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Salesforce Certified Platform Integration Architect Sample Questions (Q65-Q70):
NEW QUESTION # 65
Northern Trail Outfitters is planning to perform nightly batch loads into Salesforce from an external system with a custom Java application using the Bulk API. The CIO is curious about monitoring recommendations for the jobs from the technical architect. Which recommendation should help meet the requirements?
- A. Set the Salesforce debug logs level to "finest", and add the user ID running the job to monitor in the "Debug Logs" in the setup menu.
- B. Write the error response from the Bulk API status to a custom error logging object in Salesforce using an Apex trigger, and create reports on the object.
- C. Use the getBatchInfo method in the Java application to monitor the status of the jobs from the Java application.
Answer: C
Explanation:
For high-volume data loads using the Bulk API, monitoring should be performed programmatically by the orchestrating client-in this case, the custom Java application. The Bulk API is asynchronous, meaning that when you submit a job, Salesforce acknowledges the request and processes it in the background.
The Java application must actively track the state of its own jobs. Using the `getBatchInfo` (or `getJobInfo` in Bulk API 2.0) method allows the application to retrieve the real-time status of each batch. The application can check for statuses such as `Queued`, `InProgress`, `Completed`, or `Failed`. Once a batch is marked as `Completed`, the application can then call `getBatchResult` to retrieve a list of successes and failures for individual records.
Option B is architecturally unsound because Bulk API operations are designed to bypass most synchronous Apex logic to ensure performance; furthermore, creating custom records for every error in a "nightly batch load" would likely hit other platform limits (like storage or CPU) and defeat the purpose of using the Bulk API. Option C is ineffective for Bulk API monitoring, as debug logs do not capture the background processing of bulk batches and would quickly hit the log size limits.
By recommending Option A, the architect ensures that the Java application maintains full control over the integration lifecycle. The application can log errors locally, implement automated retries for transient failures, and provide the CIO with accurate, high-level reporting on the success rate of the nightly loads without placing unnecessary overhead on the Salesforce platform.
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NEW QUESTION # 66
Northern Trail Outfitters (NTO) has a requirement to encrypt a few widely-used standard fields. NTO also wants to be able to use these fields in record-triggered flows.
Which security solution should an integration architect recommend to fulfill the business use case?
- A. Classic Encryption
- B. Data Masking
- C. Shield Platform Encryption
Answer: C
Explanation:
To satisfy the requirement of encrypting standard fields while maintaining their functionality within record-triggered flows, Shield Platform Encryption is the recommended architectural solution.1 Shield Platform Encryption is a modern security layer that allows for encryption at rest while 2preserving critical platform features. Unlike Classic Encryption (Option B)-which is limited to a specific "Encrypted Text" custom field type and often breaks platform features like search and automation-Shield is designed to work with standard fields such as Name, Email, and Phone.
Key architectural considerations for Shield include:
Compatibility with Automation: Shield fields can be used in Flows, Apex triggers, and validation rules. This allows NTO to implement the required record-triggered business logic without needing to decrypt the data manually in code.
Search and Filtering: By using Deterministic Encryption, Shield allows users to filter and search for records based on encrypted fields, which is often a requirement for "widely-used" standard fields.
Compliance and Governance: Shield provides advanced key management (Bring Your Own Key - BYOK) and auditing, ensuring that NTO meets corporate security guidelines while data is being processed by the platform.
Data Masking (Option C) is primarily used for sandboxes to obfuscate PII during testing and is not a production encryption-at-rest solution. By recommending Shield, the architect provides a transparent security model that protects sensitive data without sacrificing the declarative power of Flow Builder.
NEW QUESTION # 67
Northern Trail Outfitters submits orders to a manufacturing system web service that has experienced multi-day outages. Which solution should an integration architect recommend to handle errors during these types of outages?
- A. Use Platform Event replayId and custom scheduled Apex process to retrieve missed events.
- B. Use middleware queuing and buffering to insulate Salesforce from system outages.
- C. Use Outbound Messaging to automatically retry failed service calls.
Answer: B
Explanation:
When a target system experiences prolonged outages (lasting "several days"), point-to-point integration solutions built within Salesforce are likely to fail or reach their retry limits. For example, Salesforce Outbound Messaging (Option B) only retries for up to 24 hours before dropping the message.
The architecturally robust solution is to introduce a Middleware layer (ESB or iPaaS) that provides queuing and buffering. In this model, Salesforce sends the order to the middleware. The middleware immediately acknowledges receipt (preserving Salesforce performance). If the manufacturing system is offline, the middleware stores the message in a persistent queue.
Middleware is designed for this high level of Quality of Service (QoS). It can be configured with custom retry logic-such as waiting 30 minutes between attempts-and can hold millions of messages for days or even weeks. This effectively "insulates" Salesforce from the manufacturing system's instability. Option C is overly complex and requires custom development in both the event bus and Apex, whereas middleware provides this functionality as a native capability. By using middleware, the architect ensures that no orders are lost during extended manufacturing downtime and that the integration is decoupled and resilient.
NEW QUESTION # 68
Northern Trail Outfitters wants to use Salesforce as a front end for creating accounts using the lead-to-opportunity process.
An order is created in Salesforce when the opportunity is Closed/Won, but the back-end Enterprise Resource Planning (ERP) system is the data Master for order.
The customer wants to be able to see within Salesforce all the stages of order processing, like Order Created, Order Shipped, and Order Paid, that are within the retention window.
Which message durability consideration should an integration architect make when designing a solution to meet these business requirements?
- A. High-volume event messages are stored for 24 hours (1 day).
- B. When subscribing to Salesforce Event Bus, ReplayID is used with a value of -1 to be able to see new events.
- C. When subscribing to Salesforce Event Bus, ReplayID is used with a value of -2 to be able to see old and new events.
Answer: C
Explanation:
When designing an event-driven architecture to track order processing stages (Created, Shipped, Paid), the Integration Architect must ensure the solution provides "durability"-the ability to recover messages that were sent while a subscriber was offline or during a system failure. In Salesforce, this is managed through the Event Bus and the ReplayID mechanism.
For High-Volume Platform Events and Change Data Capture, Salesforce provides a standard retention window of 72 hours (3 days). This means that events are stored in the bus for this duration, allowing clients to "replay" events that occurred in the past. To leverage this durability, the subscribing client must specify where in the event stream they wish to begin receiving messages.
There are two special values for the ReplayID:
ReplayID = -1 (Tip of the Stream): The subscriber receives only new events that are published after the subscription is established. Any events published while the client was disconnected are missed. This does not meet the requirement of seeing processing stages that occurred within the retention window if the connection was interrupted.
ReplayID = -2 (All Available Events): The subscriber receives all events that are currently stored in the event bus (up to 72 hours old) as well as all new events.
By recommending the use of ReplayID = -2, the architect ensures that even if the Salesforce frontend or the integration middleware experiences downtime, the system can "catch up" by retrieving all order status updates (Shipped, Paid, etc.) that were published during that window. This provides a robust and resilient user experience, ensuring that the Opportunity and Order records in Salesforce accurately reflect the state of the ERP system without data gaps. This configuration is essential for maintaining data synchronization in a distributed landscape where Salesforce acts as the engagement layer for a back-1end ERP master.
NEW QUESTION # 69
A new Salesforce program has the following high-level abstract requirement: Business processes executed on Salesforce require data updates between their internal systems and Salesforce. Which relevant detail should an integration architect seek to specifically solve for integration architecture needs of the program?
- A. Core functional and non-functional requirements for User Experience design, Encryption needs, Community, and license choices
- B. Timing aspects, real-time/near real-time (synchronous or asynchronous), batch and update frequency
- C. Integration skills, SME availability, and Program Governance details
Answer: B
Explanation:
In the discovery and translation phase of a Salesforce project, an Integration Architect must move beyond high-level business goals to define the technical "DNA" of the data exchange. While organizational readiness and user experience are vital to project success, they do not dictate the architectural patterns required to move data between systems.
The most critical details for designing an integration architecture are the Timing and Volume requirements. Identifying whether a business process is Synchronous or Asynchronous is the primary decision point. For example, if a Salesforce user requires an immediate validation from an external system before they can save a record, a synchronous "Request-Reply" pattern using an Apex Callout is required. If the data update can happen in the background without blocking the user, an asynchronous "Fire-and-Forget" pattern is preferred to improve system performance and user experience.
Furthermore, understanding the Update Frequency (e.g., real-time, hourly, or nightly) and the Data Volume (e.g., 100 records vs. 1 million records) allows the architect to select the appropriate Salesforce API. High-volume, low-frequency updates are best handled by the Bulk API to minimize API limit consumption, while low-volume, high-frequency updates are better suited for the REST API or Streaming API. By specifically seeking out these timing and frequency aspects, the architect ensures that the chosen solution is scalable, stays within platform governor limits, and meets the business's Service Level Agreements (SLAs). Without these details, the architect risks designing a solution that is either too slow for the business needs or too taxing on system resources.
NEW QUESTION # 70
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