitions of associated business entities

B) Build distinct data models for each API to follow established micro-services and Agile API-centric
practices

C) Build all API data models using XML schema to drive consistency and reuse across the
organization

D) Build one centralized Canonical Data Model (Enterprise Data Model) that unifies all the data types
from all three business processes, ensuring the data model is consistent and non-redundant

  • A. Option A
  • B. Option B
  • C. Option C
  • D. Option D
Answer:

A


Explanation:
Correct Answer: Build several Bounded Context Data Models that align with coherent parts of the
business processes and the definitions of associated business entities.
*****************************************
>> The options w.r.t building API data models using XML schema/ Agile API-centric practices are
irrelevant to the scenario given in the question. So these two are INVALID.
>> Building EDM (Enterprise Data Model) is not feasible or right fit for this scenario as the teams and
LOBs work in silo and they all have different initiatives, budget etc.. Building EDM needs intensive
coordination among all the team which evidently seems not possible in this scenario.
So, the right fit for this scenario is to build several Bounded Context Data Models that align with
coherent parts of the business processes and the definitions of associated business entities.

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Question 10

What best describes the Fully Qualified Domain Names (FQDNs), also known as DNS entries, created
when a Mule application is deployed to the CloudHub Shared Worker Cloud?

  • A. A fixed number of FQDNs are created, IRRESPECTIVE of the environment and VPC design
  • B. The FQDNs are determined by the application name chosen, IRRESPECTIVE of the region
  • C. The FQDNs are determined by the application name, but can be modified by an administrator after deployment
  • D. The FQDNs are determined by both the application name and the Anypoint Platform organization
Answer:

B


Explanation:
Correct Answer: The FQDNs are determined by the application name chosen, IRRESPECTIVE of the
region
*****************************************
>> When deploying applications to Shared Worker Cloud, the FQDN are always determined by
application name chosen.
>> It does NOT matter what region the app is being deployed to.
>> Although it is fact and true that the generated FQDN will have the region included in it (Ex: exp-
salesorder-api.au-s1.cloudhub.io), it does NOT mean that the same name can be used when
deploying to another CloudHub region.
>> Application name should be universally unique irrespective of Region and Organization and solely
determines the FQDN for Shared Load Balancers.

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