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Salesforce Salesforce-MuleSoft-Developer-I Exam Prep
Salesforce Certified MuleSoft Developer I (Page 2 )

Updated On: 21-Sep-2026

Viewing Page 2 of 48 pages.

Download PDF version with 235 Questions

QUESTION: 1

Refer to the exhibit.

What expression correctly specifies input parameters to pass the city and state values to the SQL query?

Answer(s): A

Explanation:

MuleSoft Documentation Reference : https://docs.mulesoft.com/db-connector/1.9/database- connector-select

Show Answer Next Question

QUESTION: 2

A Mule flow has three Set Variable transformers.
What global data structure can be used to access the variables?

Mule event attributes
Mule event message
Mule application properties
Mule event

Answer(s): D

Explanation:

Mule event is correct answer. Mule event has two parts which are as follows
1) Message (which contains payload and attributes like headers and query/uri parameters
2) Variables

Show Answer Next Question

QUESTION: 3

In an application network. If the implementation but not the interface of a product API changes, what needs to be done to the other APIs that consume the product API?

The applications associated with the other APIs must be restarted
The applications associated with the other APIs must be recoded
The other APIs must be updated to consume the updated product API
Nothing needs to be changed in the other APIs or their associated applications

Answer(s): D

Explanation:

Correct answer is Nothing needs to be changed in the other APIs or their associated applications This is the benefit of having separate interface layer. As there are no changes to interface, no changes are required on the API's which consumes this API in context

Show Answer Next Question

QUESTION: 4

Refer to the exhibit.

What is the response to a web client request to http://localhost:8081?

After
before
Validation Error
null

Answer(s): C

Explanation:

Show Answer Next Question

QUESTION: 5

Refer to the exhibits.

The two Mule configuration files belong to the same Mule project. Each HTTP Listener is configured with the same host string and the port number, path, and operation values are shown in the display names.
What is the minimum number of global elements that must be defined to support all these HTTP Listeners?

Answer(s): C

Explanation:

In this case three configurations will be required each for port 8000, 6000 and 7000. There would be three global elements defined for HTTP connections. Each HTTP connection will have host and port. One example shown below with host as localhost and port 6000

To use an HTTP listener, you need to declare a configuration with a corresponding connection. This declaration establishes the HTTP server that will listen to requests. Additionally, you can configure a base path that applies to all listeners using the configuration. <http:listener-config name="HTTP_Listener_config" basePath="api/v1"> <http:listener-connection host="0.0.0.0" port="8081" />

</http:listener-config>

https://docs.mulesoft.com/http-connector/1.6/http-listener-ref#http-listener-configuration

Show Answer Next Question

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Salesforce-MuleSoft-Developer-I AI Verifications

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United States

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Unicast on: July 13, 2026
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Sysctl on: July 02, 2026
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Sweden

AI Explanation - verified by 8vot4a8c9g on: September 16, 2026
Question 45:
Question 45’s stated answer appears to be wrong. The answer key selects D, but based on the equivalence classes shown in the explanation, B is the correct choice.
The four classes are:

x = -100

-100 < x < 100

100 = x < 1000

x = 1000

Option B gives:

-500 ? class 1

0 ? class 2

100 ? class 3

1000 ? class 4

Thus, it supplies one representative value from every equivalence class.
Option D (-1000; -100; 100; 1000) does not cover the second class, because -100 belongs to the first class (x = -100).
Correct answer: B, assuming the class definitions in the page explanation are accurate. The explanation’s claim that D includes 500 and 1500 also conflicts with the values actually listed for D.
Hyderabad, India

AI Explanation - verified by User8622 on: September 23, 2026
Question 8:
Correct answers: B. Deterrent and F. Detective

Deterrent control: The signs warning that people may be filmed can discourage unauthorized or malicious activity. They do not directly stop the action; they influence behavior.

Detective control: CCTV records or monitors activity so security personnel can identify events or investigate them afterward.

Why the others do not fit:

Preventive: Stops an incident from occurring, such as access control.

Corrective: Restores systems after an incident.

Directive: Instructs people to behave in a certain way, such as a security policy.

Compensating: An alternative control used when the preferred control is not feasible.

The answer key’s B and F is correct.
Atlanta, United States

AI Explanation - verified by User3107 on: September 17, 2026
Question 44:
Correct answer: C — AWS Organizations
AWS Organizations can be used at no additional charge. It lets you centrally manage multiple AWS accounts, organize them into groups, apply service control policies, and consolidate billing.
Why the others are not best:

Amazon SageMaker — charges apply for compute, storage, and other resources used.

AWS Config — generally charges for configuration recording and rule evaluations.

Amazon CloudWatch — has a limited free tier, but many metrics, logs, alarms, and API usage can incur charges.

The key wording is “at no additional cost”, meaning the service itself does not charge a separate fee. Resources or services managed through Organizations may still generate normal AWS charges.
Bengaluru, India

AI Explanation - verified by User8449 on: September 01, 2026
Question 23:
Correct answer: D — Hashing
Hashing creates a fixed-length integrity value for the source code. Tom can compare the current file’s hash with a trusted baseline hash:

Matching hashes suggest the file has not changed.

Different hashes indicate that the file was modified, whether authorized or unauthorized.

Why the others are weaker:

Backup: Helps recover the previous version but does not identify or stop unauthorized changes.

File labels: Classify or mark files; they do not verify integrity.

Security audit: May discover weaknesses or improper changes, but is periodic and not a direct technical integrity control.

Important nuance: Hashing primarily detects unauthorized modification rather than preventing it. In a real DevOps environment, prevention would also involve version control, access restrictions, code review, and change management. Given these choices, hashing is the best answer because it provides reliable change detection.
Lisbon, Portugal

AI Explanation - verified by janapatimanikanta16 on: September 02, 2026
Question 42:
Correct answer: A and B — Code suggestions and Chat
When using a supported GitHub Copilot extension in Visual Studio, VS Code, or JetBrains IDEs, Copilot Individual provides:

Code suggestions: Inline completions as you write code, such as lines, functions, or blocks.

Chat: An interactive interface for asking questions, explaining code, generating code, and helping with debugging.

The other options don’t fit:

Knowledge Base: Not listed as a standard Copilot Individual IDE feature in this context.

Pull Request Diff Analysis: More closely associated with GitHub-based code review or pull-request features, not the core Individual IDE extension capabilities.

Hyderabad, India

AI Explanation - verified by User6412 on: September 06, 2026
Question 16:
Question 16: Correct answer — No (B).
The proposed solution is to include Azure API Management, but that service manages and publishes APIs. It is not the appropriate tool for automatically creating sets of Azure resources.
For repeatable automated deployments, use:

Azure Resource Manager (ARM) templates

Or, in newer Azure terminology, Bicep files

A reusable template can define the identical resources required by each business unit. You can then deploy it repeatedly, changing only parameters such as the business unit name or location.
So, the solution does not meet the goal because API Management is unrelated to infrastructure provisioning.
Paris, France

AI Explanation - verified by User2959 on: September 17, 2026
Question 1:
With the identities you provided, User1 only is the correct answer.

User1 (user1@contoso.com) — This is an external guest in the Fabrikam tenant. Assuming the guest uses email one-time passcode authentication, Azure AD emails a passcode to user1@contoso.com.

User2 (user2@outlook.com) — An Outlook.com address can authenticate with a Microsoft account, so Azure AD uses that account’s authentication rather than sending an email OTP. The fact that User2 has never accessed Fabrikam resources does not by itself trigger OTP.

User3 (user3@fabrikam.com) — This is an internal Fabrikam user, so the user signs in with the organization’s normal credentials and does not receive a guest OTP.

Therefore, the answer key’s User1 only is consistent with these identities. The important distinction is that guest status alone is not enough—OTP is used when the external user does not have another supported sign-in identity.
Amsterdam, The Netherlands

AI Explanation - verified by abhijit_hit on: September 16, 2026
Question 83:
???? ?????: D — AWS Compute Optimizer ???????
AWS Compute Optimizer ????????? ??????? ???????????????? ??? resource-?? utilization ???????? ??? ????:

Amazon EC2 instances — ???????? ?? ?? ??????? CPU, memory ??? instance size ???????? ???????

AWS Lambda functions — memory configuration ?????????? ???????

Amazon EBS volumes — volume type ?? size optimize ???? ???????

??????? ECS workloads — resource configuration ? cost optimization-?? ???????

??? historical utilization metrics ???????? ??? ??? resource resize ?? configuration ?????????? recommendations ????? ??? ???? code ????? ??? ??—? ?????? ??? least development effort?
???????? ??? ????

Memory ? compute usage ?????????? ???? custom code ????? ???? development ? maintenance ??????

Cost allocation tags ???? ????? ??? ?????? ???? ??????? ???; inefficient resource ??????? ?? recommendation ???? ???

CloudTrail resource ???? ?? API activity ??????, resource utilization ????

???: Compute Optimizer recommendation ???? resource-?????? ??????? configuration-? ????? ??? ???????? historical metrics ?????? ???? ????
Kolkata, India

AI Explanation - verified by User4059 on: September 02, 2026
Question 9:
Correct answer: A — vBond
In Cisco SD-WAN, the components have distinct roles:

vBond — orchestration plane: Authenticates devices, helps them discover each other, and assists with NAT traversal and initial control-connection setup.

vSmart — control plane: Distributes routing and policy information to WAN Edge devices using the overlay control plane.

vManage — management plane: Provides centralized configuration, monitoring, and orchestration through its GUI/API.

WAN Edge — data plane: Forwards user traffic across the SD-WAN fabric.

The term orchestration points directly to vBond, which acts as the initial coordination point when SD-WAN devices join and establish their overlay relationships.
Frankfurt Am Main, Germany

AI Explanation - verified by User3350 on: September 20, 2026
Question 18:
Correct answer: C — try to expand its customer base to avoid becoming dependent on the corporation.
The passage warns that a minority-owned business may become dependent on one large corporate customer. If that customer reduces its orders or ends the relationship, the small business could suffer serious financial problems. The business might also become complacent and stop seeking other opportunities.
Therefore, it should develop relationships with additional customers, even though it may have to compete with larger, established companies.
Why the other choices are wrong:

A: Not expanding would increase its dependence.

B: More business from the same corporation would make dependence worse.

D: Passing work to other minority businesses does not solve its own dependence.

E: The passage does not suggest that it can force or influence the corporation to give work to others.

Lagos, Nigeria

AI Explanation - verified by User3627 on: September 21, 2026
Question 11:
Correct answer: C — The log is updated every 10 minutes or when 20 MB of accounting data is collected, whichever occurs first.
When Accounting is enabled, the Security Gateway collects traffic-usage information before writing it to the management log. This data is not necessarily written continuously.
The update occurs when either condition is met:

10 minutes have elapsed, or

20 MB of accounting data has accumulated

Therefore, a large amount of traffic can cause an update before the 10-minute interval. The interval is not a configurable firewall kernel parameter, and it does not depend on Management Server process load.
Ulan Bator, Mongolia

AI Explanation - verified by User8125 on: September 09, 2026
Question 49:
La risposta corretta è C. DRP (Disaster Recovery Plan).
Un DRP descrive le procedure da seguire dopo un disastro per ripristinare sistemi, infrastrutture e servizi essenziali. Nel caso della municipalità, il tornado ha distrutto il data center principale, quindi il personale deve attivare il piano di disaster recovery, ad esempio utilizzando un sito alternativo o sistemi di backup.
Le altre opzioni:

BCP (Business Continuity Plan): è più ampio e mira a mantenere le funzioni essenziali dell’organizzazione durante un’interruzione. Il DRP è una componente più specifica del BCP.

Communication plan: stabilisce come comunicare con dipendenti, cittadini e altre parti interessate, ma non ripristina i sistemi.

IRP (Incident Response Plan): gestisce la risposta iniziale a un incidente di sicurezza, come un attacco informatico, non principalmente il recupero da un disastro fisico.

Da ricordare: DRP = ripristino dopo un disastro; BCP = continuità complessiva delle attività.
Rome, Italy

AI Explanation - verified by khamankopane66 on: September 14, 2026
Question 8:
Question 8 tests the control environment—management’s attitudes and actions toward controls, risk and ethical behaviour.
The manager:

Suspended an operator who correctly refused to use unsafe equipment.

Rewarded another operator for using the equipment despite the broken safety guard.

This sends a clear message that meeting production targets is more important than health and safety.
Therefore, the correct answers are:

A — Management is not particularly concerned with managing risks.

The manager knowingly allowed an unsafe risk to continue.

B — Employees will perceive that management does not care about health and safety risks.

Management’s actions communicate its real priorities more strongly than its policies.

C — This factory’s safety record is likely to be poor.

Employees may copy the rewarded behaviour and ignore safety procedures, increasing accidents and injuries.
D is not a suitable conclusion: although employees may be motivated to maintain productivity, they are being motivated in an unsafe and inappropriate way. E is clearly false because management’s attitude is neither proportionate nor considered.
Maseru, Lesotho

AI Explanation - verified by pikej74485 on: September 21, 2026
Question 198:
Correct answers: A — Namespace and B — Time
The Checkpoints tab in the Developer Console shows information about checkpoints captured during Apex execution, including:

Namespace: The namespace associated with the code where the checkpoint was set.

Time: When the checkpoint was captured or executed.

The other options are not the best choices:

Exception: Exceptions are viewed through debug logs or execution results, not as the primary Checkpoints tab information.

Debug Statement: System.debug() output belongs in the Logs tab. A checkpoint captures program state, such as variables and their values, at a specific point in execution.

Chennai, India

AI Explanation - verified by User6439 on: September 09, 2026
Question 28:
Correct answers: C. Honeypots and E. DNS sinkhole
These are both active detection or deception controls that can reveal attackers after they enter a network:

Honeypots: Deliberately vulnerable or attractive systems designed to lure attackers. Legitimate users should not access them, so activity on a honeypot is a strong indicator of compromise.

DNS sinkholes: Redirect requests for known malicious domains to a controlled internal system instead of allowing the connection. This can identify infected hosts attempting to contact command-and-control infrastructure.

Why the others are incorrect:

Tokenization: Replaces sensitive data with non-sensitive tokens; it protects data but does not primarily detect attackers.

CI/CD: Automates software development and deployment processes.

Threat modeling: Identifies potential threats and weaknesses before or during system design.

Data obfuscation: Makes data harder to understand, but it is not an attacker-detection method.

The key distinction is that honeypots and DNS sinkholes can expose suspicious activity from already-compromised systems.
Amsterdam, The Netherlands

AI Explanation - verified by User6058 on: September 10, 2026
Question 141:
Correct answer: C — The high level of external failure costs is the result of a lack of expenditure on appraisal costs.
Quality costs include:

Prevention costs: Avoiding defects, such as staff training and improved product design. The company has invested in these.

Appraisal costs: Detecting defects before products reach customers, such as inspection and testing. The planned batch sampling has not been implemented.

Internal failure costs: Correcting defects found before delivery.

External failure costs: Dealing with defects after delivery, such as refunds, replacements, complaints and lost sales.

Because the company is not carrying out the planned inspections, faulty products reach customers. This creates high external failure costs, including refunds, replacements and reputational damage.
Therefore, C is the best answer. The issue is not primarily a lack of prevention spending; it is the failure to implement appraisal activities that would detect defects before dispatch.
Maseru, Lesotho

AI Explanation - verified by User9667 on: September 03, 2026
Question 24:
The answer is A: “Screen Aggregates can only be executed when explicitly called.”
This is false because Screen Aggregates are automatically executed when the screen loads, unless their execution is configured or controlled differently. You do not normally need to call them explicitly from a client action.
The other statements describe typical Screen Aggregate behavior:

Database data: Aggregates are used to retrieve structured data, commonly from entities and database sources.

Screen scope: A Screen Aggregate belongs to the screen where it is defined and is not directly reusable as a screen-level aggregate elsewhere.

Asynchronous and parallel execution: Multiple Screen Aggregates can run asynchronously and in parallel, helping the screen load data efficiently.

Therefore, the key’s answer A is consistent with OutSystems behavior.
Hyderabad, India

AI Explanation - verified by User9594 on: September 23, 2026
Question 26:
Correct answer: C. Red team
A red team acts as an attacker and performs authorized attacks against systems to determine whether a known vulnerability can actually be exploited. This validates the vulnerability’s real-world impact.

Red team: Offensive security; attempts exploitation and simulates attackers.

Blue team: Defensive security; monitors, detects, and responds to attacks.

Purple team: Combines red- and blue-team activities to improve defenses, but is not the best direct answer here.

White team: Usually oversees or coordinates an exercise, including rules of engagement and scope.

The key phrase is “determine whether systems can be exploited”—that points to offensive testing by the red team.
San Jose, United States

AI Explanation - verified by User4832 on: September 20, 2026
Question 20:
Correct answer: A and C — Disable default accounts and remove unnecessary services.
Server hardening reduces the server’s attack surface before it is deployed:

Disable default accounts: Default or unused accounts may have known usernames or predictable settings, making them targets. They should be disabled, removed, or securely configured.

Remove unnecessary services: Every running service creates potential vulnerabilities. Removing services the server does not need reduces exploitable entry points.

Why the others are less appropriate:

Add the server to the asset inventory: Important for asset management, but not a hardening step.

Document default passwords: Default passwords should be changed or eliminated—not documented for continued use.

Send server logs to the SIEM: Valuable for monitoring and detection, but generally performed as part of logging/monitoring configuration.

Join the server to the corporate domain: May be necessary operationally, but does not itself harden the server.

Lagos, Nigeria

AI Explanation - verified by n.brahm85b on: September 12, 2026
Question 255:
Question 255 tests high availability and fault tolerance for a business-critical application with a 99.999% SLA—about 5 minutes of permitted downtime per year.
I can’t see the hotspot image, so I can’t verify the exact positions, but the intended design is:

Active-active routers: Provide redundant Internet connections/devices. Both can operate, so traffic can fail over or be load-balanced.

Active-active firewalls: Avoid a single firewall becoming a failure point while maintaining security inspection.

Load balancers: Distribute requests across multiple web servers. If one server fails, traffic can go to the other.

Redundant power supplies: A server with separate power supplies should connect to independent power sources or circuits.

UPS A and UPS B: Provide backup power and redundancy. Ideally, each power supply is connected to a different UPS.

SONET ring: A ring topology provides alternate paths if a fiber link or segment fails.

The key principle is eliminating single points of failure through redundant network paths, security devices, power systems, and servers. The answer key’s explanation is broadly correct, although the exact power-supply placement depends on the missing diagram.
Cambridge, United Kingdom

AI Explanation - verified by User9407 on: September 24, 2026
Question 1:
The correct choices are C and D.

C. Case after-insert trigger that publishes a Platform Event

- A Case is created when the customer initiates an exchange or cancellation. - The trigger can identify the relevant Case type/status and publish a Platform Event. - The external analytics system subscribes to that event for near-real-time processing.

D. Custom Apex controller that publishes a Platform Event

- Clicking Authorize Exchange Product or Initiate Refund is a user-interface action, not necessarily a record insertion or update. - The menu action can call an Apex controller, which publishes a Platform Event representing the click.
Why the other choices are unsuitable:

A. Trigger with a callout: Salesforce triggers should not make direct synchronous callouts, and this tightly couples transaction processing to the external system.

B. Workflow Rule with Outbound Message: This can react to record changes, but it cannot reliably capture a user clicking a menu item. It also does not provide the same flexible event-driven model as Platform Events.

The key distinction is: Case creation is captured by a trigger; menu clicks are captured by the Apex code behind the action.
Hyderabad, India

AI Explanation - verified by User3103 on: September 01, 2026
Question 1:
Correct answer: B. Transfer
Cyber insurance is an example of risk transfer. The company shifts some of the financial impact of a risk—such as breach costs, legal fees, or recovery expenses—to an insurance provider in exchange for premiums.

Accept: Acknowledging the risk without taking additional action.

Transfer: Shifting responsibility or financial impact to another party, such as through insurance or outsourcing.

Mitigate: Reducing the likelihood or impact of the risk through controls.

Avoid: Eliminating the activity or condition that creates the risk.

Insurance does not eliminate the cyber risk itself; it primarily transfers its financial consequences.
Biloxi, United States

AI Explanation - verified by User5548 on: September 10, 2026
Question 109:
Correct answer: A — To achieve divisional autonomy.
A transfer pricing system sets the price for goods or services transferred between divisions of the same organisation. A well-designed system allows divisions to make decisions independently, negotiate or respond to market conditions, and be assessed as separate performance units.
Why the other options are incorrect:

Maintain head office control: Transfer pricing generally supports decentralisation rather than direct head-office control.

Establish centralised decision making: This conflicts with divisional autonomy.

Develop a top-down culture: Transfer pricing is intended to support empowered divisions and goal congruence, not impose purely top-down management.

Transfer pricing should also encourage goal congruence—decisions that benefit an individual division should ideally also benefit the organisation as a whole.
Maseru, Lesotho

AI Explanation - verified by ajaykamath69055 on: September 22, 2026
Question 15:
Correct answer: A — ACID transactions
Delta Lake adds ACID transaction support to data lakes. This provides:

Atomicity: a write fully succeeds or does not appear.

Consistency: table state remains valid.

Isolation: concurrent operations do not corrupt one another.

Durability: committed changes persist.

This is a major advantage over a basic data lake, where simultaneous reads and writes can result in incomplete or inconsistent data.
Why the others are less suitable:

Flexible schemas: common data lakes often support flexible or schema-on-read data.

Open-source formats: common data lakes commonly use open formats such as Parquet.

Scalable storage: cloud data lakes already provide scalable storage.

The key distinction is that Delta Lake provides database-like reliability while retaining data-lake scalability and open storage.
Chiyoda City, Japan

AI Explanation - verified by gamer1018 on: September 08, 2026
Question 4:
Correct answer: D. Shadow IT
Shadow IT is the use of hardware, software, cloud services, or network connections without the organization’s approval or security oversight.
Here, the R&D department is bypassing the company VPN when accessing company-related systems. That creates an unmanaged path around security controls and may indicate employees are using unauthorized services or configurations.
Why the others are incorrect:

Espionage: Stealing information for intelligence or competitive purposes.

Data exfiltration: Unauthorized removal or transfer of data.

Nation-state attack: An attack sponsored or conducted by a government.

Shadow IT: Unapproved technology or methods used to access organizational resources.

Broomfield, United States

AI Explanation - verified by User6296 on: September 22, 2026
Question 4:
For Question 4, use these filters in the Defender for Cloud Apps file policy:

File is shared externally ? Access level

- This filter identifies the sharing scope of a file, including files accessible to users outside the organization. - It is not the same as Collaborators, which identifies people with access but does not necessarily classify the sharing as external.

File is labeled “Internal only” ? Sensitivity label

- This filter evaluates the Microsoft Purview sensitivity label assigned to the file. - Select the label whose name is Internal only.
The stated answer appears correct:
| Condition | Filter | |---|---| | Shared externally | Access level | | Labeled Internal only | Sensitivity label |
Matched policy is not appropriate because it detects files that already match another policy; it does not directly identify external sharing or a particular sensitivity label.
Nagpur, India

AI Explanation - verified by pikej74485 on: September 21, 2026
Question 196:
Correct answer: D — <apex:stylesheet>
Use <apex:stylesheet> in a Visualforce page to reference an external CSS file:

xml <apex:page> <apex:stylesheet value="{!URLFOR($Resource.MyStyles, 'styles/main.css')}" /> </apex:page>

This is commonly used with a static resource, which is the recommended way to package CSS for Salesforce deployments.

<apex:includeScript> is for JavaScript.

<apex:includeStyle> is not a valid Visualforce component.

<apex:require> is not the Visualforce tag used to load CSS.

The value attribute specifies the CSS file’s URL.
Chennai, India

AI Explanation - verified by User3112 on: September 18, 2026
Question 20:
Correct answer: Persistence
The key clue is the use of unauthorized scheduled tasks that execute scripts during off-peak hours. Scheduled tasks are a common method attackers use to maintain access and ensure malicious code runs repeatedly, even after a reboot or when the attacker is not actively connected.
Why the other options are less suitable:

Initial Intrusion: The compromised VPN account and stolen phishing credentials describe how the attacker first gained access, but that happened months earlier.

Persistence: The scheduled tasks and recurring C2 connections show how the attacker maintained and automated continued access.

Search and Exfiltration: This would involve locating and transferring data. The scenario does not primarily describe data discovery or theft.

Cleanup: Cleanup involves removing evidence or covering tracks. Obfuscated scripts may make detection harder, but the main behavior here is maintaining access.

For exam questions, focus on the most prominent activity being described, not necessarily the earliest event in the timeline.
Monastir, Tunisia

AI Explanation - verified by molnarsignup2002 on: September 01, 2026
Question 228:
Correct answer: B — Azure Machine Learning Designer.
The name is not necessarily outdated, although Microsoft’s naming can be confusing:

Azure Machine Learning is the overall Azure service.

Machine Learning designer is the visual, drag-and-drop interface within Azure Machine Learning.

Microsoft may refer to the broader product as Azure Machine Learning studio, while “Designer” remains the specific visual workflow tool.

Designer lets you build machine-learning pipelines by connecting datasets, data-transformation steps, training modules, evaluation modules, and deployment components without writing all the code manually. It supports building, testing, and deploying predictive models.
The other options do different jobs:

Azure Logic Apps: Workflow and integration automation.

Azure Batch: Large-scale parallel or batch compute.

Azure Cosmos DB: Globally distributed NoSQL database.

Be careful not to confuse current Azure Machine Learning Designer with the older Azure Machine Learning Studio (classic), which was a separate legacy offering.
Budapest, Hungary

AI Explanation - verified by bmaxcollins on: September 03, 2026
Question 866:
Correct answer: B — Chief information security officer (CISO).
The CISO’s primary responsibility is to direct and coordinate the organization’s information security program. This includes:

Reviewing security objectives to ensure they support business goals.

Ensuring security requirements are integrated consistently across business units.

Coordinating security policies, risk management, controls, and awareness activities.

Why the others are less appropriate:

Executive management: Provides direction, funding, and support, but usually does not manage day-to-day security integration.

Board of directors: Provides governance and oversight, not operational security coordination.

Steering committee: Helps coordinate and prioritize initiatives, but the CISO typically owns the overall security program and ensures its integration.

The key distinction is between governance and execution: senior leadership and the board govern and support security, while the CISO manages and integrates the security program.
Kampala, Uganda

AI Explanation - verified by pikej74485 on: September 21, 2026
Question 82:
The correct answers are C and D:

C — Before update

D — Before insert

In before triggers, records in Trigger.new can be modified directly. Changes are automatically saved with the operation, so you typically do not call update or insert.

apex trigger AccountTrigger on Account (before insert, before update) { for (Account acct : Trigger.new) { acct.Description = 'Updated automatically'; } }

Why not after triggers?

In after insert and after update, Trigger.new records are read-only.

Use after triggers when you need the record’s final database Id or want to create/update related records.

Attempting to change a field directly in an after trigger causes a read-only error.

Chennai, India

AI Explanation - verified by User1028 on: September 22, 2026
Question 2:
I can’t see the hotspot image, but based on the three statements shown, the intended selections are:

Yes — Microsoft Foundry provides a secure, governed environment for building and managing generative AI applications and agents. It brings together models, data, tools, evaluation, deployment, and monitoring.

Yes — Foundry is designed for enterprise workloads and supports scaling AI applications as usage grows. Scalability comes from the underlying Azure services and managed infrastructure.

Yes — Foundry can be used in solutions involving image recognition and computer vision. Applications can use vision-capable models and Azure AI vision capabilities for tasks such as image analysis, object detection, and OCR.

The important distinction is that Foundry is the development and management platform; specific capabilities such as vision may be provided by models or integrated Azure AI services rather than by Foundry as a single standalone model.
So, for the statements provided: Yes, Yes, Yes.
Chennai, India

AI Explanation - verified by User4966 on: September 04, 2026
Question 10:
No—the numbers do not have to match.
In:

text interface GigabitEthernet0/0.10 encapsulation dot1Q 3

.10 is the router’s local subinterface number.

dot1Q 3 identifies the 802.1Q VLAN tag carried on the trunk.

The router uses the encapsulation command—not the subinterface number—to associate traffic with a VLAN. Therefore, .10 can carry VLAN 3.
For clarity, administrators commonly make them match:

text interface GigabitEthernet0/0.3 encapsulation dot1Q 3

That convention is easier to read, but it is not required.
Similarly:

text interface GigabitEthernet0/0.2 encapsulation dot1Q 2

would normally represent VLAN 2.
So option B is technically valid regarding the numbering. However, because the exhibit is unavailable and the displayed options appear incomplete or inconsistent, the full configuration cannot be verified. The key principle is:
> Subinterface number = local label; dot1Q number = actual VLAN ID.
Bern, Switzerland

AI Explanation - verified by User5548 on: September 10, 2026
Question 149:
Correct answer: D — All the statements.
Beyond Budgeting is a management approach designed to replace rigid annual budgets with more flexible, decentralized management.
Each statement fits:

Clear principles and boundaries — Employees have freedom, but decisions must remain within clear organizational values, policies and limits.

High degree of freedom — Managers are trusted to make decisions rather than seeking continual approval from senior management.

Frontline customer responsibility — Customer-facing managers should be empowered to manage customer relationships and respond quickly to needs.

Transparent and ethical information — Information should be openly available and used honestly, supporting trust and informed decision-making.

Therefore, all four statements describe Beyond Budgeting.
Maseru, Lesotho

AI Explanation - verified by User4405 on: September 19, 2026
Wrong answer. You use groups to assign devices to it. The use those groups as scope in policies, effectively passing devices between policies
You’re right—the answer key’s B (Use sub-rules) is incorrect. The better answer is D: Use groups.

Assign endpoints to a group based on the result of one policy.

Use that group as the scope of another policy.

This effectively passes the endpoints from one policy’s processing flow to another.

Sub-rules create branches within a single policy; they are not the standard mechanism for transferring endpoints between separate policies.
Madrid, Spain

AI Explanation - verified by User2510 on: September 21, 2026
Question 3:
Correct answer: Change the DNS settings.
A computer joining an Active Directory domain must locate the domain controller using DNS, especially the domain’s SRV records. In this scenario, the workstation can ping the server and access the internet, so basic IP connectivity is working.
However, if it is configured to use public DNS servers such as 8.8.8.8 or 1.1.1.1, those servers will not know about the organization’s internal domain records. The workstation should use the organization’s internal DNS server, typically hosted on or associated with the domain controller.
Why the other options are incorrect:

Static IP address: Not needed if the workstation already has network connectivity.

Subnet mask: Incorrect subnetting would usually prevent local communication, including pinging the server.

Default gateway: Primarily affects communication outside the local network; it does not normally prevent finding an internal domain controller.

Key exam clue: Internet access and ping working do not prove that domain-name resolution is configured correctly.
Farmington Hills, United States

AI Explanation - verified by User3503 on: September 15, 2026
Question 104:
Correct answer: C. WAF (Web Application Firewall)
A WAF is designed to protect web applications and web portals by inspecting HTTP/HTTPS traffic. It can detect and block attacks such as:

SQL injection

Cross-site scripting (XSS)

Malicious or malformed web requests

Some application-layer attacks

Why the others are less suitable:

Layer 4 firewall: Filters based mainly on IP addresses, ports, and transport protocols; it cannot deeply inspect web application content.

NGFW: Provides advanced network filtering and may include application awareness, but a WAF is more specifically designed to protect web applications.

UTM: Combines several security functions in one appliance, but it is not the most targeted solution for a web portal.

Because the requirement specifically involves protecting a customer-facing web service, a WAF is the best choice.
New York, United States

AI Explanation - verified by User1183 on: September 08, 2026
Question 33:
A resposta indicada D parece estar incorreta. A melhor resposta é A:
> Criar grupos de categorias de dados separados para cada divisão e atribuir a categoria ao perfil da divisão.
No Salesforce Knowledge, o controle de acesso aos artigos é feito principalmente por:

Data Category Groups e categorias;

Visibilidade dessas categorias para perfis ou permission sets.

Assim, cada divisão pode ter sua própria estrutura de categorias, e o perfil dos usuários da divisão recebe acesso somente às categorias correspondentes. Durante uma busca, esses usuários verão apenas os artigos classificados em categorias permitidas.
As outras opções:

B e C: regras de compartilhamento não são o mecanismo apropriado para restringir resultados de busca do Knowledge por divisão.

D: a role hierarchy não é o mecanismo principal para controlar a visibilidade de categorias do Knowledge. Além disso, a configuração correta é atribuir visibilidade a perfis ou permission sets.

Portanto, para a prova, eu estudaria A como a resposta conceitualmente correta, apesar de o gabarito mostrar D.
Camaragibe, Brazil

AI Explanation - verified by User8693 on: September 04, 2026
Question 89:
The answer key’s NIDS and WAF is more defensible here. WAF is definitely one of the answers because it specifically protects web applications by detecting/blocking attacks such as SQL injection, cross-site scripting, and malicious HTTP/HTTPS requests.
The second choice is NIDS:

NIDS: Monitors network traffic for suspicious activity and network-based attacks targeting the application or its supporting services.

HIPS: Protects an individual host by monitoring processes, files, and system activity. It can help secure the web server, but it is not focused specifically on the application’s network attack surface.

SIEM: Aggregates and correlates logs; it does not directly prevent attacks.

Honeypot: A decoy system, not the primary protection for a production web application.

Certificate revocation list: Deals with certificate trust, not application exploitation.

So, for a web application exposed over HTTPS, choose WAF + NIDS. Your WAF choice is correct; HIPS is reasonable in a broader defense-in-depth design but is less directly aligned with the question’s stated risk.
Lagos, Nigeria

AI Explanation - verified by User4912 on: September 21, 2026
Question 13:
Correct answer: B — table name, parent table name, any table name (wildcard)
ServiceNow evaluates table-level Access Control (ACL) rules from most specific to least specific:

The specific table — for example, incident

The parent table — for example, task

The wildcard table — *, which applies broadly

This ordering allows a specific ACL to override or refine a more general ACL. For example, an ACL on incident is checked before one on its parent task, and both are checked before a wildcard ACL.
The key exam principle is: specific rules are evaluated before inherited or general rules. Note that ACL evaluation also considers the required roles and conditions; simply finding an ACL does not automatically grant access.
Chennai, India

AI Explanation - verified by User8379 on: September 22, 2026
so the correct answer is ?
The correct three selections are:

Admin access to the deployment pipeline

Contributor access to the Development and Test workspaces

Viewer access to the Production workspace

So, using the option order shown, the answer is B, D, and E.
The displayed key, B and E, is incomplete because the developers also need Viewer access to Production to view production items. They should not have Contributor access there, since that would allow modifications or deployments to Production.
Delhi, India

AI Explanation - verified by User2510 on: September 21, 2026
Question 1:
Question 1 tests basic network device placement, wireless security, and port forwarding.
The intended configuration is:

Wireless AP

- LAN IP: 192.168.10.1 - Security: WPA2-PSK - The game console connects through the AP so wireless access is secured and its chat/online services can function.

Router

- Create a port-forwarding rule allowing TCP port 3389. - Port 3389 is used by Remote Desktop Protocol (RDP). - The rule forwards incoming RDP traffic to the Windows PC, allowing remote access from outside the network.

Firewall

- Configure the screened-subnet-side IP as 10.100.0.1. - A screened subnet (often called a DMZ) separates publicly accessible or specially routed systems from the trusted internal LAN.

Device placement

- Put the Windows PC behind the router, because the RDP port-forward rule targets it. - Put the game console on the Wireless AP. - Place the firewall in front of the screened subnet.
The key clues are RDP = TCP 3389, WPA2-PSK = secured wireless, and screened subnet = firewall-segregated network.
Farmington Hills, United States

AI Explanation - verified by examspl on: September 20, 2026
Question 110:
Question 110: The best answer is C.
> Enable the collection and storage of Einstein Generative AI Audit Data on the Einstein Feedback setup page.
To validate Data Masking in the Einstein Trust Layer, the specialist first needs to ensure that the relevant Einstein Generative AI Audit Data is being collected and stored. This audit information can then be reviewed to confirm which values were masked before being sent to the model.

A is incorrect: Flow Debugger is for debugging Salesforce Flows, not Trust Layer masking.

B is incomplete/misleading: Requesting audit data may be part of reviewing the results, but collection and storage must first be enabled.

C is correct: It describes the initial validation step.

Note: The provided explanation is internally inconsistent: it says the answer is C but describes option B. The answer choice itself—C—is the stronger answer for “begin validating.”
Nepean, Canada

AI Explanation - verified by User6296 on: September 22, 2026
i think you are getting confused with IRM, i have checked MS official sources, A should be the correct answer. can you also check
You’re right to challenge it. My previous answer was incorrect for this question. The expected answer is A — Microsoft Purview portal.
The distinction is:

Microsoft Purview portal: Create and manage sensitivity labels and configure support for sensitivity labels used with Office files in SharePoint and OneDrive.

SharePoint admin center: Primarily manages SharePoint settings. Older guidance and PowerShell procedures used SharePoint tenant configuration, which can make this question confusing.

IRM: Concerns Information Rights Management and is a separate protection mechanism; it should not be used to identify the portal for configuring Microsoft Purview sensitivity labels.

Microsoft’s current administrative experience places sensitivity-label configuration under Microsoft Purview, although some tenant-level functionality may still be exposed through SharePoint Online PowerShell. Therefore, among the four portal choices, A is the best and current answer.
Nagpur, India

AI Explanation - verified by Tholang2016 on: September 11, 2026
Question 191:
The correct answer is A — $500.
Relevant costs are future cash flows that change because of the decision:

Additional running costs: $800

Less depreciation: $300

Depreciation is a non-cash accounting charge, so it is not relevant to the decision.

The $100 reduction in fixed production overhead absorbed is only an accounting reallocation. It does not represent an actual saving in total fixed overhead.

Therefore:
\[ \$800-\$300=\boxed{\$500} \]
The machine’s relevant additional cost is $500 per month. The question does not provide any relevant cost or disposal proceeds for the existing machine, so those cannot be included.
Maseru, Lesotho

AI Explanation - verified by nikhillogix on: September 17, 2026
Question 31:
Correct answer: C — Use the GitHub Copilot settings in the user interface to exclude files.
GitHub Copilot Business supports content exclusions, which are configured through GitHub’s Copilot settings. An organization administrator can define repositories or file paths that Copilot should not use for suggestions or as contextual information.
Why the other options are incorrect:

A — .gitignore: Controls Git tracking; it does not configure Copilot exclusions.

B — copilot.ignore: This is not the standard GitHub Copilot Business exclusion mechanism.

D — Renaming files: Adding _no_copilot has no recognized effect.

Remember the distinction: .gitignore affects Git, while Copilot content exclusions are managed through Copilot/organization settings.
Everett, United States

AI Explanation - verified by Tholang2016 on: September 01, 2026
Question 164:
Correct answer: B — It reinforces the verbal message.
Complementary non-verbal communication supports and strengthens what is being said verbally. For example, saying “well done” while smiling and nodding makes the positive message more convincing.
Why the alternatives are incorrect:

Replaces the verbal message — this describes non-verbal communication being used instead of words.

Substitutes for verbal communication — similar; it means communicating without speech.

Confuses the verbal message — this occurs when non-verbal signals contradict or obscure the spoken message.

So, when non-verbal communication is complementary, it reinforces the verbal message.
Maseru, Lesotho

AI Explanation - verified by User9782 on: September 18, 2026
Question 22:
Question 22 is referring to the Security Accounts Manager (SAM) database, which stores local Windows account information, including password hashes.

Correct exam answer: A — HKEY_LOCAL_MACHINE

The relevant location is associated with HKEY_LOCAL_MACHINE\SAM.

The SAM does not store passwords in plain text; it stores password hashes.

Why the other choices are less suitable:

HKEY_CURRENT_USER contains settings for the currently logged-in user, not the account-password database.

HKEY_USERS contains user profiles and settings loaded for users.

HKEY_CURRENT_CONFIGURATION contains hardware/profile configuration information.

Important nuance: The question’s wording is imprecise—it says “password file,” but the Registry location contains the SAM database and password hashes. The answer key’s A is consistent with the expected EC-Council concept.
Kolkata, India

AI Explanation - verified by User6439 on: September 09, 2026
Question 19:
Correct answer: B. Containerization
Containers package applications and their dependencies while sharing the host operating system’s kernel. This allows multiple applications to run with fewer separate operating-system instances than traditional physical servers or virtual machines.

Microservices: An application design approach that divides software into small services; it does not specifically reduce the number of operating systems.

Containerization: Uses isolated containers that share the host OS kernel—best match.

Virtualization: Creates separate virtual machines, and each typically requires its own guest OS, so it does not minimize OS instances as effectively.

Infrastructure as code: Automates deployment and management of infrastructure; it does not describe the architecture being used.

The key clue is “reduce the number of individual operating systems.” That points to containers sharing one host OS.
Amsterdam, The Netherlands

AI Explanation - verified by Tholang2016 on: September 11, 2026
Question 196:
Question 196 tests the principles of throughput accounting, which focuses on maximising cash generation through the organisation’s main constraint or bottleneck.
The correct statements are A, C and D:

A — If there is no demand, there should be no production.

Throughput accounting discourages producing for inventory. Production should be driven by actual customer demand.

B — Not all sales equal profit.

This statement is generally treated as false in this question. Throughput accounting defines throughput as sales revenue less direct material costs. Sales generate throughput, which contributes towards profit after operating expenses.

C — Stocking up on inventory is bad for business.

Inventory ties up cash and may incur storage, insurance and obsolescence costs. Throughput accounting aims to keep inventory as low as possible.

D — All costs, except materials, are considered fixed.

In the short term, throughput accounting treats operating expenses—including labour and overheads—as fixed. The main variable cost is usually direct materials.

E — Departments should operate at full capacity regardless of bottlenecks.

This is false. Producing more than the bottleneck can handle creates unnecessary inventory. Resources should be coordinated around the constraint.
Maseru, Lesotho

Salesforce Salesforce-MuleSoft-Developer-I: Skills Tested, Job Roles, and Study Tips

The Salesforce Certified MuleSoft Developer I certification is designed for professionals who build, deploy, and manage integration applications using the Anypoint Platform. Individuals who hold this certification demonstrate the technical proficiency required to design and implement API-led connectivity solutions that connect disparate systems, data, and devices. Employers in the enterprise software and integration sectors prioritize this certification because it validates a candidate's ability to navigate the complexities of modern application networks. By passing this exam, developers prove they can effectively use MuleSoft tools to solve real-world integration challenges, which is a critical function for organizations relying on Salesforce and other cloud-based ecosystems. This certification serves as a foundational credential for anyone pursuing a career as a MuleSoft developer, integration architect, or technical consultant.

What the Salesforce-MuleSoft-Developer-I Exam Covers

The exam evaluates a candidate's comprehensive understanding of the entire lifecycle of an API, starting from the initial design phase through to deployment and management. Candidates must demonstrate competence in creating application networks, which involves understanding how to connect various endpoints using the Anypoint Platform. Designing APIs is a core competency, requiring knowledge of RAML and the API design lifecycle. Furthermore, the exam tests the ability to build API implementation interfaces, ensuring that developers can translate design specifications into functional code. Our practice questions cover these foundational areas to ensure you are prepared for the theoretical and practical aspects of the exam.

A significant portion of the exam focuses on the technical mechanics of the Mule runtime, specifically regarding how to access and modify Mule events. Developers are expected to understand the structure of a Mule message, including the payload, attributes, and variables, and how these components change as they pass through a flow. Structuring Mule applications is another critical domain, where candidates must show they can organize flows, subflows, and configuration files efficiently. The exam also tests the ability to use connectors effectively to interact with external systems, such as databases, web services, and Salesforce instances. Mastering these technical details is essential for passing the certification exam.

The exam also assesses the ability to process records and transform data, which is a daily task for any integration developer. This involves using DataWeave 2.0 to manipulate complex data structures, map fields between different formats, and perform data transformations. Routing events is another key area, where candidates must demonstrate knowledge of how to direct messages through different paths based on specific conditions or business logic. These topics are frequently represented in our practice questions, allowing you to test your ability to handle complex integration scenarios. Understanding how to control the flow of data is vital for building robust and scalable integration solutions.

Handling errors and debugging applications are essential skills for maintaining the reliability of integration solutions. The exam requires candidates to understand how to implement error handling strategies, such as try-catch blocks, error scopes, and global error handlers, to manage exceptions gracefully. Debugging and troubleshooting Mule applications involves using the tools available in Anypoint Studio to identify and resolve issues during development. Additionally, the exam covers the deployment and management of APIs and integrations, including how to use Runtime Manager to monitor and manage applications in CloudHub. These operational skills ensure that developers can support their integrations after they have been deployed to production.

The most technically demanding area for many candidates is the combination of DataWeave transformations and complex error handling strategies. These topics require a deep understanding of how the Mule runtime processes data and how it reacts when unexpected conditions occur during execution. Candidates must be able to write efficient DataWeave code that handles various data types and structures without causing performance bottlenecks. Furthermore, designing a comprehensive error handling strategy requires a solid grasp of how error types are propagated and caught within a flow. Success in this area requires not just memorization, but the ability to apply these concepts to solve specific integration problems.

Are These Real Salesforce-MuleSoft-Developer-I Exam Questions?

Our practice questions are sourced and verified by the community, consisting of IT professionals and recent test-takers who have sat for the actual exam. Because these questions are community-verified, they reflect the types of scenarios and technical challenges that appear on the real exam. If you have been searching for Salesforce-MuleSoft-Developer-I exam dumps or braindump files, our community-verified practice questions offer something more valuable: each question is verified and explained by IT professionals who recently passed the exam. We prioritize accuracy and educational value over simply providing a list of potential answers. This approach ensures that you are preparing with high-quality content that aligns with the current exam objectives.

The community verification process is a collaborative effort where users discuss answer choices, flag potentially incorrect information, and share context from their recent exam experiences. When a question is flagged, our community of experts reviews the content to ensure it remains accurate and relevant to the latest version of the exam. This ongoing feedback loop is what makes our practice questions a reliable resource for your exam preparation. By engaging with these discussions, you gain insights into the reasoning behind correct answers, which is far more effective than relying on static, unverified files.

How to Prepare for the Salesforce-MuleSoft-Developer-I Exam

Effective exam preparation requires a combination of hands-on practice and a thorough understanding of the official documentation provided by Salesforce. You should spend significant time working in a sandbox or trial environment, building small projects that utilize the various connectors and transformation techniques covered in the exam topics. Do not rely solely on memorizing answers, as the exam is designed to test your ability to apply concepts to real-world scenarios. Every practice question includes a free AI Tutor explanation that breaks down the reasoning behind the correct answer, so you understand the concept, not just the answer. This feature is designed to help you bridge the gap between theoretical knowledge and practical application.

A common mistake candidates make is underestimating the complexity of scenario-based questions, which require you to analyze a situation and choose the best integration pattern. To avoid this, you should practice time management during your study sessions, ensuring you can read and analyze complex requirements quickly. Many candidates also fail to fully utilize the official documentation, which is the most accurate source of information regarding MuleSoft features and best practices. By building a consistent study schedule and focusing on understanding the underlying architecture of the Anypoint Platform, you will be better prepared for the challenges of the certification exam. Focus on mastering the "why" behind each configuration rather than just the "how."

What to Expect on Exam Day

On the day of your exam, you should expect a format that includes multiple-choice questions and scenario-based questions that test your ability to apply your knowledge. The exam is administered in a controlled environment, typically through a professional testing center or via an online proctoring service, to ensure the integrity of the certification process. You will be given a set amount of time to complete the exam, and you must manage your time carefully to ensure you have enough time to review your answers. The questions are designed to be challenging, requiring you to think critically about integration patterns and MuleSoft best practices. Familiarize yourself with the testing environment beforehand to reduce anxiety and focus entirely on the content of the exam.

Who Should Use These Salesforce-MuleSoft-Developer-I Practice Questions

These practice questions are intended for developers, integration specialists, and technical consultants who have hands-on experience with the Anypoint Platform and are preparing for the Salesforce certification. We recommend that candidates have several months of practical experience building and deploying MuleSoft applications before attempting the exam. This certification is a significant milestone for professionals looking to validate their expertise and advance their careers in the integration space. Whether you are a junior developer looking to prove your skills or an experienced professional seeking formal recognition, these practice questions will help you gauge your readiness. Using these resources as part of your exam preparation will help you identify knowledge gaps and build the confidence needed to succeed.

To get the most out of these practice questions, do not simply read the answer and move on to the next one. Engage with the AI Tutor explanation to understand the logic behind the correct choice, and read the community discussions to see how other professionals approach the same problem. If you get a question wrong, flag it and revisit it later to ensure you have mastered the concept. This active learning approach is the most effective way to prepare for the certification exam. Browse the questions above and use the community discussions and AI Tutor to build real exam confidence.

AI Tutor 👋 I’m here to help!

Salesforce Salesforce-MuleSoft-Developer-I Exam Prep Salesforce Certified MuleSoft Developer I (Page 2 )

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Salesforce Salesforce-MuleSoft-Developer-I: Skills Tested, Job Roles, and Study Tips

What the Salesforce-MuleSoft-Developer-I Exam Covers

Are These Real Salesforce-MuleSoft-Developer-I Exam Questions?

How to Prepare for the Salesforce-MuleSoft-Developer-I Exam

What to Expect on Exam Day

Who Should Use These Salesforce-MuleSoft-Developer-I Practice Questions

Salesforce Salesforce-MuleSoft-Developer-I Exam Prep
Salesforce Certified MuleSoft Developer I (Page 2 )