Exam Integration-Architect Realistic Dumps Verified Questions Free [Sep 05, 2026]
Valid Integration-Architect Dumps for Helping Passing Salesforce Exam!
NEW QUESTION # 17
NTO is merging two orgs but needs the retiring org available for lead management (connected to web forms).
New leads must be in the new instance within 30 minutes. Which approach requires the least amount of development effort?
- A. Configure named credentials in the source org.
- B. Use the Composite REST API to aggregate multiple leads in a single call.
- C. Use the Tooling API with Process Builder to insert leads in real time.
Answer: B
NEW QUESTION # 18
Universal Containers (UC) currentlyowns a middleware tool and they have developed an API-led integration architecture with three API tiers. The first-tier interfaces directly with the systems of engagement, the second tier implements business logic and aggregates data, while the third-tierinterfaces directly with systems of record. Some of the systems of engagement will be a mobile application, a web application, and Salesforce.
UC has a business requirement to return data to the systems of engagement in different formats while also enforcing different security protocols.
What should an Integration Architect recommend to meet these requirements?
- A. Leverage an Identity Provider solution that communicates with the API tiers via SAML
- B. Implement an API gateway that allsystems of engagement must interface with first.
- C. Enforce separate security protocols and return formats at the second tier of the API-led architecture.
- D. Enforce separate security protocols and return formats at the first tier of the API-ledarchitecture.
Answer: B
Explanation:
Theintegration architect should recommend enforcing separate security protocols and return formats at the first tier of the API-led architecture. The first tier is also known as the experience layer, which is responsible for providing a tailored interface for each system of engagement. By enforcing security and format at this layer, the integration architect can ensure that each system of engagement can access the data in a secure and consistent way, without affecting the other layers.
References: [API-ledConnectivity]
NEW QUESTION # 19
Which two approaches will require the least amount of development effort?
Choose 2 answers
- A. Use the tooling API with Process Builder to insert leads in real time.
- B. Call the Salesforce REST API to insert the lead into the target system.
- C. Use the Composite REST API to aggregate multiple leads in a single call.
- D. Configure named credentials inthe source org.
Answer: C,D
Explanation:
The two approaches that will require the least amount of development effort are configuring named credentials in the source org and using the Composite REST API to aggregate multiple leads in a single call.
Named credentials are a type of metadata that store authentication information for accessing external services, such as the target Salesforce org. By using named credentials, you can simplify the code for making callouts and avoid hardcoding credentials or tokens. The Composite REST API is a resource that allows you to execute multiple REST API requests in a single call. You can use the Composite REST API to create, update, or delete up to 25 records in one request. This can reduce the number of API calls and improve performance.
References: [Named Credentials], [Composite Resources]
NEW QUESTION # 20
Northern Trail Outfitters leverages Sales Cloud. When an opportunity has changed its status to "Closed/Won" and there are products attached, the details should be passed to the OMS for fulfillment operations. The callout from Salesforce to the OMS should be synchronous. What should an integration architect do to satisfy these requirements?
- A. Develop a batch Apex job that aggregates closed opportunities and makes a REST callout to the OMS hourly.
- B. Write a trigger that invokes an Apex proxy class to make a REST callout to the OMS.
- C. Build a Lightning component that makes a synchronous Apex REST callout to the OMS when a button is clicked.
Answer: C
Explanation:
A synchronous requirement in Salesforce implies a Request-Reply pattern where the user waits for a response. To implement this correctly while adhering to platform constraints, the architect must initiate the callout from the User Interface (UI) layer.3 Option C is the correct architectural choice. By using a Lightning component and a button (or a Quick Act4ion), the callout is initiated directly from the user's session. The component calls an Apex controller, which performs the synchronous REST callout to the OMS. This allows the user to receive immediate feedback-such as a "Success" message or an "Error" notification from the OMS-directly on the Opportunity page.
Option A is incorrect because Apex Triggers are prohibited from making synchronous callouts. If a trigger initiates a callout, it must be asynchronous (using @future or Queueable Apex), which violates the business requirement for synchronicity. Making a synchronous call from a trigger would block the database transaction and could lead to "Uncommitted Work Pending" errors or system timeouts. Option B (Batch Apex) is inherently asynchronous and delayed; an hourly job would not provide the real-time, synchronous feedback required during the "Closed/Won" transition. Therefore, moving the integration logic to a UI-driven button is the only way to satisfy the synchronous requirement while staying within Salesforce's execution and transaction limits.
NEW QUESTION # 21
Northern Trail Outfitters needs to make synchronous callouts to "available-to-promise" services to query product availability and reserve inventory during the customer checkout process. What should an integration architect consider when building a scalable integration solution?
- A. The number of batch jobs that can run concurrently
- B. How many concurrent service calls are being placed
- C. The maximum query cursors open per user on the service
Answer: C
NEW QUESTION # 22
A new Salesforce program has the following high level abstract requirement: Business processes executed on Salesforce require data updates between the internal systems and Salesforce Which three relevant details should a Salesforce Integration Architect seek to specifically solve for Integration architecture needs of the program?
Which three relevant details should a Salesforce Integration Architect seek to specifically solve for Integration architecture needs of the program?
Choose 3 answers
- A. Timing aspects - real-time/near real-time (synchronous or asynchronous), batch; update frequency.
- B. Source and Target system, Directionality, data volume & transformation complexity long with any middleware that can be leveraged.
- C. Integration Style Process based, Data based, Virtual integration.
E Core functional and non-functional requirements for User Experience design, Encryption needs, Community, and license choices. - D. Integration skills, SME availability and Program Governance details.
Answer: A,B,C
Explanation:
Explanation
The correct answer is A, C, and D. These are three relevant details that a Salesforce Integration Architect should seek to specifically solve for Integration architecture needs of the program. These details can help the Integration Architect to understand the scope, requirements, and constraints of the integration solution, and to choose the appropriate tools, methods, and patterns. The details are:
Source and Target system, Directionality, data volume & transformation complexity along with any middleware that can be leveraged. This detail can help the Integration Architect to identify the systems involved in the integration, the direction of data flow, the amount and complexity of data to be exchanged, and the middleware or platform capabilities that can facilitate the integration.
Timing aspects - real-time/near real-time (synchronous or asynchronous), batch; update frequency. This detail can help the Integration Architect to determine the latency, reliability, and scalability requirements of the integration solution, and to choose the suitable integration protocols and techniques.
Integration Style - Process based, Data based, Virtual integration. This detail can help the Integration Architect to select the appropriate integration style that matches the business needs and objectives.
Process based integration focuses on orchestrating business processes across systems, data based integration focuses on synchronizing data across systems, and virtual integration focuses on providing a unified view of data across systems.
References: Certification - Integration Architect - Trailhead, [Integration Patterns and Practices]
NEW QUESTION # 23
Universal Containers has a requirement for all accounts that do NOT qualify for abusiness extension (Custom field on the account record) for the next month to send a meeting invite to their contacts from the marketing automation system to discuss the next steps. It is estimated there will be approximately 1MilIion contacts per month.
What is the recommended solution?
- A. Use Batch Apex.
- B. Use Process builder.
- C. Use Time-based workflow rule.
- D. Use Trigger.
Answer: C
Explanation:
Explanation
The recommended solution is to use a time-based workflow rule. A time-based workflow rule is a type of workflow rule that executes actions at a specific time, such as a certain number of days before or after a record field value. By using a time-based workflow rule, you can send an email alert to the contacts of the accounts that do not qualify for a business extension for the next month, and include a meeting invite in the email. This solution can handle large volumes of data and does not require any custom code. Using batch Apex, process builder, or trigger is not a recommended solution because they are more complex and require custom code or configuration. Batch Apex is a way to run large-scale and long-running jobs that operate on many records.
Process builder is a tool that lets you automate business processes by creating a process with criteria and actions. Trigger is a type of Apex code that executes before or after database operations, such as insert, update, delete, or undelete.
NEW QUESTION # 24
An architect decided to use Platform Events for integrating Salesforce with an external system for a company.
What should an architect consider when proposing this type of integration mechanism?
- A. To subscribe to an event, the integration user in Salesforce needs Read access to the event entity.
- B. External system needs to have the same uptime in order to be able to keep up with Salesforce Platform Events.
- C. Salesforce needs to be able to store information about the external system in order to know which event to send out.
Answer: A
Explanation:
When proposing Platform Events as an integration mechanism, an architect must ensure that the security model is correctly configured to allow for the publication and subscription of events. Unlike standard objects, Platform Events have specific permission requirements for the "Integration User" or any system entity interacting with the event bus.
For an external system to subscribe to a Platform Event stream (via CometD or the Pub/Sub API), the user account used to authenticate the connection must have the "Read" permission on the specific Platform Event entity. Similarly, if the external system needs to publish events back into Salesforce, the user must have " Create" permissions. These permissions are typically managed through a Profile or a Permission Set assigned to the Integration User.
Regarding the other options, Option A is incorrect because Platform Events are designed for asynchronous communication. They are inherently decoupled; the external system does not need the same uptime as Salesforce. High-volume platform events are stored in the event bus for 72 hours, allowing an external system to "catch up" using a Replay ID once it comes back online. Option C is also incorrect because Platform Events follow a Publish/Subscribe pattern. Salesforce "broadcasts" the event to the bus without needing to know which specific external systems are listening. This decoupling is a primary advantage of event-driven architecture, as it allows for a "one-to-many" distribution model where multiple systems can consume the same message without additional configuration within Salesforce. Thus, ensuring the correct object-level permissions (Read/Create) is the most critical technical consideration for the architect to guarantee successful message delivery.
NEW QUESTION # 25
A customer's enterprise architect has identified requirements around caching, queuing, error handling, alerts, retries, event handling, etc. The company has asked the Salesforce integration architect to help fulfill such aspects with their Salesforce program.
Which three recommendations should the Salesforce integration architect make?
Choose 3 answers
- A. Event handling processes such as writing to a log, sending an error or recovery process, or sending an extra message, can be assumed to be handled by middleware.
- B. Transform a fire-and-forget mechanism to request-reply should be handled by middleware tools (like ETL/ESB) to improve performance.
- C. Provide true message queueing for integration scenarios (including orchestration, process choreography, quality of service, etc.) given that a middleware solution is required.
- D. Event handling in a publish/subscribe scenario, the middleware can be used to route requests or messages to active data-event subscribers from active data-event publishers.
- E. Message transformation and protocol translation should be done within Salesforce.Recommend leveraging Salesforce native protocol conversion capabilities as middleware tools are NOT suited for such tasks
Answer: A,C,D
Explanation:
Explanation
The recommendations that the Salesforce integration architect should make to fulfill the requirements around caching, queuing, error handling, alerts, retries, event handling, etc. are based on the best practices and capabilities of the middleware tools. The recommendation B is valid because middleware tools can provide true message queueing for integration scenarios that require asynchronous processing, guaranteed delivery, load balancing, etc. The recommendation D is valid because middleware tools can handle various events that may occur during the integration process, such as logging errors, sending notifications, triggering recovery actions, etc. The recommendation E is valid because middleware tools can support the publish/subscribe pattern for event-driven integration, where the middleware can route messages from publishers to subscribers based on topics or filters. The recommendation A is not valid because transforming a fire-and-forget mechanism to request-reply does not improve performance, but rather increases the latency and complexity of the integration. The recommendation C is not valid because message transformation and protocol translation are tasks that are better suited for middleware tools than Salesforce, as they can handle different formats and protocols more efficiently and flexibly23
1: Integration Architecture Designer Resource Guide 2: Integration Patterns and Practices 3: Salesforce Integration Architecture Designer Certification Exam Guide
NEW QUESTION # 26
Universal Containers has a requirement for all accounts that do NOT qualify forabusiness extension (Custom field on the account record) for the next month to send a meeting invite to their contacts from the marketing automation system to discuss the next steps. It is estimated there will be approximately 1MilIion contacts per month.
What is the recommended solution?
- A. Use Batch Apex.
- B. Use Process builder.
- C. Use Time-based workflow rule.
- D. Use Trigger.
Answer: C
Explanation:
The recommended solution is to use a time-based workflow rule. A time-based workflow rule is a type of workflow rulethat executes actions at a specific time, such as a certain number of days before or after a record field value. By using a time-based workflow rule, you can send an email alert to the contacts of the accounts that do not qualify for a business extension for the next month, and include a meeting invite in the email. This solution can handle large volumes of data and does not require any custom code. Using batch Apex, process builder, or trigger is not a recommended solution because they are more complex andrequire custom code or configuration. Batch Apex is a way to run large-scale and long-running jobs that operate on many records.
Process builder is a tool that lets you automate business processes by creating a process with criteria and actions. Trigger is a type of Apex code that executes before or after database operations, such as insert, update, delete, or undelete.
NEW QUESTION # 27
Northern Trail Outfitters has a requirement to encrypt few of widely used standard fields. They also want to be able to use these fields in workflow rules.
Which security solution should an Integration Architect recommend to fulfill the business use case?
- A. Platform Shield Encryption
- B. Cryptography Class
- C. Data Masking
- D. Classic Encryption
Answer: A
Explanation:
https://help.salesforce.com/articleView?id=data_mask_overview.htm&type=5
https://help.salesforce.com/articleView?id=security_pe_vs_classic_encryption.htm&type=5
NEW QUESTION # 28
Acustomer is migrating from an old legacy system to Salesforce. As part of the modernization effort, they would like to integrate al existing systems that currently work with their legacy application with Salesforce.
Which three constraints and pain-pointsshould an integration architect consider when choosing the integration pattern/mechanism?
Choose 3 answers
- A. Reporting and usability requirements
- B. System types - APIs, File systems, Email
- C. Error handling mechanisms
- D. Multi-language and multi-currency requirement
- E. Data Volume and Processing volume
Answer: B,C,E
Explanation:
The system types, the error handling mechanisms, and the data volume and processing volume are three constraints and pain-points that an integration architect should consider when choosingthe integration pattern
/mechanism. The system types determine what kind of interfaces and protocols are available or required for the integration, such as APIs, file systems, email, etc. The error handling mechanisms ensure that the integration can handleany failures or exceptions gracefully and provide appropriate logging and notification.
The data volume and processing volume affect the performance and scalability of the integration, as well as the choice of synchronous or asynchronous methods. Reference: Salesforce Integration Architecture Designer Resource Guide, page 17
NEW QUESTION # 29
A developer is researching different implementations of the Streaming API (PushTopic, Change Data Capture, Generic Streaming, Platform Events) and asks for guidance. What should the architect consider when making the recommendation?
- A. PushTopic Events can define a custom payload.
- B. Change Data Capture can be published from Apex.
- C. Change Data Capture does not have record access support.
Answer: C
Explanation:
When recommending a streaming solution, the architect must evaluate how each event type handles Record- Level Security (Sharing). Change Data Capture (CDC) is unique because it ignores sharing settings for record change events. This means all records of an enabled object generate change events, regardless of whether a particular user has access to those records in the Salesforce UI.
While CDC disregards record-level sharing, it does respect Field-Level Security (FLS). Delivered events only include the fields that the subscribing user is permitted to access. This is a critical consideration for integrations: if a system requires a "Master" view of all record changes across the enterprise (such as a data warehouse sync), CDC is the appropriate tool because it ensures no data is missed due to user-specific sharing constraints.
In contrast, PushTopic Events (Option A) provide a fixed payload based on a SOQL query and do not allow a "custom" payload in the same sense as Platform Events. Platform Events (Option C) are published from Apex or external APIs, but CDC is a platform-native feature that broadcasts automatically when a database record is modified, rather than being "published from Apex" by a developer.
NEW QUESTION # 30
Northern Trail Outfitters has a registration system that is used for workshops offered at its conferences. Attendees use a Salesforce community to register for workshops, but the scheduling system manages workshop availability based on room capacity. It is expected that there will be a big surge of requests for workshop reservations when the conference schedule goes live.
Which integration pattern should be used to manage the influx in registrations?
- A. Batch Data Synchronization
- B. Remote Call-In
- C. Remote Process Invocation-Request and Reply
- D. Remote Process Invocation-Fire and Forget
Answer: A
NEW QUESTION # 31
A large enterprise customer has decided to implement Salesforce as their CRM. The current system landscape includes the following:
1. An Enterprise Resource Planning (ERP) solution that is responsible for Customer Invoicing and Order fulfillment.
2. A Marketing solution they use for email campaigns.
The enterprise customer needs their sales and service associates to use Salesforce to view and log their interactions with customers and prospects in Salesforce.
Which system should be the System of record for their customers and prospects?
- A. Marketing with all customer data from Salesforce and ERP.
- B. New Custom Database forCustomers and Prospects.
- C. Salesforce with relevant Marketing and ERP information.
- D. ERP with all prospect data from Marketing and Salesforce.
Answer: C
Explanation:
Explanation
Option C is correct because Salesforce should be the system of record for their customers and prospects, as it is the CRM solution that the sales and service associates use to view and log their interactions with them. Salesforce can also integrate with the Marketing and ERP solutions to display relevant information from those systems, such as campaign history, invoices, and orders12 Option A is incorrect because ERP is not a suitable system of record for customers and prospects, as it is mainly focused on invoicing and order fulfillment. ERP may not have all the data that the sales and service associates need to interact with them, such as contact details, preferences, activities, and opportunities. ERP may also have different data models and definitions than Salesforce and Marketing, which can cause data quality and consistency issues3 Option B is incorrect because Marketing is not a suitable system of record for customers and prospects, as it is mainly focused on email campaigns. Marketing may not have all the data that the sales and service associates need to interact with them, such as account information, service cases, contracts, and quotes. Marketing may also have different data models and definitions than Salesforce and ERP, which can cause data quality and consistency issues.
Option D is incorrect because creating a new custom database for customers and prospects is not a feasible or efficient solution, as it would require additional development, maintenance, and integration costs. It would also create another layer of complexity and potential data duplication in the system landscape. Salesforce already provides a robust and flexible platform for managing customer and prospect data, which can be easily customized and integrated with other systems.
References: 1: Salesforce CRM - The Definitive Guide 2: Salesforce Integration Cloud - Connect Any App, Data, or Device 3: What Is ERP? | Oracle : Salesforce vs ERP: What's the Difference? : Marketing Cloud - Digital Marketing Platform : Salesforce vs Marketing Cloud: What's the Difference? : Salesforce Platform - Build Apps Fast : Why You Shouldn't Build Your Own CRM System
NEW QUESTION # 32
Northern Trail Outfitters (NTO) leverages Sales Cloud for tracking and managing leads, accounts, contacts, and opportunities- Orders and order fulfillment is taken care of by an Order Management System (OMS) in the back-office. When an opportunity has changed it's status to "Closed/Won" and there are products attached, the details should be passed to the OMS for fulfillment operations.
The callout from Salesforce to the OMS should be synchronous.
What should an Integration Architect do to satisfy these requirements?
- A. Write a trigger that invokes an Apex proxy class to make a REST callout to the Order Management System.
- B. Develop a batch Apex job that aggregates Closed Opportunities and makes a REST callout to the Order Management System hourly.
- C. Use Process Builder to call an Apex proxy class to make a REST callout to the Order Management System.
- D. Build a Lightning Component that makes a synchronous Apex REST callout to the Order Management System when a button is clicked.
Answer: C
NEW QUESTION # 33
An Integration Developer is developing an HR synchronization app for a client. The app synchronizes Salesforce record data changes with an HR system that's external to Salesforce.
What should the integration architect recommend to ensure notifications are stored for up to three days if data replication fails?
- A. Platform Events
- B. Callouts
- C. Generic Events
- D. Change Data Capture
Answer: D
Explanation:
https://trailhead.salesforce.com/en/content/learn/modules/change-data-capture/understand-change-data-capture
NEW QUESTION # 34
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