[Dec 17, 2025] Integration-Architect Free Exam Questions with Quality Guaranteed [Q41-Q63]

QUESTION 41
Universal Containers (UC) is currently managing acustom monolithic webservice that runs on an on-premise server.
This monolithic web service is responsible for Point-to-Point (P2P) integrations between:
1. Salesforce and a legacy billing application
2. Salesforce and a cloud-based Enterprise Resource Planning application
3. Salesforce and a data lake.
UC has found that the tight interdependencies between systems is causing integrations to fail.
What should an architect recommend to decouple the systems and improve performance of the integrations?

Re-write and optimize the current web service to be more efficient.

Leverage modular design by breaking up the web service into smaller pieces for a microservice architecture.

Use the Salesforce Bulk API when integrating back into Salesforce.

Move thecustom monolithic web service from on-premise to a cloud provider.

QUESTION 42
Northern Trail Outfitters needs to secure an integration with an external Microsoft Azure API Gateway.
What integration security mechanism should be employed?

Configure mutual server authentication with two-way SSL using CA issued certificates.

Configure a connected app with an authorization endpoint of the API gateway and configure OAuth settings.

Use an API only user profile and implement use an external identity provider with federated API access.

Implement Salesforce Shield with Encryption at Rest and generate a tenant secret.

QUESTION 43
An architect recommended using Apex code to make callouts to an external system to process insurance quote.
What should the integration architect consider to make sure this is the right option for the integration?

The maximum callouts in a single Apex transaction.

The maximum number of parallel Apex callouts in a single continuation.

The limit on long-running requests (total execution time).

The limit of pending operations in the same transaction.

QUESTION 44
Which two system constraint questions should be considered when designing an integration to send orders from Salesforce to a fulfillment system?
Choose 2 answers

What latency is acceptable for orders to reach the fulfillment system?

Which system will validate order shipping addresses?

Can the fulfillment system implement a contract-first Outbound Messaging interface?

Can the fulfillment system participate in idempotent design to avoid duplicate orders?

QUESTION 45
Northern Trail Outfitters is planning to create anative employee facing mobile app with the look and feel of Salesforce’s Lighting Experience. The mobile ap needs to integrate with their Salesforce org.
Which Salesforce API should be used to implement this integration?

Streaming API

REST API

Connect REST API

User InterfaceAPI

QUESTION 46
A company needs to be able to send data from Salesforce to a homegrown system behind a corporate firewall.
The data needs to be pushed only one way and doesn’t need to be sent in real time. The average volume is 2 million records per day.
What should an integration architect consider when choosing the right option in building the integration between the external system and Salesforce?

Due to high volume of records, number of concurrent requests can hit the limit for the REST API call to external system.

Due to high volume of records, a third-party integration tool is required to stage records off platform.

Due to high volume of records, the external system will need to use a BULK API Rest endpoint to connect to salesforce.

Due to high volume of records, salesforce will need to make a REST API call to external system.

QUESTION 47
An integration architect has been tasked with integrating Salesforce with an on-premises system. Due to some established policies, this system must remain on-premises.
What should the integration architect use to build a solutionfor this requirement?

Use Salesforce Connect if the database supports Open Database Connectivity (ODBC).

Use Heroku Connect if the data is hosted in Heroku.

Use Salesforce Connect If the database supports Open Data Protocol (OData).

QUESTION 48
Universal Containers (UC) is currently managing a custom monolithic web service that runs on an on-premise server. This monolithic web service is responsible for Point-to-Point (P2P) integrations between:
* Salesforce and a legacy billing application
* Salesforce and a cloud-based Enterprise Resource Planning (ERP) application
* Salesforce and a data lake
UC has found that the tight interdependencies between systems are causing integrations to fail.
What should an integration architect recommend to decouple the systems and improve the performance of the integrations?

Move the custom monolithic web service from on-premise to a cloud provider.

Leverage modular design by breaking up the web service into smaller pieces for a microservice architecture.

Use the Salesforce Bulk API when integrating back into Salesforce.

QUESTION 49
Northern Trail Outfitters uses a custom Java application to display code coverage and test results for all of their enterprise applicationsand is planning to include Salesforce as well.
Which Salesforce API should an Integration Architect use to meet the requirement?

SOAP API

Analytics REST API

Metadata API

Tooling API

QUESTION 50
Northern Trail Outfitters (NTO) has recently implemented middleware for orchestration of services across platforms. The ERP system being used requires transactions be captured near real time at a REST endpoint initiated in Salesforce when creating an order object. Additionally, the Salesforce team has limited development resources and requires a low code solution.
Which two options will fulfill the use case requirements?
Choose 2 answers

Use Remote Process Invocation fire and forget pattern on insert on the order object using Flow Builder.

Implement a Workflow Rule with Outbound Messaging to send SOAP messages to the designated endpoint.

Implement Change Data Capture on the order object and leverage the replay Id in the middleware solution.

Use a process builder to create a Platform Event, selecting the record type as the Platform Event Name on insert of record.

QUESTION 51
Northern Trail Outfitters (NTO) has recently implemented middleware for orchestration of services across platforms. The ERP system being used requires transactions be captured near real time at a REST endpoint initiated in Salesforce when creating an order object. Additionally, the Salesforce team has limited development resources and requires a low code solution.
Which two options will fulfill the use case requirements?
Choose 2 answers

Use Remote Process Invocation fire and forget pattern on insert on the order object using Flow Builder.

Implement a Workflow Rule with Outbound Messaging to send SOAP messages to the designated endpoint.

Implement Change Data Capture on the order object and leverage the replay Idin the middleware solution.

Use a process builder to create a Platform Event, selecting the record type as the Platform Event Name on insert of record.

Explanation
Answer A is valid because the Remote Process Invocation fire and forget pattern allows sending a message from Salesforce to the ERP system without waiting for a response or acknowledgement. This enables near real-time integration and reduces the latency and complexity of the integration. The Flow Builder is a low code tool that can be used to invoke an Apex action that makes the HTTP callout to the REST endpoint on insert of the order object12 Answer C is valid because the Change Data Capture feature allows capturing changes in Salesforce data and publishing them as events to a streaming channel. The middleware can subscribe to the channel and receive the events that contain the order details. The replay Id is a unique identifier for each event that can be used by the middleware to resume from the last processed event in case of failures or interruptions. This ensures reliable and consistent integration between Salesforce and the ERP system3 Answer B is not valid because the Outbound Messaging feature uses SOAP messages to send notifications to external systems based on workflow rules. This requires configuring a SOAP endpoint and a WSDL file for the ERP system, which may not be compatible with the REST endpoint requirement. Moreover, Outbound Messaging does not guarantee delivery or order of messages, which may affect the accuracy and timeliness of the integration.
Answer D is not valid because the Platform Event feature allows publishing custom events from Salesforce to external systems or vice versa using a publish/subscribe model. However, this requires creating a platform event object and defining its fields and permissions, which may not be a low code solution. Moreover, using the record type as the platform event name may not be a valid or meaningful option, as record types are used to define different business processes or user interfaces for an object.
1: Remote Process Invocation-Fire and Forget 2: Invoke an Apex Class That Makes a Callout 3: Change Data Capture : Replay Events Using Middleware : Outbound Messaging Implementation Guide : Platform Events Developer Guide

QUESTION 52
The sales Operations team at Northern Trail Outfitters imports new leads each day. An integrated legacy territory management system assigns territories toleads before Sales team members can work on them. The current integration often experiences latency issues.
Which two recommendations should an Architect make to improve the integration performance?
Choose 2 answers

Reduce batch size of asynchronous BULK API.

Reduce batch size of synchronous BULK API.

Legacy system should submit in serial mode.

Legacy system should submit in parallel mode.

QUESTION 53
Northern Trail Outfitters uses a custom Java application to display code coverage and test results for all of their enterprise applicationsand is planning to include Salesforce as well.
Which Salesforce API should an Integration Architect use tomeet the requirement?

SOAP API

Analytics REST API

Metadata API

Tooling API

QUESTION 54
A company that is a leading provider of training delivers courses to students globally. The company decided touse customer community in order to allow Studer to log in to the community, register for courses and pay course fees. The company has a payment gateway that takes more than 30 seconds to process the pays transaction. Students would like to get the paymentresult in real-time so in case an error happens, the students can retry the payment process.
What is the recommended integration approach to process payments based on this requirement?

Use platform event to process payment to the payment gateway.

Use continuation to process payment to the payment gateway.C Use change data capture to process payment to the payment gateway.

Use request and reply to make an API call to the payment gateway.

QUESTION 55
An Integration Architect has built a solution using REST API, updating Account, Contact, and other related information. The data volumes have increased, resulting in higher API calls consumed, and some days the limits are exceeded. A decision was made to decrease the number of API calls using bulk updates. The customer prefers to continue using REST API to avoid architecture changes.
Which REST API composite resources should the Integration Architect use to allow up to 200 records in one API call?

SObject Collections

SObject Tree

Batch

Composite

Explanation
SObject Collections is a REST API composite resource that allows you to create, update, or delete up to 200 records in one API call. You can specify the type of operation (create, update, or delete) for each record in the request body, and the response body will contain the status and IDs of each record. SObject Collections is suitable for bulk operations on records that are not related to each other1.
SObject Tree is another REST API composite resource that allows you to create up to 200 records in one API call. However, unlike SObject Collections, SObject Tree requires the records to be related to each other in a hierarchy. You can specify the parent and child records in a JSON tree structure, and the response body will contain the reference IDs and URLs of each record. SObject Tree is suitable for creating nested data in one request2.
Batch is a REST API composite resource that allows you to combine up to 25 requests in one API call. Each request can be a different type of operation (query, create, update, delete, etc.) on different objects. The response body will contain the status and results of each request. Batch is suitable for grouping multiple requests into one transaction3.
Composite is a REST API composite resource that allows you to execute a series of REST API requests in one API call. You can use the output of one request as the input of another request using a reference ID. The response body will contain the status and results of each request. Composite is suitable for chaining requests that depend on each other.
Therefore, the correct answer is A, because SObject Collections is the only REST API composite resource that allows bulk updates on records that are not related to each other.
References: 1: SObject Collections | REST API Developer Guide | Salesforce Developers 2: SObject Tree | REST API Developer Guide | Salesforce Developers 3: Batch | REST API Developer Guide | Salesforce Developers : [Composite | REST API Developer Guide | Salesforce Developers]

QUESTION 56
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?

Cryptography Class

Data Masking

Classic Encryption

Platform Shield Encryption

QUESTION 57
Northern Trail Outfitters has recently experienced intermittent network outages in its call center. When network service resumes, Sales representatives have inadvertently created duplicate orders in the manufacturing system because the order was placed but the return acknowledgement was lost during the outage.
Which solution should an architect recommend to avoid duplicate order booking?

Use Outbound Messaging to ensure manufacturing acknowledges receipt of order.

Use scheduled apex to query manufacturing system for potential duplicate or missing orders.

Implement idempotent design and have Sales Representatives retry order(s) in question.

Have scheduled Apex resubmit orders that do not have a successful response.

QUESTION 58
A customer 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-points should an integration architect consider when choosing the integration pattern/mechanism?
Choose 3 answers

System types – APIs, File systems, Email

Reporting and usability requirements

Multi-language and multi-currency requirement

Error handling mechanisms

Data Volume and Processing volume

QUESTION 59
A largeB2C customer is planning to implement Salesforce CRM to become a Customer centric enterprise.
Below, is their current system landscape diagram.
The goals for implementing Salesforce follows:
1. Develop a360 view of customer
2. Leverage Salesforce capabilities for Marketing, Sales and Service processes
3. Reuse Enterprise capabilities built for Quoting and Order Management processes Which three systems from the current system landscape can be retired withthe implementation of Salesforce?
Choose 3 answers

Order Management System

Case Management System

Sales Activity System

Email Marketing System

Quoting System

QUESTION 60
A developer has been tasked by the integration architect to build a solution based on the Streaming API. The developer has done some research and has found there are different implementations of the events in Salesforce (Push Topic Events, Change Data Capture, Generic Streaming, Platform Events), but is unsure of to proceed with the implementation.The developer asks the system architect for some guidance.
What should the architect consider when making the recommendation?

Push Topic Event can define a custom payload.B Change Data Capture does not have record access support.

Change Data Capture can be published from Apex.

Apex triggers can subscribe to Generic Events.

QUESTION 61
Service Agents at Northern Trail Outfitters uses Salesforce to manage cases and B2C Commerce for ordering.
Which integration solution shouldan architect recommend in order for the service agents to see order history from a B2C Commerce system?

Salesforce B2C Commerce to Service Cloud Connector

A REST API offered by Commerce Platform

Mulesoft Anypoint Platform

REST API offered by Salesforce Platform

Option A is correct because Salesforce B2C Commerce to Service Cloud Connector is an integration solution that allows service agents to see order history from a B2C Commerce system. Salesforce B2C Commerce to Service CloudConnector is a pre-built package that integrates Salesforce B2C Commerce and Service Cloud using REST APIs and Platform Events. It enables service agents to view, edit, cancel, and refund orders from B2C Commerce within the Service Cloud console. It also supports features such as customer verification, order search, order details, and order history.
Option B is incorrect because a REST API offered by Commerce Platform is not an integration solution that allows service agents to see order history from a B2CCommerce system. A REST API offered by Commerce Platform is a set of web services that expose the functionality and data of the Commerce Platform to external applications. It can be used to create, update, delete, or query resources such as products, catalogs, customers, or orders. However, a REST API offered by Commerce Platform is not a complete integration solution, as it requires additional development, configuration, and maintenance to connect with Service Cloud and display the order history in the Service Cloud console.
Option C is incorrect because Mulesoft Anypoint Platform is not an integration solution that allows service agents to see order history from a B2C Commerce system. Mulesoft Anypoint Platform is a platform that enables developers to build, manage, and monitor integrations and APIs across various systems and applications. It can be used to connect Salesforce B2C Commerce and Service Cloud using various connectors, protocols, and transformations. However, Mulesoft Anypoint Platform is not apre-built integration solution, as it requires additional development, configuration, and maintenance to connect with Service Cloud and display the order history in the Service Cloud console.
Option D is incorrect because a REST API offered by SalesforcePlatform is not an integration solution that allows service agents to see order history from a B2C Commerce system. A REST API offered by Salesforce Platform is a set of web services that expose the functionality and data of the Salesforce Platform to external applications. It can be used to create, update, delete, or query resources such as objects, records, metadata, or Apex classes. However, a REST API offered by Salesforce Platform is not a complete integration solution, as it requires additional development, configuration, and maintenance to connect with B2C Commerce and display the order history in the Service Cloud console.
References: Salesforce B2C Commerce to Service Cloud Connector : Salesforce B2C Commerce to Service Cloud Connector Implementation Guide : Commerce API Explorer : MuleSoft | Integration Platform for Connecting SaaS and Enterprise Applications : REST API Developer Guide

QUESTION 62
A customer imports data from an external system into Salesforce using Bulk API. These jobs have batch sizes of 2000 and are run in parallel mode. The batch fails frequently with the error “Max CPU time exceeded”. A smaller batch size will fix this error.
Which two options should be considered when using a smaller batch size?
Choose 2 answers

Smaller batch size may cause record-locking errors.

Smaller batch size may increase time required to execute bulk jobs.

Smaller batch size may exceed the concurrent API request limits.

Smaller batch size can trigger “Too many concurrent batches” error.

QUESTION 63
A customer of Salesforce has used Platform Events to integrate their Salesforce instance with an external third-party Artificial Intelligence (AI) system. The AI system provides a prediction score for each lead that is received by Salesforce. Once the prediction score is received, the lead information is saved to Platform events for other processes. The trigger on the Platform Events is failing once this was rolled out to Production.
What type of monitoring should the Integration Consultant have considered to monitor this integration?

Monitor Platform Events created per hour limits across the Salesforce instance.

Set up debug logs for Platform Event triggers to monitor performance.

Validate the Platform Event definition matches leads definition.

Monitor the volume of leads that are created in Salesforce.