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[General] Free PDF Quiz 2026 High Hit-Rate Salesforce Data-Architect: Valid Test Salesforc

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【General】 Free PDF Quiz 2026 High Hit-Rate Salesforce Data-Architect: Valid Test Salesforc

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Salesforce Certified Data Architect Sample Questions (Q105-Q110):NEW QUESTION # 105
Universal Containers has two systems. Salesforce and an on -premise ERP system. An architect has been tasked with copying Opportunity records to the ERP once they reach a Closed/Won Stage. The Opportunity record in the ERP system will be read-only for all fields copied in from Salesforce. What is the optimal real-time approach that achieves this solution?
  • A. Implement a workflow rule that sends Opportunity data through Outbound Messaging.
  • B. Implement a Master Data Management system to determine system of record.
  • C. Have the ERP poll Salesforce nightly and bring in the desired Opportunities.
  • D. Implement an hourly integration to send Salesforce Opportunities to the ERP system.
Answer: A
Explanation:
Implementing a workflow rule that sends Opportunity data through Outbound Messaging is the optimal real-time approach that achieves the solution of copying Opportunity records to the ERP once they reach a Closed/Won Stage. A workflow rule can trigger an Outbound Message when an Opportunity record meets certain criteria, such as having a Closed/Won Stage. An Outbound Message can send data from Salesforce to an external system via SOAP API, without requiring any code. The external system can then process the data and create a read-only record in the ERP system. The other options are not optimal or real-time, as they would either require additional systems or tools, not provide real-time data synchronization, or not meet the frequency requirement

NEW QUESTION # 106
Get Cloudy Consulting is migrating their legacy system's users and data to Salesforce. They will be creating 15,000 users, 1.5 million Account records, and 15 million Invoice records. The visibility of these records is controlled by a 50 owner and criteria-based sharing rules.
Get Cloudy Consulting needs to minimize data loading time during this migration to a new organization.
Which two approaches will accomplish this goal? (Choose two.)
  • A. First, load all account records, and then load all user records.
  • B. Contact Salesforce to activate indexing before uploading the data.
  • C. Create the users, upload all data, and then deploy the sharing rules.
  • D. Defer sharing calculations until the data has finished uploading.
Answer: C,D
Explanation:
Creating the users, uploading all data, and then deploying the sharing rules will reduce the number of sharing recalculations that occur during the data load. Deferring sharing calculations until the data has finished uploading will also improve the performance by postponing the sharing rule evaluation. These are the recommended best practices for loading large data sets into Salesforce

NEW QUESTION # 107
UC developers have created a new lightning component that uses an Apex controller using a SOQL query to populate a custom list view. Users are complaining that the component often fails to load and returns a time-out error.
What tool should a data architect use to identify why the query is taking too long?
  • A. Use salesforce's query optimizer to analyze the query in the developer console.
  • B. Use Splunk to query the system logs looking for transaction time and CPU usage.
  • C. Open a ticket with salesforce support to retrieve transaction logs to e analyzed for processing time.
  • D. Enable and use the query plan tool in the developer console.
Answer: D
Explanation:
According to the Salesforce documentation1, the query plan tool is a tool that can be enabled and used in the developer console to analyze the performance of a SOQL query. The query plan tool shows the cost, cardinality, sObject type, and relative cost of each query plan that Salesforce considers for a query. The relative cost indicates how expensive a query plan is compared to the Force.com query optimizer threshold. A query plan with a relative cost above 1.0 is likely to cause a time-out error.
To identify why the query is taking too long, a data architect should use the query plan tool in the developer console (option B). This way, the data architect can see which query plan is chosen by Salesforce and how it affects the performance of the query. The data architect can also use the query plan tool to optimize the query by adding indexes, filters, or limits to reduce the cost and improve the efficiency of the query.
Using Splunk to query the system logs looking for transaction time and CPU usage (option A) is not a good solution, as it can be complex, costly, and difficult to integrate with Salesforce. It may also not provide enough information or insights to identify and optimize the query performance. Using Salesforce's query optimizer to analyze the query in the developer console (option C) is also not a good solution, as it is not a separate tool that can be used in the developer console. The query optimizer is a feature that runs automatically when a SOQL query is executed and chooses the best query plan based on various factors2. Opening a ticket with Salesforce support to retrieve transaction logs to be analyzed for processing time (option D) is also not a good solution, as it can be time-consuming, dependent, and inefficient. It may also not provide enough information or insights to identify and optimize the query performance.

NEW QUESTION # 108
North Trail Outfitters (NTD) is in the process of evaluating big objects to store large amounts of asset data from an external system. NTO will need to report on this asset data weekly.
Which two native tools should a data architect recommend to achieve this reporting requirement?
  • A. Async SOQL with a custom object
  • B. Standard SOQL queries
  • C. Einstein Analytics
  • D. Standard reports and dashboards
Answer: A,C

NEW QUESTION # 109
Universal Containers is experiencing frequent and persistent group membership locking issues that severely restricts its ability to manage manual and a automated updates at the same time.
What should a data architect do in order to restore the issue?
  • A. Enable parallel sharing rule calculation.
  • B. Enable implicit sharing
  • C. Enable granular locking
  • D. Enable defer sharing calculation
Answer: C

NEW QUESTION # 110
......
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