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  • Exam Name: MuleSoft Certified Integration Architect - Level 1 MAINTENANCE
  • Last Update: Oct 16, 2025
  • Questions and Answers: 116
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MCIA-Level-1-Maintenance Practice Exam Questions with Answers MuleSoft Certified Integration Architect - Level 1 MAINTENANCE Certification

Question # 6

The ABC company has an Anypoint Runtime Fabric on VMs/Bare Metal (RTF-VM) appliance installed on its own customer-hosted AWS infrastructure.

Mule applications are deployed to this RTF-VM appliance. As part of the company standards, the Mule application logs must be forwarded to an external log management tool (LMT).

Given the company's current setup and requirements, what is the most idiomatic (used for its intended purpose) way to send Mule application logs to the external LMT?

A.

In RTF-VM, install and configure the external LTM's log-forwarding agent

B.

In RTF-VM, edit the pod configuration to automatically install and configure an Anypoint Monitoring agent

C.

In each Mule application, configure custom Log4j settings

D.

In RTF-VM. configure the out-of-the-box external log forwarder

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Question # 7

A customer wants to use the mapped diagnostic context (MDC) and logging variables to enrich its logging and improve tracking by providing more context in the logs.

The customer also wants to improve the throughput and lower the latency of message processing.

As an Mulesoft integration architect can you advise, what should the customer implement to meet these requirements?

A.

Use synchronous logging and use pattern layout with [%MDC] in the log4j2.xml configuration file and then configure the logging variables

B.

Useasync logger at the level greater than INFO and use pattern layout with [%MDC] in the log4j2,xml configuration file and then configure the logging variables

C.

Useasync logger at the level equal to DEBUG orTRACEand use pattern

layout with [%MDC] in the log4j2.xml configuration file and then configure the logging variables

D.

Use synchronous logging at the INFO DEBUG or Trace level and use pattern layout with [%MDC] in the log4j2.xml configuration file and then configure the logging variables

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Question # 8

A Mule application is built to support a local transaction for a series of operations on a single database. The Mule application has a Scatter-Gather that participates in the local transaction.

What is the behavior of the Scatter-Gather when running within this local transaction?

A.

Execution of each route within the Scatter-Gather occurs sequentially

Any error that occurs inside the Scatter-Gather will result in a rollback of all the database operations

B.

Execution of all routes within the Scatter-Gather occurs in parallel

Any error that occurs inside the Scatter-Gather will result in a rollback of all the database operations

C.

Execution of each route within the Scatter-Gather occurs sequentially

Any error that occurs inside the Scatter-Gather will NOT result in a rollback of any of the database operations

D.

Execution of each route within the Scatter-Gather occurs in parallel

Any error that occurs inside the Scatter-Gather will NOT result in a rollback of any of the database operations

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Question # 9

As a part of project , existing java implementation is being migrated to Mulesoft. Business is very tight on the budget and wish to complete the project in most economical way possible.

Canonical object model using java is already a part of existing implementation. Same object model is required by mule application for a business use case. What is the best way to achieve this?

A.

Make use of Java module

B.

Create similar model for Mule applications

C.

Create a custom application to read Java code and make it available for Mule application

D.

Use Anypoint exchange

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Question # 10

As an enterprise architect, what are the two reasons for which you would use a canonical data model in the new integration project using Mulesoft Anypoint platform ( choose two answers )

A.

To have consistent data structure aligned in processes

B.

To isolate areas within a bounded context

C.

To incorporate industry standard data formats

D.

There are multiple canonical definitions of each data type

E.

Because the model isolates the back and systems and support mule applications from change

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Question # 11

What is maximum vCores can be allocated to application deployed to CloudHub?

A.

1 vCores

B.

2 vCores

C.

4 vCores

D.

16 vCores

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Question # 12

A manufacturing company is planning to deploy Mule applications to its own Azure Kubernetes Service infrastructure.

The organization wants to make the Mule applications more available and robust by deploying each Mule application to an isolated Mule runtime in a Docker container while managing all the Mule applications from the MuleSoft-hosted control plane.

What is the most idiomatic (used for its intended purpose) choice of runtime plane to meet these organizational requirements?

A.

Anypoint Platform Private Cloud Edition

B.

Anypoint Runtime Fabric

C.

CloudHub

D.

Anypoint Service Mesh

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Question # 13

A Mule application is synchronizing customer data between two different database systems.

What is the main benefit of using eXtended Architecture (XA) transactions over local transactions to synchronize these two different database systems?

A.

An XA transaction synchronizes the database systems with the least amount of Mule configuration or coding

B.

An XA transaction handles the largest number of requests in the shortest time

C.

An XA transaction automatically rolls back operations against both database systems if any operation falls

D.

An XA transaction writes to both database systems as fast as possible

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Question # 14

An organization designing a hybrid, load balanced, single cluster production environment. Due to performance service level agreement goals, it is looking into running the Mule applications in an active-active multi node cluster configuration.

What should be considered when running its Mule applications in this type of environment?

A.

All event sources, regardless of time , can be configured as the target source by the primary node in the cluster

B.

An external load balancer is required to distribute incoming requests throughout the cluster nodes

C.

A Mule application deployed to multiple nodes runs in an isolation from the other nodes in the cluster

D.

Although the cluster environment is fully installed configured and running, it will not process any requests until an outage condition is detected by the primary node in the cluster.

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Question # 15

When the mule application using VM is deployed to a customer-hosted cluster or multiple cloudhub workers, how are messages consumed by the Mule engine?

A.

in non-deterministic way

B.

by starting an XA transaction for each new message

C.

in a deterministic way

D.

the primary only in order to avoid duplicate processing

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Question # 16

One of the backend systems involved by the API implementation enforces rate limits on the number of request a particle client can make.

Both the back-end system and API implementation are deployed to several non-production environments including the staging environment and to a particular production environment. Rate limiting of the back-end system applies to all non-production environments.

The production environment however does not have any rate limiting.

What is the cost-effective approach to conduct performance test of the API implementation in the non-production staging environment?

A.

Including logic within the API implementation that bypasses in locations of the back-end system in the staging environment and invoke a Mocking service that replicates typical back-end system responses

Then conduct performance test using this API implementation

B.

Use MUnit to simulate standard responses from the back-end system.

Then conduct performance test to identify other bottlenecks in the system

C.

Create a Mocking service that replicates the back-end system's

production performance characteristics

Then configure the API implementation to use the mocking

service and conduct the performance test

D.

Conduct scaled-down performance tests in the staging environment against rate-limiting back-end system. Then upscale performance results to full production scale

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Question # 17

An organization is designing Mule application which connects to a legacy backend. It has been reported that backend services are not highly available and experience downtime quite often. As an integration architect which of the below approach you would propose to achieve high reliability goals?

A.

Alerts can be configured in Mule runtime so that backend team can be communicated when services are down

B.

Until Successful scope can be implemented while calling backend API's

C.

On Error Continue scope to be used to call in case of error again

D.

Create a batch job with all requests being sent to backend using that job as per the availability of backend API's

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Question # 18

A project team uses RAML specifications to document API functional requirements and deliver API definitions. As per the current legal requirement, all designed API definitions to be augmented with an additional non-functional requirement to protect the services from a high rate of requests according to define service level agreements.

Assuming that the project is following Mulesoft API governance and policies, how should the project team convey the necessary non-functional requirement to stakeholders?

A.

Create proxies in API manager for the non functional requirement and publish to exchange

B.

Add all non functional requirements as comments to RAML specification and publish to exchange

C.

Create various SLA's in API manager for the non functional requirement and publish to exchange

D.

Update API definitions with the fragment for the appropriate policy and publish to exchange

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Question # 19

A mule application designed to fulfil two requirements

a) Processing files are synchronously from an FTPS server to a back-end database using VM intermediary queues for load balancing VM events

b) Processing a medium rate of records from a source to a target system using batch job scope

Considering the processing reliability requirements for FTPS files, how should VM queues be configured for processing files as well as for the batch job scope if the application is deployed to Cloudhub workers?

A.

Use Cloud hub persistent queues for FTPS files processing

There is no need to configure VM queues for the batch jobs scope as it uses by default the worker's disc for VM queueing

B.

Use Cloud hub persistent VM queue for FTPS file processing

There is no need to configure VM queues for the batch jobs scope as it uses by default the worker's JVM memory for VM queueing

C.

Use Cloud hub persistent VM queues for FTPS file processing

Disable VM queue for the batch job scope

D.

Use VM connector persistent queues for FTPS file processing Disable VM queue for the batch job scope

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Question # 20

Mule application is deployed to Customer Hosted Runtime. Asynchronous logging was implemented to improved throughput of the system. But it was observed over the period of time that few of the important exception log messages which were used to rollback transactions are not working as expected causing huge loss to the Organization. Organization wants to avoid these losses. Application also has constraints due to which they cant compromise on throughput much. What is the possible option in this case?

A.

Logging needs to be changed from asynchronous to synchronous

B.

External log appender needs to be used in this case

C.

Persistent memory storage should be used in such scenarios

D.

Mixed configuration of asynchronous or synchronous loggers should be used to log exceptions via synchronous way

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Question # 21

An API has been updated in Anypoint Exchange by its API producer from version 3.1.1 to 3.2.0 following accepted semantic versioning practices and the changes have been communicated via the API's public portal. The API endpoint does NOT change in the new version. How should the developer of an API client respond to this change?

A.

The update should be identified as a project risk and full regression testing of the functionality that uses this API should be run.

B.

The API producer should be contacted to understand the change to existing functionality.

C.

The API producer should be requested to run the old version in parallel with the new one.

D.

The API client code ONLY needs to be changed if it needs to take advantage of new features.

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Question # 22

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 Mule plugin project with all the dependencies and add it as a dependency in each application's POM.xml file

B.

Create a mule domain project with all the dependencies define in its POM.xml file and add each application to the domain Project

C.

Add all dependencies in each application's POM.xml file

D.

Create a parent POM of all the required dependencies and reference each in each application's POM.xml file

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Question # 23

What is a key difference between synchronous and asynchronous logging from Mule applications?

A.

Synchronous logging writes log messages in a single logging thread but does not block the Mule event being processed by the next event processor

B.

Asynchronous logging can improve Mule event processing throughput while also reducing the processing time for each Mule event

C.

Asynchronous logging produces more reliable audit trails with more accurate timestamps

D.

Synchronous logging within an ongoing transaction writes log messages in the same thread that processes the current Mule event

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Question # 24

An organization is successfully using API led connectivity, however, as the application network grows, all the manually performed tasks to publish share and discover, register, apply policies to, and deploy an API are becoming repetitive pictures driving the organization to automate this process using efficient CI/'CD pipeline. Considering Anypoint platforms capabilities how should the organization approach automating is API lifecycle?

A.

Use runtime manager rest apis for API management and mavenforAPI deployment

B.

Use Maven with a custom configuration required for the API lifecycle

C.

Use Anypoint CLI or Anypoint Platform REST apis with scripting language such as groovy

D.

Use Exchange rest api's for API management and MavenforAPI deployment

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Question # 25

Refer to the exhibit.

MCIA-Level-1-Maintenance question answer

The HTTP Listener and the Logger are being handled from which thread pools respectively?

A.

CPU_INTENSIVE and Dedicated Selector pool

B.

UBER and NONBLOCKING

C.

Shared Selector Pool and CPU LITE

D.

BLOCKING _IO and UBER

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Question # 26

Mule application muleA deployed in cloudhub uses Object Store v2 to share data across instances. As a part of new requirement , application muleB which is deployed in same region wants to access this Object Store.

Which of the following option you would suggest which will have minimum latency in this scenario?

A.

Object Store REST API

B.

Object Store connector

C.

Both of the above option will have same latency

D.

Object Store of one mule application cannot be accessed by other mule application.

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Question # 27

An organization has defined a common object model in Java to mediate the communication between different Mule applications in a consistent way. A Mule application is being built to use this common object model to process responses from a SOAP API and a REST API and then write the processed results to an order management system.

The developers want Anypoint Studio to utilize these common objects to assist in creating mappings for various transformation steps in the Mule application.

What is the most idiomatic (used for its intended purpose) and performant way to utilize these common objects to map between the inbound and outbound systems in the Mule application?

A.

Use JAXB (XML) and Jackson (JSON) data bindings

B.

Use the WSS module

C.

Use the Java module

D.

Use the Transform Message component

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Question # 28

A leading e-commerce giant will use Mulesoft API's on runtime fabric (RTF) to process customer orders. Some customer's sensitive information such as credit card information is also there as a part of a API payload.

What approach minimizes the risk of matching sensitive data to the original and can convert back to the original value whenever and wherever required?

A.

Apply masking to hide the sensitive information and then use API

B.

manager to detokenize the masking format to return the original value

C.

create a tokenization format and apply a tokenization policy to the API Gateway

D.

Used both masking and tokenization

E.

Apply a field level encryption policy in the API Gateway

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Question # 29

Insurance organization is planning to deploy Mule application in MuleSoft Hosted runtime plane. As a part of requirement , application should be scalable . highly available. It also has regulatory requirement which demands logs to be retained for at least 2 years. As an Integration Architect what step you will recommend in order to achieve this?

A.

It is not possible to store logs for 2 years in CloudHub deployment. External log management system is required.

B.

When deploying an application to CloudHub , logs retention period should be selected as 2 years

C.

When deploying an application to CloudHub, worker size should be sufficient to store 2 years data

D.

Logging strategy should be configured accordingly in log4j file deployed with the application.

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Question # 30

An organization has just developed a Mule application that implements a REST API. The mule application will be deployed to a cluster of customer hosted Mule runtimes.

What additional infrastructure component must the customer provide in order to distribute inbound API requests across the Mule runtimes of the cluster?

A.

A message broker

B.

An HTTP Load Balancer

C.

A database

D.

An Object Store

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Question # 31

The implementation of a Process API must change. What is a valid approach that minimizes the impact of this change on API clients?

A.

Implement required changes to the Process API implementation so that whenever possible, the Process API's RAML definition remains unchanged

B.

Update the RAML definition of the current Process API and notify API client developers by sending them links to the updated RAML definition

C.

Postpone changes until API consumers acknowledge they are ready to migrate to a new Process API or API version

D.

Implement the Process API changes in a new API implementation, and have the old API implementation return an HTTP status code 301 - Moved Permanently to inform API clients they should be calling the new API implementation

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Question # 32

An organization has implemented the cluster with two customer hosted Mule runtimes is hosting an application.

This application has a flow with a JMS listener configured to consume messages from a queue destination. As an integration architect can you advise which JMS listener configuration must be used to receive messages in all the nodes of the cluster?

A.

Use the parameter primaryNodeOnly= "false" on the JMS listener

B.

Use the parameter primaryNodeOnly= "false" on the JMS listener with a shared subscription

C.

Use the parameter primaryNodeOnly= "true" on the JMS listener with a non­shared subscription

D.

Use the parameter primaryNodeOnly= "true" on the JMS listener

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Question # 33

In one of the critical payment related mule application, transaction is being used . As an enhancement to implementation , scatter gather route is introduced which is also the part of transaction group. Scatter gather route has 4 routes.

What will be the behavior of the Mule application in case of error occurs in 4th route of the scatter-gather router and transaction needs to be rolled back?

A.

Only errored route will be rolled back

B.

All routes will be rolled back

C.

Scatter Gather router cannot be part of transaction

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Question # 34

As a part of business requirement , old CRM system needs to be integrated using Mule application. CRM system is capable of exchanging data only via SOAP/HTTP protocol. As an integration architect who follows API led approach , what is the the below step you will perform so that you can share document with CRM team?

A.

Create RAML specification using Design Center

B.

Create SOAP API specification using Design Center

C.

Create WSDL specification using text editor

D.

Create WSDL specification using Design Center

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