Total 196 Questions
Last Updated On : 7-Jul-2025
Preparing with Marketing-Cloud-Developer practice test is essential to ensure success on the exam. This Salesforce SP25 test allows you to familiarize yourself with the Marketing-Cloud-Developer exam questions format and identify your strengths and weaknesses. By practicing thoroughly, you can maximize your chances of passing the Salesforce certification spring 2025 release exam on your first attempt. Surveys from different platforms and user-reported pass rates suggest Marketing-Cloud-Developer practice exam users are ~30-40% more likely to pass.
Certification Aid wants to automate the import of zipped files into a Data Extension. The zip files are placed on the Marketing Cloud Enhanced FTP server every night. Which activity is needed before those files can be imported?
A. File Import activity
B. Data Extract activity
C. Data Extension Import activity
D. File Transfer activity
Explanation:
To automate the import of zipped files from the Marketing Cloud Enhanced FTP server into a Data Extension, you first need to transfer the zipped files from the FTP server to a location where they can be accessed by an import process. This is done using a File Transfer activity.
File Transfer activity: This activity is used to move or copy files between the Enhanced FTP server and Marketing Cloud. In this case, the zipped files need to be transferred from the Enhanced FTP server to a location in Marketing Cloud where they can be accessed for further processing (like an import into a Data Extension).
Once the file is transferred to the appropriate location, you can proceed with an Import activity (specifically, a Data Extension Import activity) to load the data into the Data Extension.
Why not the others?
A. File Import activity: This activity is typically used for importing files directly into a Data Extension, but before you can import a file, it must first be transferred from the FTP server.
B. Data Extract activity: This activity is used to extract data from Marketing Cloud (not to import files from the FTP server). It’s not suitable for transferring or importing files.
C. Data Extension Import activity: While this is the activity used to import data into a Data Extension, it assumes the file is already available in the right location. It doesn’t handle the transfer of files from the FTP server.
A developer is managing the data model programmatically and needs to access Attribute Group schema via the API. Which API should the developer use?
A. Bulk
B. SOAP
C. XML
D. REST
Explanation:
To access the Attribute Group schema programmatically in Salesforce Marketing Cloud, the REST API should be used. The REST API provides various endpoints to interact with and manage objects within Marketing Cloud, including Attribute Groups, which are used to organize attributes within Data Extensions.
Salesforce Marketing Cloud’s REST API allows developers to retrieve schema details, including the structure and relationships between data fields within an attribute group, which is essential for managing the data model.
Why not the others?
A. Bulk: The Bulk API is designed for handling large-scale data import and export operations. It is not used for retrieving schema or metadata details like Attribute Group structure.
B. SOAP: The SOAP API is also used for interacting with data and objects in Marketing Cloud, but it focuses more on managing subscribers, sends, and other marketing activities. For accessing metadata or schema, the REST API is the better choice.
C. XML: XML is a data format, not an API. While Marketing Cloud might return XML data from some API calls (including SOAP), you cannot use XML directly as an API to manage Attribute Groups.
Which AMPscript function group could most negatively Impact send processing?
A. String functions
B. Data extension functions
C. Date Time
D. Math functions
Explanation:
Data extension functions in AMPscript (such as Lookup, LookupRows, UpdateData, UpsertData, etc.) can most negatively impact send processing. These functions are used to query or modify data in Data Extensions, and they can be resource-intensive, especially if they involve large Data Extensions or complex queries. When used in an email send, these functions can significantly slow down the send process, as each lookup or data operation requires interaction with the Marketing Cloud database, which can introduce delays, particularly with large datasets.
The negative impact occurs because:
Data Extension queries: When using functions that involve retrieving or modifying multiple rows of data, the processing time increases.
Multiple lookups: If a large number of lookups or data manipulations are required in an email, the time it takes to process each email increases, impacting the overall send time.
Why not the others?
A. String functions: String functions like Concat, Length, and UpperCase are typically very lightweight and have minimal impact on send processing. These functions manipulate text and don't require interaction with external data sources.
C. Date Time functions: Date and time functions like DateAdd, DateDiff, and Now are also relatively lightweight and operate on the current system date/time or inputted dates. They don’t require access to external systems or resources, so they don’t usually slow down processing significantly.
D. Math functions: Math functions such as Add, Multiply, and Divide are simple arithmetic operations and don’t impact send processing in a significant way.
Best Practice:
To minimize impact on send processing, it's advisable to avoid excessive use of Data Extension functions in AMPscript, particularly when dealing with large datasets or when you need to execute multiple queries within an email.
A developer wants to aggregate monthly energy usage data over a four month period for each subscriber within an email. The monthly usage values are stored in variables for each month in the following way:
How should the developer use AMPscript to generate the total?
A. SET @total - (@jan - 3fet - @mar @apr>
B. SET @total = AZD((@jan @feb) @mar) @apr)
C. SET @total - ADD(@jan,ADD(@feb,ADD(@mar,@apr)))
D. SET @total = (ADD(@jan,@feb), ADD(@mar, @apr))
Explanation:
The ADD() function in AMPscript is used to add numbers together. In this scenario, the developer is trying to sum the values of four monthly usage variables (@jan, @feb, @mar, and @apr) to generate a total.
The correct AMPscript syntax to aggregate these values is:
SET @total = ADD(@jan, ADD(@feb, ADD(@mar, @apr)))
The ADD() function adds the values of its arguments. In this case, the total is calculated by successively adding the values for January, February, March, and April.
Why not the others?
A. SET @total - (@jan - 3fet - @mar @apr)
This syntax is incorrect because there are several syntax errors: there’s a typo in 3fet instead of @feb, and the use of a minus sign - instead of the = sign to assign the value to the variable.
B. SET @total = AZD((@jan @feb) @mar) @apr)
This option also contains syntax errors, including the unrecognized function AZD and improper parentheses placement.
D. SET @total = (ADD(@jan,@feb), ADD(@mar, @apr))
This syntax is incorrect because the ADD() functions are incorrectly nested with commas, which is not valid AMPscript syntax.
Best Practice:
For summing values in AMPscript, always use the ADD() function and ensure the syntax is correct to avoid errors and ensure efficient code.
Certification Aid wants to create a file drop automation with a filename pattern. An import file is placed daily on the Marketing Cloud Enhanced FTP server, and the file name always starts with the current month and day (e.g. OCT26). How should the filename pattern be defined?
(Choose 2).
A. %%Month%%%%Day%%
B. %%MMDD%%
C. Ends With operator
D. Begins With operator
Explanation:
To set up a File Drop Automation in Marketing Cloud with a filename pattern where the filename starts with the current month and day (e.g., OCT26), you would need to define a pattern that allows for dynamic matching of the file name based on the current date.
1. B. %%MMDD%%
The %%MMDD%% pattern represents the Month and Day in the filename (e.g., OCT26). This pattern is dynamic, meaning it will automatically adapt to match files placed on the FTP server each day. It matches any file whose name contains the current month and day in the format of MMDD.
2. D. Begins With operator
The Begins With operator is used in the file drop automation to match files that begin with a specific string or pattern. Since the filename starts with the current month and day, this operator ensures that only files with the correct prefix (e.g., "OCT26") will trigger the automation.
Why not the others?
A. %%Month%%%%Day%%
This pattern is incorrect because it has a syntax error. The correct dynamic pattern for month and day is %%MMDD%%, not %%Month%%%%Day%%. %%Month%% and %%Day%% are not recognized placeholders in this context.
C. Ends With operator
The Ends With operator is used to match the end of the filename. Since the filename starts with the current month and day, you would use the Begins With operator instead.
Best Practice:
When setting up a file drop automation, it's important to define the filename pattern using dynamic AMPscript variables or predefined tokens like %%MMDD%% to match files based on the current date. Using the Begins With operator ensures you capture files that follow the expected naming convention.
A developer wants to include a comment within an AMPscript code block for the benefit of other developers who will be reviewing the code. Which syntax should the developer use?
A. < !- This is a comment
B. // This is acomment
C. -- This is a comment
D. /" This is a comment */
Explanation:
Here's why:
AMPscript's Official Comment Syntax
While -- is used in SQL, AMPscript actually uses // for single-line comments (like JavaScript).
Example:
%%[
// This is a valid AMPscript comment
SET @name = AttributeValue("FirstName")
]%%
Why the confusion?
Many developers assume -- works (like SQL), but Marketing Cloud's AMPscript parser expects //.
The -- syntax will often fail silently (no error, but the comment isn't properly ignored).
Why not other options?
A. !--- → HTML syntax (invalid in AMPscript).
C. -- → SQL syntax (doesn't work in AMPscript, despite some outdated references).
D. /" */ → Invalid in any language (likely a typo for /* */ multi-line comments, which AMPscript doesn't support).
Practical Test:
Try this in Marketing Cloud:
%%[
// This works
-- This will break if uncommented
]%%
Only the // line will be ignored.
How can SSJS variables be referenced for content personalization?
A. Option A
B. Option B
C. Option C
D. Option D
Explanation:
The correct answer is ctrl:var name="variableName">. This method is specifically designed for referencing Server-Side JavaScript (SSJS) variables in Marketing Cloud content like emails or landing pages. It allows developers to dynamically render values stored in SSJS variables directly into the content.
The syntax is straightforward:
replace "variableName" with the actual SSJS variable you want to display.
This approach ensures seamless integration of personalized content without complex scripting. Other options like
This method is widely supported across Marketing Cloud tools, including Content Builder and Email Studio, making it a reliable choice for personalization. Always verify variable names and ensure they are properly defined in your SSJS code before referencing them. This best practice enhances efficiency and maintains clean, functional code.
For detailed guidelines, consult Salesforce's official SSJS documentation. This solution is optimal for dynamic content delivery in Marketing Cloud environments.
A company needs to retrieve a large number of rows from a data extension via the API. Which two solutions would optimize the performance?
(Choose 2 answers)
A. Use the REST API instead of the SOAP API.
B. Use the AMPscript API functions on a CloudPage.
C. Use the ContinueRequest feature.
D. Use a SimpleFilterPart to retrieve small sets of relevant data.
Explanation:
To optimize the performance when retrieving a large number of rows from a Data Extension via the API, the following approaches are effective:
C. Use the ContinueRequest feature.
The ContinueRequest feature is a mechanism that helps handle large data sets by allowing you to request additional data in chunks. When you retrieve a large number of rows, the SOAP API (and sometimes REST API) may limit the number of rows returned in a single request. The ContinueRequest feature provides a way to paginate through large data sets, so you can retrieve the data in manageable chunks, preventing timeouts and improving overall performance.
D. Use a SimpleFilterPart to retrieve small sets of relevant data.
The SimpleFilterPart allows you to filter your data query so that only a relevant subset of data is returned, rather than pulling all rows from the Data Extension. This reduces the amount of data being fetched and increases the speed of the query. By retrieving only the necessary data (using filtering conditions like specific fields or criteria), you can optimize performance and reduce unnecessary load.
Why not the others?
A. Use the REST API instead of the SOAP API.
The REST API and SOAP API each have their strengths, and the decision to use one over the other depends on specific use cases. However, REST API is generally better suited for simpler queries and faster, smaller data retrieval, while the SOAP API is more flexible and powerful for complex data operations, especially when dealing with Data Extensions. In many cases, SOAP API is more efficient for retrieving large datasets, especially if you use the ContinueRequest feature. The choice between REST and SOAP will depend on the complexity and size of the data you need to retrieve.
B. Use the AMPscript API functions on a CloudPage.
AMPscript functions, although useful for in-page personalization, are not designed for optimizing API calls to retrieve large datasets. AMPscript operates within the context of emails and landing pages and is not the best approach for efficiently retrieving large amounts of data via the API.
Best Practice:
To retrieve large datasets efficiently, use ContinueRequest for pagination and SimpleFilterPart for filtering data.
Consider the size and complexity of the data when choosing between REST and SOAP API, but for large data retrieval, SOAP with pagination (ContinueRequest) is often more effective.
Northern Trail Outfitters (NTO) wants to prevent competitors from receiving a coupon email. They also want to capture email addresses of competitors who are included in the targeted audience. Which feature could NTO use to prevent the coupon from being sent and report the email addresses skipped?
A. Auto-Suppression list
B. RaiseError AMPscript function
C. Exclusion Script
D. Try/Catch SSJS functions
Explanation:
An Exclusion Script is a custom AMPscript or SSJS script that can be used to prevent specific email sends based on certain conditions. In this case, Northern Trail Outfitters (NTO) can create an Exclusion Script to check if a recipient is a competitor (based on an attribute, such as email domain or a custom flag) and then prevent the email from being sent to that person. Additionally, the script can capture the email addresses of the competitors and log or store them for reporting purposes.
Why not the others?
A. Auto-Suppression list: The Auto-Suppression list feature is typically used to prevent sending emails to unsubscribed or invalid email addresses, not specifically to competitors. While you can suppress certain segments, this does not allow for dynamic checking of competitor email addresses in the way an Exclusion Script does.
B. RaiseError AMPscript function: The RaiseError function is used to stop email processing if a certain condition is met. While it can stop an email send, it does not provide a way to capture or log skipped email addresses. It’s more of a safety mechanism, not a reporting tool.
D. Try/Catch SSJS functions: The Try/Catch structure in SSJS is typically used for error handling during script execution. It doesn't prevent specific email sends or provide a way to log skipped recipients based on a condition like being a competitor. It's useful for handling unexpected errors, but not for targeted exclusions or reporting.
Best Practice:
By using an Exclusion Script, NTO can not only prevent competitors from receiving the coupon email but also capture and report the skipped email addresses for future analysis and marketing strategy adjustments.
A developer identified duplicate contacts and initiated a Contact Delete process for 10 million subscribers. How could the process be expedited?
A. Change the Suppression value to a larger value
B. Manually delete subscribers in All Contacts
C. Stop current delete process and delete smaller groups
D. Delete any unnecessary Sendable Data Extensions
Explanation:
When initiating a Contact Delete process for a large number of subscribers (e.g., 10 million), the process can take a significant amount of time. To expedite the process, it's advisable to break down the delete process into smaller batches. Deleting large groups of contacts in smaller chunks rather than all at once helps to distribute the load and speeds up the overall process.
Stopping the current delete process and dividing the deletion into smaller groups will allow the system to handle each deletion request more efficiently, reducing the chance of timeouts and resource overload, ultimately speeding up the process.
Why not the others?
A. Change the Suppression value to a larger value:
Changing the suppression value has no impact on the speed of the Contact Delete process. Suppression lists are related to keeping contacts from receiving emails, not to managing the deletion process.
B. Manually delete subscribers in All Contacts:
While manually deleting contacts is an option, it would be far more time-consuming and error-prone for 10 million subscribers. It’s not a scalable approach, especially for such a large volume of data.
D. Delete any unnecessary Sendable Data Extensions:
Deleting unnecessary Sendable Data Extensions will not directly impact the speed of the Contact Delete process. Sendable Data Extensions are used for sending emails but do not influence the underlying process for deleting contacts from the system.
Best Practice:
To improve the performance and speed of a Contact Delete process, it is best to split large deletions into smaller batches and manage the deletions in phases.
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