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NEW QUESTION # 59
A customer is migrating from an old legacy system to Salesforce and wants to integrate all existing systems currently working with the legacy application. Which constraint/pain-point should an integration architect consider when choosing the integration pattern/mechanism?
Answer: A
Explanation:
When designing an integration architecture for a legacy migration, Data volume and processing volume are the primary technical constraints that dictate the choice of integration pattern.
Salesforce is a multi-tenant environment with strict governor limits. High data volumes can quickly exhaust synchronous request limits, API quotas, and storage allocations. An architect must evaluate:
Synchronous vs. Asynchronous: High-volume processing often requires asynchronous patterns (like Batch or Fire-and-Forget) to avoid blocking user actions and hitting concurrent request limits.
Bulk vs. REST: If millions of records need to be migrated or synchronized daily, the Bulk API is the only scalable mechanism, as standard REST or SOAP APIs are not optimized for massive datasets.
Data Persistence: Large volumes of read-only data might be better served through Data Virtualization (Salesforce Connect) to avoid consuming expensive Salesforce storage.
While reporting (Option C) and multi-currency (Option B) are important business requirements, they are functional configurations within Salesforce and do not drive the technical "plumbing" of the integration as heavily as volume does. By prioritizing the evaluation of volume and processing needs, the architect ensures that the integration is stable, performant, and capable of scaling as the business grows.
NEW QUESTION # 60
Northern Trail Outfitters uses a custom Java application to display code coverage and test results for all enterprise applications. Which Salesforce API should an integration architect use to include Salesforce in this application?
Answer: A
Explanation:
The Tooling API is specifically designed for developer-centric tools that need fine-grained access to Salesforce metadata and runtime information. It exposes specialized objects like ApexCodeCoverage, ApexCodeCoverageAggregate, and ApexTestResult. These objects allow external applications to query the results of test runs and specific line-by-line coverage metrics. While the Metadata API (Option A) is used for deployments, it does not provide the same granular query access to test execution results. The Tooling API is the industry standard for integrating Salesforce into enterprise CI/CD pipelines and quality dashboards.
NEW QUESTION # 61
A large enterprise customer is implementing Salesforce. Current systems include ERP for invoicing/fulfillment and a Marketing solution for email. Associates need to view and log interactions in Salesforce. Which system should be the system of record for customers and prospects?
Answer: C
Explanation:
To achieve a "Customer 360" view where sales and service associates have the context needed for daily interactions, Salesforce is the logical System of Record (SoR) for customer and prospect engagement.
While the ERP remains the master for financial transactions (invoices) and the Marketing tool masters campaign analytics, Salesforce should house the core "Golden Record" of the customer. This is achieved by integrating relevant data from the ERP (order status, invoice history) and Marketing (lead source, email engagement) into Salesforce. This strategy (Option A) empowers associates to log interactions and view history in one place, fulfilling the primary goal of the CRM implementation while avoiding the complexity of a new custom database (Option B) or trying to force prospect-level engagement data into a rigid ERP (Option C).
NEW QUESTION # 62
Service agents at Northern Trail Outfitters use Salesforce to manage cases and B2C Commerce for ordering.22 Which integration solution should an architect recommend in order for the service agents to see order history from a business-to-consumer (B2C) Commerce system?
Answer: B
Explanation:
For organizations using both Salesforce Service Cloud and B2C Commerce (formerly Demandware), Salesforce provides a specialized, pre-built integrat25ion known as the Salesforce B2C Commerce to Service Cloud Connector. This connector is part of the Salesforce B2C Solution Architecture and is the recommended choice because it offers "out-of-the-box" cross-cloud functionality.
The connector enables several critical business processes for service agents:
Unified Customer Profile: Synchronizes customer data between the two platforms, ensuring agents have the most current contact information.
Order History Visibility: Allows agents to view real-time order data and status from the Commerce system directly within the Service Console.
Service Actions: Enables agents to perform commerce-related tasks, such as "Order on Behalf Of," without leaving the Salesforce interface.
While an architect could build a custom integration using the Commerce REST API (Option A) or MuleSoft (Option C), these approaches require significant development, testing, and long-term maintenance effort. The B2C Connector reduces time-to-market and leverages Salesforce's own engineering to handle complex synchronization logic and API versioning. Recommending the standard connector aligns with the architectural principle of "clicks before code" and ensures that the integration remains supported by Salesforce as both platforms evolve.
NEW QUESTION # 63
An integration architect needs to build a solution that will use the Streaming API, but the data loss should be minimized, even when the client re-connects every couple of days. Which two types of Streaming API events should be considered?
Answer: C
Explanation:
In a robust event-driven architecture, "durability" is the ability of a system to retain events so that a subscriber can retrieve them even after being offline. For an architect needing to minimize data loss over "every couple of days," the selection must focus on event types that support a high retention window.
Salesforce provides two modern event types specifically designed for high-scale, durable messaging:
Change Data Capture (CDC): This automatically broadcasts changes to Salesforce records (Create, Update, Delete, Undelete). CDC events are highly durable and are retained in the event bus for 72 hours (3 days).
High-Volume Platform Events: These are custom events defined by the architect. Like CDC, High-Volume Platform Events also provide a 72-hour retention window.
Earlier versions of the Streaming API, such as PushTopic Events and Generic Events (Option C and parts of A), typically offered a 24-hour retention window, which would not satisfy the requirement of a client re-connecting "every couple of days" (potentially 48-72 hours later).
By utilizing CDC and High-Volume Platform Events, the architect can leverage the Replay ID. When the client re-connects, it can send the Replay ID of the last event it successfully processed. Salesforce then "replays" all events that occurred during the client's downtime from that specific point, up to the 72-hour limit. This mechanism ensures zero data loss for planned or unplanned outages lasting up to three days, making it the most resilient choice for the specified requirements.
NEW QUESTION # 64
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