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Salesforce Data-Architect Exam Syllabus Topics:

SectionWeightObjectives
Master Data Management20%- Identity resolution
- Data cleansing techniques
- Data duplication and matching rules
Data Governance20%- Data stewardship roles and responsibilities
- Data quality standards and metrics
- Compliance and regulatory considerations
- Data retention and archiving policies
Data Integration15%- Sharing rules impact on data integration
- API-based integration (REST, SOAP, Bulk API)
- ETL tools and data migration strategies
- Real-time vs batch integration patterns
- Handling locks and parallelism during migration
Data Architecture20%- Architecture patterns and design principles
- Archiving and data lifecycle management
- Performance tuning and optimization
- Governor limits and bulk processing
Data Modeling25%- Normalization and denormalization strategies
- Large Data Volumes (LDV) design considerations
- Indexing strategies
- Big Objects and external objects
- Skinny tables for performance optimization

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Salesforce Certified Data Architect Data-Architect Prüfungsfragen mit Lösungen (Q90-Q95):

90. Frage
Universal Containers (UC) is migrating data from legacy system to Salesforce. During data analysis it was discovered that data types of fields being migrated do not match with Salesforce data types.
Which solution should a data architect use to ensure successful data migrations?

Antwort: B

Begründung:
According to this article, migrating the legacy data leveraging an ETL tool to transform data types and load data into Salesforce can be a way to ensure successful data migrations. The article states that ETL tools can help with data cleansing, mapping, transformation, and loading, and that they can handle different data types and formats. The article also provides some best practices for data migration, such as identifying the data to migrate, creating templates for the data, preparing the destination org, and validating the data.


91. Frage
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?

Antwort: B

Begründung:
Enabling granular locking allows concurrent sharing rule calculations and group membership updates to run without locking each other1. This can help resolve the group membership locking issues that UC is experiencing.


92. Frage
NTO has multiple systems across its enterprise landscape including salesforce, with disparate version the customer records.
In salesforce, the customer is represented by the contact object.
NTO utilizes an MDM solution with these attributes:
1.The MDM solution keeps track of customer master with a master key.
2.The master key is a map to the record ID's from each external system that customer data is stored within.
3.The MDM solution provides de-duplication features, so it acts as the single source of truth.
How should a data architect implement the storage of master key within salesforce?

Antwort: B

Begründung:
The best way to implement the storage of master key within Salesforce is to store it on the contact object as an external ID field for referential imports. This way, the data architect can use the master key as a unique identifier to match records from different systems and avoid duplicates. The other options are not feasible because they either require additional storage or do not support referential imports.


93. Frage
Universal Containers (UC) is concerned that data is being corrupted daily either through negligence or maliciousness. They want to implement a backup strategy to help recover any corrupted data or data mistakenly changed or even deleted. What should the data architect consider when designing a field -level audit and recovery plan?

Antwort: C

Begründung:
Option C is the best answer because reviewing projected data storage needs is an important step in designing a field-level audit and recovery plan1. You need to estimate how much data storage you will need in the future and plan accordingly. Option A is not correct because reducing data storage by purging old data may not be sufficient or desirable for backup purposes. Option B is not correct because implementing an AppExchange package may not be customized or compatible with your org's requirements. Option D is not correct because scheduling a weekly export file may not be frequent or granular enough for field-level audit and recovery.


94. Frage
A customer wishes to migrate 700,000 Account records in a single migration into Salesforce. What is the recommended solution to migrate these records while minimizing migration time?

Antwort: A

Begründung:
Using Salesforce Bulk API in parallel mode can reduce the migration time by processing multiple batches of records simultaneously and leveraging the server resources more efficiently. The Bulk API is designed for loading large amounts of data into Salesforce


95. Frage
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