Marketing-Cloud-Developer Salesforce Certified Marketing Cloud Developer (SP25) Free Practice Exam Questions (2025 Updated)

For a weekly promotional send, the marketer can use:

Sendable Data Extension: These are standard data extensions that are configured for sending and contain the necessary fields like Email Address and Subscriber Key.

Salesforce Data Extension: These are data extensions that are synchronized with Salesforce objects and can be used for sending emails.

The IIF function in AMPscript is a shorthand way to perform conditional logic within an inline expression. It evaluates a condition and returns one of two values based on whether the condition is true or false.

AMPscript IIF Example:

%%=IIF(@level = 'premier', 'You are a premier member!', 'Upgrade to premier now!')=%%

The SubscriberKey is the appropriate parameter to use when appending data to links via the Web Analytics Connector. This parameter uniquely identifies subscribers across all sends and ensures accurate tracking of subscriber behavior.

Subscriber Key: A unique identifier for a subscriber that remains consistent across all data extensions and sends.

A 401 Unauthorized HTTP status message indicates that the request was not authenticated properly. This error commonly occurs when the access token is missing, invalid, or expired.

Access Token Issues: The most common cause of a 401 error in REST API requests is related to the access token. The request must include a valid access token in the authorization header.

Example Authorization Header: Authorization: Bearer YOUR_ACCESS_TOKEN

To normalize customer data in a staging data extension where a text field named 'birthday' contains date values in various formats, the developer can use the following SQL keywords and functions:

CASE, ISDATE, CONVERT (A) - These functions can be used to handle different date formats and convert them into a consistent format.

CASE, ISDATE, CAST (C) - Similar to the above, CAST can be used to convert text to date format if ISDATE returns true.

Example SQL query:

SELECT CASE WHEN ISDATE(birthday) = 1 THEN CONVERT(DATE, birthday) ELSE NULL END AS normalized_birthday FROM StagingDataExtension

Transparent Data Encryption (TDE) is designed to protect data at rest by encrypting the underlying storage of the database. This method ensures that data is encrypted on disk to prevent physical data theft while allowing it to remain accessible to authorized users within the system.

To reference SSJS (Server-Side JavaScript) variables for content personalization in Salesforce Marketing Cloud, you use the <ctrl:eval> tag. This tag evaluates the SSJS variable and inserts its value into the content. The correct usage is:

variableName

This syntax allows you to dynamically insert the value of variableName into the email content.

The RedirectTo AMPscript function prevents link href values from getting recorded in tracking (C). When RedirectTo is used, it bypasses the standard link wrapping and tracking process, causing the link click not to be captured in the tracking data.

To retrieve a row of data from a data extension using the SOAP API, the developer should use the DataExtensionObject API Object. This object allows for operations such as retrieving, updating, and inserting rows within a data extension.

After using the messageDefinitionSends REST API endpoint to send a triggered send email, and receiving a 202 (success) response code, the developer can validate if the email was successfully sent by using the messageDefinitionSend/key:(key)/deliveryRecords REST endpoint with the GET method. This endpoint provides delivery records and allows verification of the email's delivery status.

The LookupRows function retrieves rows from a data extension where specified criteria are met. In an Enterprise 2.0 account, the data extension name in shared data extensions should be prefixed with 'Ent.' to indicate it is in the shared space.

Example:

SET @rows = LookupRows('Ent. Inventory', 'InStock', 'true')

To analyze the Send, Click, and Open Data Views and transfer the data to the SFTP, the developer should build the following activities:

Query Activity - To query and gather the data from the Send, Click, and Open Data Views.

Data Extension Extract - To extract the queried data from the data extension and prepare it for transfer to the SFTP.

To optimize a query activity that is currently timing out, a developer can use the following strategies:

Use Primary key(s) on fields used in joins (C) - Ensures that the join operations are efficient by utilizing indexed fields.

Use intermediate tables to stage data (D) - Breaks down complex queries into simpler steps, improving manageability and performance.

Only update records that have changed since last execution (E) - Reduces the amount of data processed by focusing only on changes since the last query run.

To personalize the welcome email with the recipient's first name from the Customers data extension, you use the Lookup function to retrieve the FirstName field based on the CustomerKey field.

Lookup Function: The Lookup function retrieves a value from a specified data extension.

Syntax:

%%=Lookup('Customers', 'FirstName', 'CustomerKey', CustomerKey)=%%

'Customers' is the name of the data extension from which to retrieve data.

'FirstName' is the field to retrieve.

'CustomerKey' is the field to match on.

CustomerKey is the value to match in the 'CustomerKey' field of the 'Customers' data extension.

A File Drop Automation should be configured to handle files that arrive at varying times and have unique filenames. This type of automation triggers when a file is dropped into a specific folder on the Enhanced FTP site, allowing the system to handle imports as soon as the file arrives.

To securely pass parameters between CloudPages without exposing them, use the CloudPagesURL function within a form action. This method encodes the parameters and securely posts them to the target CloudPage.

CloudPagesURL: Encodes and includes parameters securely.

Form Method: Using the post method ensures parameters are sent in the request body, adding another layer of security.

To successfully create a TriggeredSend object using AMPscript's API functions to send a confirmation email when an email is texted into their shortcode, the following objects are required:

Subscribers (A) - Represents the individual recipients who will receive the triggered email.

TriggeredSendDefinition (B) - Defines the parameters of the triggered send, including the email to be sent and the associated attributes.

To select a subset of records that contain a phone number, the field that ensures the phone number is valid and non-blank should be used.

ValidPhone Field: The ValidPhone field is a formula field that evaluates to 'true' if the phone number is valid. This ensures that only records with a valid phone number are included in the synchronization.

In the SOAP API response, the element that provides detailed information about the error, including missing required data extension fields, is ErrorDescription (A). This element contains a description of the error, helping developers understand and resolve the issue.