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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Integration and Master Data Management	10%	- Integration patterns and tools 1. REST, SOAP, and Bulk API usage 2. External data sources and objects 3. Real-time vs batch integration - Master data management 1. MDM strategy and implementation 2. Single source of truth design 3. Data synchronization and consistency
Topic 2: Data Governance and Compliance	20%	- Data lifecycle management 1. Data privacy and security 2. Data classification and handling 3. Data retention and archiving policies - Data governance framework 1. Data quality standards 2. Data stewardship and ownership 3. Compliance and regulatory requirements
Topic 3: Large Data Volume Considerations	20%	- Storage and optimization 1. Archiving and off-platform storage 2. Performance tuning techniques 3. Storage limits and management - Performance and scalability 1. Avoiding and resolving data skew 2. Governor limits and bulk processing 3. Handling millions of records
Topic 4: Salesforce Data Management	25%	- Data import and export strategies 1. Migration planning and execution 2. Tools: Data Loader, Import Wizard, Bulk API 3. Data validation and cleansing - Sharing and visibility design 1. Data access and security model 2. Organization-wide defaults, role hierarchy 3. Sharing rules, manual sharing, Apex sharing
Topic 5: Data Modeling and Database Design	25%	- Design scalable data models 1. Custom and standard object design 2. Object relationships and cardinality 3. Data model optimization for performance - Indexing and data structure 1. Skinny tables and big objects 2. Query optimization strategies 3. Standard and custom indexes

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Salesforce Interactive Data-Architect Questions - Correct High Data-Architect Quality and Verified New Salesforce Certified Data Architect Test Preparation

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Salesforce Certified Data Architect Sample Questions (Q157-Q162):

NEW QUESTION # 157
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. Key stakeholders should review any fields that share the same purpose between systems to see how they will be used in Salesforce.
B. Master Data Management systems determine system of record, and the Architect doesn ' t have to think about what data is controlled by what system.
C. The database schema for each external system should be reviewed, and fields with different names should always be separate fields in Salesforce.
D. 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.

Answer: A

Explanation:
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.

NEW QUESTION # 158
UC has large amount of orders coming in from its online portal. Historically all order are assigned to a generic user.
Which 2 measures should data architect recommend to avoid any performance issues while working with large number of order records? Choose 2 answers:

A. Create a pool of generic users and distribute the assignment of memory to the pool of users.
B. Create a role at top of role hierarchy and assign the role to the generic user.
C. Salesforce handles the assignment of orders automatically and there is no performance impact.
D. Clear the role field in the generic user record.

Answer: B,D

NEW QUESTION # 159
To avoid creating duplicate Contacts, a customer frequently uses Data Loader to upsert Contact records into Salesforce. What common error should the data architect be aware of when using upsert?

A. Errors with duplicate external Id values within the same CSV file.
B. Errors when a duplicate Contact name is found cause upsert to fail.
C. Errors with records being updated and inserted in the same CSV file.
D. Errors with using the wrong external Id will cause the load to fail.

Answer: A

Explanation:
Data Loader uses external Id fields to match records in the CSV file with records in Salesforce during an upsert operation. If the CSV file contains duplicate external Id values within the same file, Data Loader will throw an error saying "Duplicate Id Specified" and will not process those records. Therefore, it is important to ensure that the CSV file does not have any duplicate external Id values before using Data Loader to upsert records.

NEW QUESTION # 160
Universal Containers is integrating a new Opportunity engagement system with Salesforce. According to their Master Data Management strategy, Salesforce is the system of record for Account, Contact, and Opportunity dat a. However, there does seem to be valuable Opportunity data in the new system that potentially conflicts with what is stored in Salesforce. What is the recommended course of action to appropriately integrate this new system?

A. The Opportunity engagement system should become the system of record for Opportunity records.
B. The MDM strategy defines Salesforce as the system of record, so Salesforce Opportunity values prevail in all conflicts.
C. A policy should be adopted so that the system whose record was most recently updated should prevail in conflicts.
D. Stakeholders should be brought together to discuss the appropriate data strategy moving forward.

Answer: D

Explanation:
The recommended course of action to appropriately integrate the new Opportunity engagement system with Salesforce is to bring the stakeholders together to discuss the appropriate data strategy moving forward. This is because there may be valuable data in both systems that need to be reconciled and harmonized, and the Master Data Management (MDM) strategy may need to be revised or updated to accommodate the new system. The other options are not recommended, as they may result in data loss, inconsistency, or duplication

NEW QUESTION # 161
In their legacy system. Universal Containers has a monthly accounts receivable report that compiles data from Accounts, Contacts, Opportunities, Orders. and Order Line Items. What difficulty will an architect run into when implementing this in Salesforce?

A. A report cannot contain data from Accounts and Contacts.
B. Salesforce allows up to four objects in a single report type.
C. Salesforce does not support Orders or Order Line Items.
D. Custom report types cannot contain Opportunity data.

Answer: B

Explanation:
Salesforce allows up to four objects in a single report type. This means that if an architect wants to create a report that compiles data from Accounts, Contacts, Opportunities, Orders, and Order Line Items, they will run into a difficulty because that would require five objects in a single report type. To overcome this limitation, the architect can either create two separate report types and join them in a joined report, or use an external reporting tool that can access data from multiple objects.

NEW QUESTION # 162
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