Total 112 Questions
Last Updated On : 11-Dec-2025
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Universal Containers (UC) has acquired four companies and is looking to manage revenue across all mergers' territories seamlessly. UC wants to drive major business decision and selling strategies based on an efficient, complete, real-time view of team forecasts across territories from Salesforce. A sales user can be part of multiple territories and is usually working on multiple opportunities at a time. Which technical consideration should a Solution Architect make when designing collaborative forecasting?
A. Archiving a territory model does not impact forecasts, quotas, and adjustments for all territories in the model.
B. If the sales user has many territories assigned to them, it can impact the performance of the forecast.
C. Important details should be tracked at the opportunity line level.
D. Forecast category names can be customized by submitting a Salesforce Support case.
Explanation:
The scenario describes a complex post-merger environment with a key requirement: a "complete, real-time view of team forecasts across territories." The specific challenge is that sales users are part of multiple territories and work on multiple opportunities. This directly points to a well-documented performance consideration within Salesforce.
Option B ✔️
is correct because it addresses a critical architectural limitation. When a user is assigned to a large number of territories, the forecasting engine must calculate and aggregate forecast data for that user across every single territory they are a member of. This multiplicative effect can create significant performance bottlenecks, leading to slow forecast calculation times and a poor user experience, which directly contradicts the requirement for a "real-time view." A Solution Architect must design the territory hierarchy to be as efficient as possible, avoiding unnecessarily assigning users to a high volume of territories.
Option A ❌
is incorrect because it is factually wrong. Archiving a territory model does impact the forecasts, quotas, and adjustments associated with the territories within that model. Once archived, that historical forecast data is no longer accessible in the same way, which would break the requirement for a complete view.
Option C ❌
is incorrect because, while tracking details at the opportunity line level is important for granularity in other contexts (like Salesforce CPQ), it is not the primary technical consideration for collaborative forecasting performance. The performance issue in this scenario is driven by the territory membership model and user-opportunity relationships, not the level of detail on the opportunity.
Option D ❌
is incorrect because, while true that forecast category names can be customized (via a Support case), this is a simple configuration change. It has no bearing on the architectural performance consideration required to handle the complex multi-territory assignment described in the scenario. It is a red herring.
Reference:
This is a standard performance best practice for Salesforce Forecasting, especially when using Territory Management. Salesforce documentation and implementation guides caution against assigning users to an excessive number of territories specifically due to the negative impact on forecast calculation performance.
Universal Containers (UC) recently completed its migration to Lightning Experience, with sales users automatically moving to Lightning. This initiative was a massive undertaking by UC, as it had a tremendous amount of legacy functionality migrated over to Lightning from Classic. The CIO would like to make sure that UC is able to track adoption of the migrated functionality over from Classic to Lightning and what specifically was migrated.
Which two proposals should a Solution Architect recommend?
(Choose 2 answers)
A. Provide the CIO the ability toroll back all changes once they feel Lightning is not adequate for their needs.
B. Track Adoption Rateswithin the Lightning Usage, and monitor a change in metrics within existing reports and dashboards.
C. Provide the CIO a list of the User Stories aroundthe new functionality and the Gap Analysis done between Classic and Lightning.
D. Align with the CIO around the fact that while the functionality has been migrated, the data created between Classic and Lightning will remain exactly the same.
Explanation
The CIO needs actionable proposals to monitor post-migration success and have clear documentation of the changes. The architect must recommend methods that provide measurable adoption data and a definitive record of what was delivered, ensuring the migration's value is understood and tracked.
✅ Correct Options
✅ B. Track Adoption Rates within Lightning Usage App.
This leverages a standard, powerful Salesforce tool. The Lightning Usage App provides empirical data on user logins, page views, and feature adoption, offering quantitative proof of how well the new platform is being embraced. Comparing these metrics to pre-migration baselines in existing dashboards demonstrates concrete impact.
✅ C. Provide User Stories and Gap Analysis.
This delivers the qualitative documentation the CIO needs. The Gap Analysis is the definitive record of what was migrated, changed, or remediated. User Stories explain the business rationale and value behind each new piece of functionality, connecting technical work to user outcomes and ensuring everyone understands the "what" and "why" of the migration.
❌ Incorrect Options
❌ A. Provide the ability to roll back changes.
While having a rollback plan is a prudent risk mitigation step during the migration project, it is not a meaningful proposal for tracking adoption or documenting what was migrated. It is a reactive contingency, not a proactive strategy for measuring success, and does not address the CIO's stated concerns.
❌ D. Align that data created remains the same.
This is a misleading oversimplification. While core record data (like Account names or Opportunity amounts) is preserved, the user experience, page layouts, and business processes for creating and interacting with that data are fundamentally different in Lightning. Focusing only on data ignores the significant change in how users work, which is central to tracking adoption.
Summary
The architect should recommend a two-pronged approach: using the Lightning Usage App for quantitative adoption tracking and providing Gap Analysis and User Stories for qualitative documentation of the migrated functionality. This combination effectively answers the CIO's need for both measurement and understanding.
Reference
This analysis is based on standard Salesforce post-migration best practices. For official guidance, you can refer to the Salesforce Help documentation on the "Lightning Usage App" and Trailhead modules on "Lightning Experience Adoption" and "Managing Change."
Universal Containers recently began a project to connect its ERP with Salesforce. One of the requirements is a daily batch process to create and update orders and order product information. The development team, using the corporate ETL tool, has created two processes to create these records using Bulk API. The test in the development environment worked fine, but in the production environment, some orderproduct records were not updated and showed an error "UNABLE_TO_LOCK_ROW:unable to obtain exclusive access to this record". There is one Process Builder on the Order Product object and no a sync process.
Which two steps should a Solution Architect recommend to avoid this error?
(Choose 2 answers)
A. Use the import wizard instead of Bulk API.
B. Sort the order product records by account and order before the Bulk API load.
C. Change the Bulk API call to use Bulk API 2.0.
D. Add a retry process for the records rejected by this error.
Explanation:
The "UNABLE_TO_LOCK_ROW" error is a classic Salesforce record locking issue that occurs when two or more transactions try to update the same record or its related parent records at the same time. Since Bulk API processes records in parallel batches, multiple batches can attempt to update child OrderProduct records that belong to the same parent Order record, causing lock contention. The Process Builder on the OrderProduct object also contributes to the lock by running additional logic in the same transaction.
🔴A. Use the import wizard instead of Bulk API.
This is incorrect. The Data Import Wizard is designed for smaller data volumes (up to 50,000 records) and lacks the performance and features of the Bulk API for large-scale, enterprise-level data integrations. It would also not inherently solve the locking problem.
🟢B. Sort the order product records by account and order before the Bulk API load.
This is a key best practice for large data loads that involve parent-child relationships. By sorting the OrderProduct records by Order (and Account, which is a parent of Order), the ETL tool can ensure that all child records belonging to the same parent are processed within the same batch. This minimizes the risk of multiple parallel batches attempting to lock the same parent Order record, significantly reducing the "UNABLE_TO_LOCK_ROW" error.
🔴C. Change the Bulk API call to use Bulk API 2.0.
This is an ineffective solution for this specific problem. While Bulk API 2.0 simplifies the data load process by automatically managing batches, it also only uses parallel processing by default. In fact, Bulk API 1.0 has a Serial mode that could be used as an alternative, but it is less performant. Simply switching to Bulk API 2.0 does not address the underlying lock contention caused by parallel processing of child records with shared parentage.
🟢D. Add a retry process for the records rejected by this error.
This is a standard and necessary component of any robust enterprise integration strategy. Even with optimized batching, intermittent locking errors can still occur due to other, unrelated automation or user activity. A retry mechanism, built into the ETL process, can automatically re-submit failed records, allowing them to be successfully processed after the initial lock is released.
References:
Error 'Unable to lock row - Record currently unavailable'
Implementation Best Practices on record lock issue
General Guidelines for Data Loads | Bulk API 2.0 and Bulk API ...
Salesforce Upsert – unable to obtain exclusive access to this record UNABLE_TO_LOCK_ROW - Mule 4
Enterprise resource planning - Wikipedia
Salesforce Bulk API 1 is more useful than Bulk API 2 - codeulike
Universal Containers (UC) needs to provide a portal for its customers to order spare parts for the equipment that has been sold to them. Spare parts orders are fulfilled in uC's ERP system and need to be integrated with the solution. Order status would need to be reflected in the solution.
Additionally, m the future, UC wants this order integration scaled to additional applications. UC also needs customers to be able to schedule appointments for service for their equipment.
Which products should a Solution Architect recommend implementing to meet these requirements?
A. B2B Commerce. Salesforce Field Service, Experience Cloud, and Meroku
B. B2B Commerce, Salesforce Field Serv.ee, Experience Cloud, and Sales Cloud
C. B2B Commerce, Service Cloud, Experience Cloud, and Salesforce Connect
D. B2B Commerce. Salesforce Field Service, Experience Cloud, and MuleSoft
Explanation:
B2B Commerce
Provides the ability to sell spare parts online in a business-to-business context.
Supports complex pricing, accounts, and product catalogs for equipment parts.
Experience Cloud
Creates the customer-facing portal where UC’s customers can log in to place orders and track status.
Salesforce Field Service
Allows customers to schedule and manage service appointments for equipment.
Optimized for dispatching technicians and managing service operations.
MuleSoft
Provides scalable, reusable API-led connectivity to the ERP system and future applications.
Ensures that orders placed in B2B Commerce are fulfilled in ERP and updates flow back to Salesforce for order status.
Future-proof for UC’s need to integrate with additional systems.
❌ Why Not the Other Options?
A. Meroku
→ Heroku can be used for custom applications but is not the best fit for ERP integration at enterprise scale compared to MuleSoft.
B. Sales Cloud
→ Sales Cloud is focused on sales automation, not order management or ERP integration. Doesn’t solve the ERP order fulfillment challenge.
C. Service Cloud + Salesforce Connect
→ Service Cloud is good for case management, but UC needs Field Service for scheduling appointments. Salesforce Connect provides real-time data access, but it doesn’t offer the same robust, scalable integration and orchestration that MuleSoft does.
🔍 References
Salesforce B2B Commerce Overview
Salesforce Field Service Documentation
MuleSoft API-led Connectivity
Salesforce Experience Cloud
Universal Containers (UC) has a multi-cloud environment that includes Sales Cloud, Service Cloud, and CPQ. The environment supports multiple languages via the translation workbench. As part of a roadmap, UC is implementing B2B Commerce. As part of this project, there is a requirement to translate data stored within the Name and Description fields on the Product and Product Category objects. What should a Solution Architect recommend to achieve this?
A. Done data records and translate.
B. Enable Translation Workbench.
C. Add custom field with translations
D. Enable Data translation for B2B Commerce.
Explanation:
The question outlines a specific requirement: translating data (Name and Description fields) on standard B2B Commerce objects (Product and Product Category) that are part of the product catalog. The key distinction here is the type of data being translated.
Why D is Correct:
B2B Commerce on Salesforce uses a feature called Data Translation specifically for translating catalog data. This includes objects like Product2 (Product), Category (Product Category), and their related fields. Enabling this feature allows administrators to create and manage translations for these specific field values directly within the B2B Commerce setup, making it the native and recommended solution for this use case.
Why A is Incorrect:
"Done data records and translate" is not a standard, recognizable feature or recommended practice within the Salesforce platform for handling translations. It is vague and does not point to a supported solution.
Why B is Incorrect:
The Translation Workbench is already enabled (as stated in the scenario: "The environment supports multiple languages via the translation workbench"). The Translation Workbench is designed for translating UI labels, picklist values, and page layouts—not for translating data records like product names and descriptions stored in standard object fields.
Why C is Incorrect:
While technically possible, creating custom fields for each translation (e.g., Description_es, Description_fr) is an anti-pattern. It creates a maintenance nightmare, does not scale with multiple languages, and is not integrated with the B2B Commerce runtime, which is built to use the Data Translation feature to serve the correct translation based on the user's language.
Reference:
The solution leverages the standard B2B Commerce Data Translation capability. This feature allows for the management of translations for catalog objects without creating custom fields or using external, unsupported methods.
Salesforce Documentation: Translate B2B Commerce Data This official documentation details the process of enabling and using Data Translation for objects like Product and Category.
P&C Hardware is a large manufacturer of computer components and already has an extensive Salesforce technology stack including MuleSoft, Sales Cloud, Service Cloud, and Field Service, as well as Shield capabilities. P&C Hardware is in the process of launching an online store based on Salesforce technology that's supposed to go live in 6 weeks.
P&C Hardware needs to analyze performance to identify bottlenecks and optimize the configuration using its agile process with weekly releases. So far, P&C Hardware has covered similar requirements for other technologies using a third-party monitoring and alerting tool it deployed in the cloud.
What are two viable options a Solution Architect should explore in more detail with the client?
(Choose 2 answers)
A. Leverage Shield Event Monitoring and MuleSoft to provide monitoring data to the third- party monitoring and alerting solution that's already in place at P&C Hardware.
B. Leverage Shield Event Monitoring inconjunction with the Salesforce Debug Logs, and establish a regular review process for the Operations and Administration team.
C. Leverage the B2B Commerce built-in performance monitoring dashboard to analyze performance in near real time.
D. Leverage Shield Event Monitoring incombination with the CRM Analytics Event Monitoring app as a simple out-of-the-box solution.
Explanation
P&C Hardware needs a monitoring solution for its upcoming online store with agile weekly releases. Since they already have Shield capabilities and an existing third-party monitoring system, the Solution Architect should focus on solutions that integrate with current tools or provide simple out-of-the-box analytics. This ensures visibility into performance, bottlenecks, and optimization opportunities without disrupting existing workflows.
Correct Options
✅ A. Leverage Shield Event Monitoring and MuleSoft to provide monitoring data to the third-party monitoring and alerting solution that's already in place at P&C Hardware.
Integrating Shield Event Monitoring with MuleSoft allows streaming of Salesforce event logs into the existing third-party monitoring system. This approach leverages current investments and operational processes while providing visibility into system performance. It ensures seamless monitoring without requiring new tools or disrupting the agile weekly release cadence.
✅ D. Leverage Shield Event Monitoring in combination with the CRM Analytics Event Monitoring app as a simple out-of-the-box solution.
Using the Event Monitoring app in CRM Analytics offers prebuilt dashboards for analyzing performance and user behavior in near real-time. This option is low-effort and fast to deploy, making it ideal for P&C Hardware’s short six-week go-live timeline. It complements Shield capabilities without the need for custom development.
Incorrect Options
❌ B. Leverage Shield Event Monitoring in conjunction with the Salesforce Debug Logs, and establish a regular review process for the Operations and Administration team.
Debug Logs are designed for troubleshooting specific code or processes, not continuous performance monitoring. Reviewing logs manually is time-consuming and does not scale for agile weekly releases or for analyzing system-wide bottlenecks. This approach would not meet P&C Hardware’s need for near real-time performance insights.
❌ C. Leverage the B2B Commerce built-in performance monitoring dashboard to analyze performance in near real time.
The B2B Commerce dashboard provides high-level metrics but is limited to specific commerce components. It does not capture broader system performance or integration events, nor does it integrate with existing third-party monitoring tools. Therefore, it is insufficient as a complete monitoring solution for P&C Hardware’s online store.
Summary
P&C Hardware should focus on solutions that integrate Shield Event Monitoring with existing tools or provide out-of-the-box analytics. This ensures full visibility into system performance, supports agile weekly releases, and avoids disrupting established monitoring processes. Manual log review or limited dashboards are not scalable or sufficient for their needs.
Reference:
Salesforce Event Monitoring Overview
Salesforce CRM Analytics Event Monitoring App
During a B2B multi-cloud implementation, an executive sponsor from Universal Containers (UC) approaches the Solution Architect to discuss ongoing support and new functionality that will be rolled out to support UC. The current implementation supports Experience Cloud, Service Cloud, and Sales Cloud. Which three recommendations should a Solution Architect make to ensure features are enabled without impacting user efficiency?
(Choose 3 answers)
A. Give usersa way to raise support tickets for new features they do not understand.
B. Give users the ability to opt-out of any new feature they dislike.
C. Fully document all customizations added to the system.
D. Communicate and train users on new features.
E. Ensure development, training, andproduction environments are in place.
Explanation
In large B2B multi-cloud orgs, new features and enhancements are released continuously. Poor change management leads to confusion, lower productivity, and shadow IT. The architect must focus on proactive communication, safe testing, and clear documentation so users adopt changes confidently instead of resisting them.
Correct Answers
✅ C. Fully document all customizations added to the system.
Comprehensive, up-to-date documentation of fields, flows, Apex, page layouts, and permission sets is critical in multi-cloud orgs. It helps internal admins, support teams, and future developers understand what was built, why, and how it interacts, preventing breaks when new features are enabled.
✅ D. Communicate and train users on new features.
The #1 reason users reject new functionality is “I didn’t know it was coming or how to use it.” Regular release notes, short demo videos, in-app guided tours (Walkthroughs/In-App Guidance), and targeted training sessions build excitement and competence, keeping productivity high.
✅ E. Ensure development, training, and production environments are in place.
Full-copy sandboxes (for dev/test) plus a dedicated training sandbox that mirrors production data and config let teams test new features thoroughly and let users practice in a realistic environment before anything goes live. This eliminates most surprises and efficiency drops.
Incorrect Answers
❌ A. Give users a way to raise support tickets for new features they do not understand.
While a helpdesk exists anyway, making this a primary recommendation is reactive, not preventive. It accepts confusion as inevitable instead of solving it through training and communication. Users flooding support with basic questions hurts efficiency more than it helps.
❌ B. Give users the ability to opt-out of any new feature they dislike.
Feature opt-out (except for rare permission-based flags) is almost never possible with standard Salesforce releases and creates massive administrative overhead, data inconsistency, and reporting nightmares. It also fragments the user experience and defeats the purpose of standardized processes.
Summary
Success with ongoing releases depends on transparency, preparation, and knowledge transfer.
Document everything (C), communicate + train proactively (D), and maintain proper sandbox environments (E).
Relying on support tickets or individual opt-outs creates chaos and should be avoided.
References
Salesforce Release Management Best Practices
In-App Guidance & Walkthroughs
Sandbox Best Practices
Salesforce Architect Change Management Guide
Big Server Company sells complex server solutions to customers through a reseller channel. Resellers will purchase complex servers as well as have warehouses to store quick need products for their customers, such as additional hard drives and cables. Big Server Company currently uses Salesforce CPQ for its Sales team.
Big Server Company would like to be able to give resellers easy access to purchase warehouse type products through B2B Commerce; however, the company would also like to allow resellers to request additional discounts for large volume orders from the Sales team.
Which recommendation should a Solution Architect make to integrate B2B Commerce and Salesforce CPQ to accomplish this request?
A. Utilize an integration software, like MuleSoft, to sync carts and pricing between B2B Commerce and Salesforce CPQ.
B. Implement the Salesforce CPQ & Billing and CPQ B2B Commerce Connector and use the Cart to Quote flow to sync the cart to Salesforce CPQ, and have a reseller price rule adjust pricing for the reseller based on volume.
C. Create a request special pricing button in B2B Commerce that will create an opportunity for the salesrepresentative and allow the sales representative to follow up.
D. Implement the Salesforce CPQ & Billing and CPQ B2B Commerce Connector anduse the Cart to Quote flow to create a quote from the Resellers Cart, allowing a sales representative to configurediscounts and sync back to cart.
Explanation:
This scenario involves two key requirements:
Self-service purchasing for warehouse-type products via B2B Commerce
Sales-assisted discounting for large-volume orders via Salesforce CPQ
To meet both needs, the CPQ B2B Commerce Connector is the recommended solution.
Specifically, the Cart to Quote flow enables:
Cart sync from B2B Commerce to CPQ: Resellers build their cart in B2B Commerce.
Quote creation in CPQ: The cart is converted into a CPQ quote.
Sales rep intervention: Sales can apply discounts, adjust pricing, or configure complex products.
Sync back to Commerce: Final pricing and configuration are pushed back to the reseller’s cart.
This flow ensures a seamless experience for resellers while enabling sales reps to manage pricing approvals and volume discounts.
❌ Why the Other Options Fall Short
A. MuleSoft integration
Over-engineered for this use case. Native CPQ B2B Commerce Connector already handles cart-to-quote sync.
B. Reseller price rule
Doesn’t address the need for sales rep involvement in discount approval. Rules alone can’t handle complex negotiations.
C. Special pricing button
Creates an opportunity but lacks structured quote management, pricing logic, and cart sync. Too manual and disconnected.
📚 References
Salesforce CPQ B2B Commerce Connector Overview
Salesforce Well-Architected: B2B Commerce
Cart to Quote Flow Documentation
Universal Containers (UC) has a multi-cloud implementation in place covering Service Cloud and Experience Cloud. As part of UC's support process, service agents often need to search across an external ERP that hosts the order information of its customers. They would like to see their ERP data in Salesforce but IT is weary of duplicating data across systems. Which integration mechanism should achieve this with standard capabilities?
A. Salesforce Connect
B. SOAP API
C. Change Data Capture
D. Bulk Rest API
Explanation:
A. Salesforce Connect:
This is the most appropriate solution. Salesforce Connect is a data virtualization tool that allows you to access and display data from an external source (like the ERP) in real-time, without copying or migrating the data into Salesforce. External objects are created in Salesforce to represent the external data, and service agents can view and search this data as if it were a native Salesforce object. This perfectly addresses the requirement of avoiding data duplication while providing agents with the necessary visibility. Salesforce Connect supports various protocols, including OData, which is a standard for integrating with many enterprise systems.
B. SOAP API:
While the SOAP API can be used for integration, it would require custom development (Apex, Visualforce, or Lightning Web Components) to fetch and display the data on demand. This approach does not offer the "standard capabilities" and point-and-click configuration of Salesforce Connect and would still require custom code to avoid data duplication.
C. Change Data Capture (CDC):
This is a real-time event streaming service for publishing changes to Salesforce records. CDC is designed to push changes from Salesforce to an external system, not the other way around. It would be used to keep an external system in sync with Salesforce data, not to display external data within Salesforce in real-time.
D. Bulk Rest API:
The Bulk API is optimized for loading or deleting large sets of data asynchronously, and is not designed for real-time, on-demand data access for display in the UI. Using it would require duplicating the data in Salesforce, which is explicitly against the requirement.
Northern Trail Outfitters (NTO) has a large product catalog containing about 1 million products mastered inside an external PIH system. In its first Salesforce implementation, NTO implemented Salesforce CPQ as its mam tool of … to configure and quote, in conjunction with a nightly batch integration from its PIM to bring over all products, with pricing also being maintained inside of CPQ.
As part of its new fiscal year initiative, NTO would like to introduce a digital sales channel to its customers to allow for a traditional ecommerce serf-service experience, and has decided to use its own custom-built solution as a way to accomplish this. One of the mam requirements for this custom ecommerce solution is that it must integrate into CPQ in order to present the same entitlements for pre-negotiated contracts that were created in CPQ.
Which two suggestions should a Solution Architect recommend as a starting point to meet NTO's need of effectively integrating both applications together?
(Choose 2 answers)
A. Use MuteSoft to streamline the peering and product integration between the PIM, ecommerce, and CPQ.
B. Recommend an ETl tool to synchronize all product data between Salesforce CPQ, PIM, and the custom ecommerce tool.
C. Harmonise the Pricing and Product structure of the custom ecommerce tool and CPQ to enable a streamlined integration.
D. Implement an external master Pricing database that can be cartedby both ecommerce and CPQ.
Explanation
The primary goal is to integrate a custom ecommerce platform with Salesforce CPQ to share pre-negotiated contract entitlements. The "starting point" must establish a reliable, consistent data foundation before designing the specific integration flow. This involves aligning business logic and ensuring automated data synchronization across all systems.
✅ C. Harmonise the Pricing and Product structure of the custom ecommerce tool and CPQ to enable a streamlined integration.
For the two systems to share complex pricing rules and contracts, their underlying data models must be compatible. Harmonization is the critical first step of mapping and aligning fields, rules, and hierarchies so that data can be accurately exchanged and understood by both applications.
✅ B. Recommend an ETL tool to synchronize all product data between Salesforce CPQ, PIM, and the custom ecommerce tool.
With one million products mastered in an external PIM, automated batch synchronization is essential. An ETL tool provides a controlled process to extract from the PIM, transform data into the required format, and load it into both CPQ and ecommerce, ensuring all channels use the same product information.
❌ A. Use MuleSoft to streamline the peering and product integration between the PIM, ecommerce, and CPQ.
While a valid integration platform, specifying MuleSoft is a solution design choice, not a preliminary recommendation. The initial step should focus on planning data and structure alignment. Jumping to a specific middleware tool skips these necessary foundational assessments.
❌ D. Implement an external master Pricing database that can be cartedby both ecommerce and CPQ.
This contradicts the existing architecture where pricing is already managed in CPQ. Introducing a new master database creates a redundant source, increases complexity, and introduces significant risk for data inconsistency, rather than leveraging the established, functional system.
Summary
The architect's starting point must ensure data consistency and structural alignment. First, harmonize data models so systems share common logic. Second, implement automated synchronization to maintain a single product truth. This foundational approach enables reliable integration for sharing complex entitlements.
Reference:
This aligns with the integration strategy and data governance principles outlined in the official Salesforce B2B Solution Architect Exam Guide, focusing on designing for consistent data models and migration.
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