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[Hardware] Official Data-Architect Practice Test & Latest Data-Architect Real Test

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【Hardware】 Official Data-Architect Practice Test & Latest Data-Architect Real Test

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Salesforce Certified Data Architect Sample Questions (Q119-Q124):NEW QUESTION # 119
The architect is planning a large data migration for Universal Containers from their legacy CRM system to Salesforce. What three things should the architect consider to optimize performance of the data migration? Choose 3 answers
  • A. Determine if the legacy system is still in use.
  • B. Defer sharing calculations of the Salesforce Org.
  • C. Remove custom indexes on the data being loaded.
  • D. Deactivate approval processes and workflow rules.
  • E. Review the time zones of the User loading the data.
Answer: B,C,D
Explanation:
Removing custom indexes on the data being loaded will prevent unnecessary index maintenance and improve the data load speed. Deferring sharing calculations of the Salesforce Org will avoid frequent sharing rule evaluations and reduce the load time. Deactivating approval processes and workflow rules will prevent triggering any automation logic that might slow down or fail the data load.

NEW QUESTION # 120
UC has one SF org (Org A) and recently acquired a secondary company with its own Salesforce org (Org B). UC has decided to keep the orgs running separately but would like to bidirectionally share opportunities between the orgs in near-real time.
Which 3 options should a data architect recommend to share data between Org A and Org B?
Choose 3 answers.
  • A. Leverage Heroku Connect and Heroku Postgres to bidirectionally sync Opportunities.
  • B. Use Salesforce Connect and the cross-org adapter to visualize Opportunities into external objects
  • C. Develop an Apex class that pushes opportunity data between orgs daily via the Apex schedule.
  • D. Install a 3rd party AppExchange tool to handle the data sharing
  • E. Leverage middleware tools to bidirectionally send Opportunity data across orgs.
Answer: A,B,E
Explanation:
Leveraging Heroku Connect and Heroku Postgres, middleware tools, or Salesforce Connect and the cross-org adapter are all viable options to share data between Org A and Org B in near-real time3. Installing a 3rd party AppExchange tool may not provide bidirectional sync or may have additional costs. Developing an Apex class that pushes opportunity data between orgs daily via the Apex schedule may not meet the near-real time requirement.

NEW QUESTION # 121
Universal Containers has a legacy system that captures Conferences and Venues. These Conferences can occur at any Venue. They create hundreds of thousands of Conferences per year. Historically, they have only used
20 Venues. Which two things should the data architect consider when denormalizing this data model into a single Conference object with a Venue picklist? Choose 2 answers
  • A. Bulk API limitations on picklist fields.
  • B. Standard list view in -line editing.
  • C. Limitations on master -detail relationships.
  • D. Org data storage limitations.
Answer: A,B
Explanation:
When denormalizing a data model into a single object with a picklist field, the data architect should consider the Bulk API limitations on picklist fields and the standard list view in-line editing. The Bulk API has a limit of 1,000 distinct picklist values per file1, which could be an issue if there are more than 1,000 venues in the future. The standard list view in-line editing allows users to edit multiple records at once, which could introduce data quality issues if the venue picklist is not validated or restricted2. The other options are not relevant to denormalizing a data model.

NEW QUESTION # 122
NTO need to extract 50 million records from a custom object everyday from its Salesforce org. NTO is facing query timeout issues while extracting these records.
What should a data architect recommend in order to get around the time out issue?
  • A. The REST API to extract data as it automatically chunks records by 200.
  • B. Use a custom auto number and formula field and use that to chunk records while extracting data.
  • C. Use ETL tool for extraction of records.
  • D. Ask SF support to increase the query timeout value.
Answer: C
Explanation:
The best solution to extract 50 million records from a custom object everyday from Salesforce org without facing query timeout issues is to use an ETL tool for extraction of records. ETL stands for extract, transform, and load, and it refers to a process of moving data from one system to another. An ETL tool is a software application that can connect to various data sources, perform data transformations, and load data into a target destination. ETL tools can handle large volumes of data efficiently and reliably, and they often provide features such as scheduling, monitoring, error handling, and logging5. Using a custom auto number and formula field and use that to chunk records while extracting data is a possible workaround, but it requires creating additional fields and writing complex queries. The REST API can extract data as it automatically chunks records by 200, but it has some limitations, such as a maximum of 50 million records per query job6. Asking SF support to increase the query timeout value is not feasible because query timeout values are not configurable

NEW QUESTION # 123
All accounts and opportunities are created in Salesforce. Salesforce is integrated with three systems:
* An ERP system feeds order data into Salesforce and updates both Account and Opportunity records.
* An accounting system feeds invoice data into Salesforce and updates both Account and Opportunity records.
* A commission system feeds commission data into Salesforce and updates both Account and Opportunity records.
How should the architect determine which of these systems is the system of record?
  • A. Account and opportunity data originates in Salesforce, and therefore Salesforce is the system of record.
  • B. Whatever system updates the attribute or object should be the system of record for that field or object.
  • C. Whatever integration data flow runs last will, by default, determine which system is the system of record.
  • D. Data flows should be reviewed with the business users to determine the system of record per object or field.
Answer: D

NEW QUESTION # 124
......
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