Data-Architect PrüfungGuide, Salesforce Data-Architect Zertifikat - Salesforce Certified Data Architect

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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Data Integration	15%	- Sharing rules impact on data integration - Handling locks and parallelism during migration - ETL tools and data migration strategies - API-based integration (REST, SOAP, Bulk API) - Real-time vs batch integration patterns
Data Modeling	25%	- Big Objects and external objects - Normalization and denormalization strategies - Large Data Volumes (LDV) design considerations - Skinny tables for performance optimization - Indexing strategies
Master Data Management	20%	- Data cleansing techniques - Identity resolution - Data duplication and matching rules
Data Architecture	20%	- Performance tuning and optimization - Archiving and data lifecycle management - Governor limits and bulk processing - Architecture patterns and design principles
Data Governance	20%	- Data stewardship roles and responsibilities - Compliance and regulatory considerations - Data quality standards and metrics - Data retention and archiving policies

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Data-Architect Prüfungsfragen, Data-Architect Fragen und Antworten, Salesforce Certified Data Architect

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Salesforce Certified Data Architect Data-Architect Prüfungsfragen mit Lösungen (Q166-Q171):

166. Frage
UC has millions of Cases and are running out of storage. Some user groups need to have access to historical cases for up to 7 years.
Which 2 solutions should a data architect recommend in order to minimize performance and storage issues?
Choose 2 answers:

A. Leverage big object to archive case data and lightning components to show archived data.
B. Create a custom object to store case history and run reports on it.
C. Leverage on premise data archival and build integration to view archived data.
D. Export data out of salesforce and store in Flat files on external system.

Antwort: A,C

Begründung:
The correct answer is C and D. To minimize performance and storage issues, a data architect should recommend leveraging on premise data archival and building integration to view archived data, and leveraging big object to archive case data and lightning components to show archived data. These solutions will allow some user groups to access historical cases for up to 7 years without consuming too much storage space or affecting the performance of queries and reports. Option A is incorrect because exporting data out of salesforce and storing it in flat files on external system will make it difficult to access and query the data. Option B is incorrect because creating a custom object to store case history and run reports on it will still consume a lot of storage space and impact the performance of queries and reports.

167. Frage
A Salesforce customer has plenty of data storage. Sales Reps are complaining that searches are bringing back old records that aren't relevant any longer. Sales Managers need the data for their historical reporting. What strategy should a data architect use to ensure a better user experience for the Sales Reps?

A. Archive and purge old data from Salesforce on a monthly basis.
B. Use Batch Apex to archive old data on a rolling nightly basis.
C. Create a Permission Set to hide old data from Sales Reps.
D. Set data access to Private to hide old data from Sales Reps.

Antwort: A

Begründung:
Archiving and purging old data from Salesforce on a monthly basis is a good strategy to improve the user experience for the Sales Reps, as it will reduce the clutter and improve the search performance. Creating a permission set or setting data access to private are not effective ways to hide old data from Sales Reps, as they will still consume data storage and affect search results. Using Batch Apex to archive old data on a rolling nightly basis is also not a good option, as it will consume API requests and processing time, and may not comply with the data retention policy.

168. Frage
Get Cloudy Consulting uses an invoicing system that has specific requirements. One requirement is that attachments associated with the Invoice_c custom object be classified by Types (i.e., ""Purchase Order"",
""Receipt"", etc.) so that reporting can be performed on invoices showing the number of attachments grouped by Type.
What should an Architect do to categorize the attachments to fulfill these requirements?

A. Create a custom picklist field for the Type on the standard Attachment object with the values.
B. Add a ContentType picklist field to the Attachment layout and create additional picklist options.
C. Add additional options to the standard ContentType picklist field for the Attachment object.
D. Create a custom object related to the Invoice object with a picklist field for the Type.

Antwort: D

Begründung:
Creating a custom object related to the Invoice object with a picklist field for the Type allows the architect to categorize the attachments and report on them by Type. The standard Attachment object does not have a ContentType picklist field, and adding a custom picklist field to it would not be best practice.

169. Frage
Universal Containers (UC) has implemented a master data management strategy, which uses a central system of truth, to ensure the entire company has the same customer information in all systems. UC customer data changes need to be accurate at all times in all of the systems. Salesforce is the identified system of record for this information.
What is the correct solution for ensuring all systems using customer data are kept up to date?

A. Send customer data nightly to the system of truth in a scheduled batch job.
B. Have each system pull the record changes from Salesforce using change data capture.
C. Send customer record changes from Salesforce to each system in a nightly batch job.
D. Send customer record changes from Salesforce to the system of truth in real time.

Antwort: B

Begründung:
Having each system pull the record changes from Salesforce using change data capture (option D) is the correct solution for ensuring all systems using customer data are kept up to date, as it allows the systems to subscribe to real-time events from Salesforce and receive notifications when customer records are created, updated, deleted, or undeleted. Sending customer data nightly to the system of truth in a scheduled batch job (option A) or sending customer record changes from Salesforce to each system in a nightly batch job (option B) are not good solutions, as they may cause data latency and inconsistency, and they do not provide real-time updates. Sending customer record changes from Salesforce to the system of truth in real time (option C) is also not a good solution, as it does not address how the other systems will receive the updates from the system of truth.

170. Frage
Get Cloud Consulting needs to integrate two different systems with customer records into the Salesforce Account object. So that no duplicate records are created in Salesforce, Master Data Management will be used.
An Architect needs to determine which system is the system of record on a field level.
What should the Architect do to achieve this goal?

A. The database schema for each external system should be reviewed, and fields with different names should always be separate fields in Salesforce.
B. Any field that is an input field in either external system will be overwritten by the last record integrated and can never have a system of record.
C. Master Data Management systems determine system of record, and the Architect doesn't have to think about what data is controlled by what system.
D. Key stakeholders should review any fields that share the same purpose between systems to see how they will be used in Salesforce.

Antwort: D

Begründung:
Key stakeholders from both systems should collaborate with the Architect to determine which system is the system of record on a field level is what the Architect should do to achieve this goal of integrating two different systems with customer records into the Salesforce Account object using Master Data Management.
The system of record is the authoritative source of truth for a given entity or field in a given context. Different systems may have different levels of accuracy, completeness, timeliness, or relevance for different fields.
Therefore, it is important to involve key stakeholders from both systems who have knowledge and expertise about their data quality and business needs to decide which system should be the system of record for each field. The Architect should facilitate this collaboration and document the decisions and rationale for each field.
The other options are not correct or feasible, as they would either delegate or abdicate the responsibility of determining the system of record, ignore or disregard the input from key stakeholders, or assume or impose a default system of record without considering the data quality and business needs.

171. Frage
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