Salesforce Marketing Cloud Engagement Developer Exam Guide – Winter ’26 | AMPscript, APIs & Data Modeling

Salesforce Marketing Cloud Engagement Developer Exam Guide – Winter ’26 | AMPscript, APIs & Data Modeling
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Updated for Winter ’26 Release

Last Updated: November 2025 · Exam Version: Winter ’26 (Engagement Developer)

This Marketing Cloud Engagement Developer exam guide reflects key Winter ’26 updates: enhanced AMPscript & SSJS features, improved API integration patterns, tighter Security & Trust requirements, and closer alignment with Data Cloud and the broader Salesforce Platform.

⚡ What’s New for Engagement Developers?

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Data Cloud & SQL Alignment

More questions about when to use Contact Builder data extensions vs Data Cloud, and how to design efficient SQL queries that scale across large datasets.

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Security & Governance

Increased focus on data protection, token handling, secure API calls, and best practices in custom script code to avoid exposing sensitive data.

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API & Integration Scenarios

More realistic use cases combining REST & SOAP APIs, triggered sends, journey entry events and external systems in an integrated architecture.

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Salesforce Certified Marketing Cloud Engagement Developer

Developer-level credential for professionals who implement technical solutions in Marketing Cloud Engagement using AMPscript, SSJS, SQL, APIs and advanced data design.

Ideal for developers, technical marketers and integration specialists who turn campaign ideas into robust and scalable implementations.

๐Ÿ“Š Exam At a Glance

Duration
105 minutes
Time for all questions
Questions
65 items
Multiple-choice / multiple-select
Passing Score
63%
Exam Fee
$200 USD
Retake: $100 USD
Prerequisites
None
Email Specialist & hands-on MC experience strongly recommended
Delivery
Onsite / Online
Proctored via Pearson VUE / Webassessor
๐Ÿ“ Note: The Engagement Developer exam is very technical. You’ll be tested on AMPscript, SSJS, SQL, API usage, data design and security through practical, scenario-based questions.

Exam Objectives & Weightage

1. Data Modeling & Management
14%

Design and implement data structures to support personalized, scalable campaigns.

  • Configure data extensions, primary keys, and relationships in Contact Builder.
  • Choose between lists vs data extensions and shared vs BU-specific data.
  • Design data models that support segmentation, journeys and reporting.
2. Programmatic Languages (AMPscript & SSJS)
35%

Use AMPscript and Server-Side JavaScript to build dynamic, personalized experiences.

  • Write AMPscript to personalize content, perform lookups and handle logic in emails and cloud pages.
  • Build SSJS to manipulate data extensions, send emails and call external services when appropriate.
  • Apply error handling, logging and performance best practices in script code.
3. APIs & Integrations
22%

Integrate Marketing Cloud with external systems using REST and SOAP APIs.

  • Use APIs to manage contacts, data extensions, triggered sends and journeys.
  • Design integrations that handle authentication, rate limits and error responses.
  • Choose between API entry events, file imports and manual processes based on requirements.
4. Data Management & Query Activities
22%

Implement SQL queries and automation to support segmentation and data hygiene.

  • Write SQL queries for segmentation, aggregates and data transforms in Automation Studio.
  • Optimize queries for performance and reliability on large data sets.
  • Implement data hygiene processes: de-duplication, archival and retention.
5. Security, Compliance & Troubleshooting
7%

Ensure solutions are secure, compliant and maintainable.

  • Apply best practices for data protection, credentials, tokens and PII handling.
  • Troubleshoot common issues in scripts, queries, automations and API calls.
  • Follow governance, naming and deployment standards for long-term maintainability.

๐Ÿ“ Sample Exam Questions (Engagement Developer)

๐Ÿ’ก Practice the Real Exam Style

These questions simulate the difficulty and style of the Engagement Developer exam. Focus on understanding the code, data impact and integration trade-offs.

Question 1: AMPscript Personalization

A developer wants to display a subscriber’s loyalty tier in an email. The data extension “LoyaltyMembers” contains the SubscriberKey, Points and Tier fields. Which AMPscript approach is most appropriate?

A) Use AttributeValue("Tier") directly in the email.

B) Use Lookup("LoyaltyMembers","Tier","SubscriberKey",_SubscriberKey) in AMPscript.

C) Use a SQL Query Activity to copy Tier into the sendable DE right before send.

D) Store Tier in a list attribute and reference it using %%Tier%%.

✅ Correct Answer: B

Explanation: Because the Tier value lives in a separate data extension, the correct approach is to use AMPscript Lookup() with the SubscriberKey as the lookup key. AttributeValue only reads from the sendable DE or profile/list, and list attributes are not in use here.

Question 2: Automation & Query Design

An automation runs hourly and updates a “HighValueCustomers” data extension containing active customers with LifetimeValue > 1000. The query is timing out as the data grows.

Which change is most likely to improve performance?

A) Remove the WHERE clause to reduce filtering.

B) Change the automation to run once per day instead of hourly.

C) Ensure the LifetimeValue column and primary key column are indexed on the source DE.

D) Replace the query activity with a filter activity.

✅ Correct Answer: C

Explanation: For large data sets, adding appropriate indexes on columns used in joins and WHERE conditions (such as LifetimeValue and keys) is critical for query performance. Changing frequency or switching to filters doesn’t address root performance issues.

Question 3: REST API Integration

An external web application needs to trigger a single, personalized confirmation email whenever a user submits a form. Personalization data is available in the web app at the time of submission.

What is the best approach?

A) Use the REST API /messaging/v1/email/messages endpoint to send a triggered email with personalization data in the request body.

B) Write the data to a CSV file and upload via SFTP, then use a scheduled automation.

C) Create a data extension and let support manually trigger the email when needed.

D) Use a SQL Query Activity to copy the form data to a sendable DE, then create a journey.

✅ Correct Answer: A

Explanation: The requirement is for a real-time, single-send confirmation with personalization at the moment of submission. A REST API triggered send (or send definition endpoint) is the best fit; file imports and queries introduce unnecessary delay.

Question 4: Security & Credentials

A developer is building an SSJS script that calls an external REST API using an API key. Where should the API key be stored to follow best practices?

A) Hard-coded directly inside the SSJS script.

B) Stored in a data extension that all users can access.

C) Stored in a protected data extension or key management mechanism and referenced securely by the script.

D) Included in the email HTML as a hidden comment.

✅ Correct Answer: C

Explanation: Secrets like API keys should never be hard-coded in script or exposed in email content. They must be stored in a restricted location (e.g., protected DE or secure credential store) with minimal access, and referenced at runtime by the script.

๐Ÿ’ก Exam Tip: Expect code snippets, SQL queries and API payloads. Practice reading and reasoning about what the code will actually do—not just memorizing syntax. The exam often tests whether you can spot subtle bugs, performance issues or security risks.

๐Ÿ“š Study Resources & 4–6 Week Preparation Plan

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Weeks 1–2: Core Concepts & Docs

Read the exam guide and official docs for AMPscript, SSJS, SQL and REST/SOAP APIs. Rebuild simple examples from documentation in a Developer or Sandbox business unit so that each concept is backed by hands-on practice.

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Weeks 2–4: Build Real Use Cases

Implement mini-projects: a preference center, a transactional API send, a journey fed by SQL automation, and a cloud page form with AMPscript. Focus on error handling and log outputs to really understand runtime behavior.

Weeks 4–6: Optimize & Troubleshoot

Practice debugging and optimization: break your own scripts and queries, then fix them. Review common API errors, timeout scenarios, indexing strategies and security considerations. Finish with timed practice questions to simulate exam pressure.

๐Ÿง  Exam Day Tips for Engagement Developers

Think Like a Production Engineer

When options all “work”, choose the one that is scalable, secure and maintainable. Avoid designs that rely on manual steps or fragile configurations.

Pay Attention to Limits

Watch for clues like large data volumes, frequent runs or many API calls. These hint that you must consider governor limits, performance and indexing in your choice.

Read Code Carefully

For code questions, read every line. Watch parameter order in functions, join conditions in SQL, and subtle off-by-one or null-handling errors. Often, the “almost correct” snippet is a trap answer.

Marketing Cloud Engagement Developer – FAQ

Who should take the Marketing Cloud Engagement Developer exam?

This exam targets technical implementers who build Marketing Cloud solutions: developers, technical marketers and integration specialists. You should be comfortable writing AMPscript, SSJS, SQL and using APIs in real projects.

How is this exam different from the Engagement Consultant exam?

The Engagement Consultant exam focuses on strategy, solution design, data modeling and KPIs. The Engagement Developer exam focuses on implementation details: scripts, queries, APIs, and technical troubleshooting. Many teams pursue both credentials for complete coverage.

Do I need strong SQL skills to pass?

Yes. You should be able to write and debug SQL queries for segmentation, joins, aggregates and data hygiene tasks, and understand how queries run within Automation Studio.

How much coding experience do I need?

You should be comfortable reading and writing AMPscript and SSJS, handling variables, conditionals, loops, and calling functions. Basic JavaScript experience helps, but you must also understand Marketing Cloud–specific functions and limitations.

How long does preparation usually take?

If you already build in Marketing Cloud regularly, 4–6 weeks of focused study and hands-on practice is typical. If you are newer to coding, you may need extra time to build confidence in script and API work before attempting the exam.