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Salesforce Data-Architect Exam Syllabus Topics:

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

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Data-Architect Simulations Pdf - Exam Data-Architect Syllabus

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Salesforce Certified Data Architect Sample Questions (Q133-Q138):

NEW QUESTION # 133
A consumer products company has decided to use Salesforce for its contact center. The contact center agents need access to the following information in Service Console when a customer contacts them:
1. Customer browsing activity on its website stored on its on premise system
2. Customer interactions with sales associates at its retail stores maintained in Salesforce
3. Contact center interactions maintained in Salesforce
4. Email campaign activity to customer from its marketing systems.
What should a data architect do to fulfill these requirements with minimum development effort in Salesforce?

A. Build customer view in Service Console with components that show website data and marketing data as mashup.
B. Build custom components in Service Console to bring information from the marketing and website information.
C. Use Salesforce Connect to integrate the website and the marketing system into Service Console using external objects.
D. Create web tabs in Service Console to show website and marketing activities.

Answer: A

Explanation:
Building a customer view in Service Console with components that show website data and marketing data as mashup is the best option to fulfill the requirement with minimum development effort in Salesforce. A mashup is a technique that combines data from different sources into a single user interface. You can use Visualforce pages or Lightning components to create mashups that display data from external systems such as your website and marketing system. This way, you can provide your contact center agents with a comprehensive view of the customer information they need.

NEW QUESTION # 134
UC needs to load a large volume of leads into salesforce on a weekly basis. During this process the validation rules are disabled.
What should a data architect recommend to ensure data quality is maintained in salesforce.

A. Allow validation rules to be activated during the load of leads into salesforce.
B. Activate validation rules once the leads are loaded into salesforce to maintain quality.
C. Ensure the lead data is preprocessed for quality before loading into salesforce.
D. Develop custom APEX batch process to improve quality once the load is completed.

Answer: C

Explanation:
Ensuring the lead data is preprocessed for quality before loading into Salesforce is the best way to maintain data quality2. Activating validation rules after the load or developing a custom Apex batch process may not catch all the errors or may require additional time and resources. Allowing validation rules to be activated during the load may cause failures or delays.

NEW QUESTION # 135
For a production cutover, a large number of Account records will be loaded into Salesforce from a legacy system. The legacy system does not have enough information to determine the Ownership for these Accounts upon initial load. Which two recommended options assign Account ownership to mitigate potential performance problems?

A. Let the VP of the Sales department, who will report directly to the senior VP, own all the Account records.
B. Let a "system user" own all the Account records without assigning any role to this user in Role Hierarchy.
C. Let a "system user" own all the Account records and make this user part of the highest-level role in the Role Hierarchy.
D. Let a "system user" own the Account records and assign this user to the lowest-level role in the Role Hierarchy.

Answer: B,D

Explanation:
The two recommended options to assign Account ownership to mitigate potential performance problems are to let a "system user" own all the Account records without assigning any role to this user in Role Hierarchy, or to let a "system user" own the Account records and assign this user to the lowest-level role in the Role Hierarchy. This is because these options would reduce the number of sharing calculations and rules that need to be applied to the Account records, and improve the performance and scalability of the system34. The other options are not recommended, as they would increase the sharing complexity and overhead, and potentially expose sensitive data to unauthorized users.

NEW QUESTION # 136
During the implementation of Salesforce, a customer has the following requirements for Sales Orders:
1. Sales Order information needs to be shown to users in Salesforce.
2. Sales Orders are maintained in the on-premises enterprise resource planning (ERP).
3. Sales Order information has more than 150 million records.
4. Sales Orders will not be updated in Salesforce.
What should a data architect recommend for maintaining Sales Orders in salesforce?

A. Use external objects to maintain Sales Order in Salesforce.
B. Use custom big objects to maintain Sales Orders in Salesforce.
C. Us custom objects to maintain Sales Orders in Salesforce.
D. Use Standard order object to maintain Sale Orders in Salesforce

Answer: A

Explanation:
Using external objects to maintain Sales Order in Salesforce is the best recommendation for maintaining Sales Orders in Salesforce, as it allows users to access large volumes of data stored outside Salesforce without copying or synchronizing it. Using custom objects, custom big objects, or standard order object may not be feasible or optimal for storing more than 150 million records that will not be updated in Salesforce.

NEW QUESTION # 137
A customer wants to maintain geographic location information including latitude and longitude in a custom object. What would a data architect recommend to satisfy this requirement?

A. Recommend app exchange packages to support this requirement.
B. Create a geolocation custom field to maintain this requirement
C. Create custom fields to maintain latitude and longitude information
D. Create formula fields with geolocation function for this requirement.

Answer: B

Explanation:
The correct answer is C, create a geolocation custom field to maintain this requirement. A geolocation custom field is a compound field that can store both latitude and longitude information in a single field. It also supports geolocation functions and distance calculations. Creating formula fields or custom fields for latitude and longitude separately would be inefficient and redundant. Recommending app exchange packages would not be a direct solution to the requirement.

NEW QUESTION # 138
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