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| Section | Objectives |
|---|
| Topic 1: Data Modeling and Database Design | - Data modeling concepts
- 1. Normalization and denormalization strategies
- 2. Relational vs. non-relational data design
- Salesforce data model design
- 1. Standard and custom objects usage
- 2. Schema design for scalability
|
| Topic 2: Master Data Management (MDM) | - MDM architecture
- 1. Data synchronization approaches
- 2. Golden record design
|
| Topic 3: Large Data Volume and Performance | - Scalability considerations
- 1. Indexing and query optimization
- 2. Bulk data processing strategies
|
| Topic 4: Data Governance and Management | - Security and compliance
- 1. Data access controls
- 2. Regulatory compliance considerations
- Data quality management
- 1. Deduplication strategies
- 2. Data validation rules
|
| Topic 5: Data Integration | - Integration patterns
- 1. API-based integration strategies
- 2. ETL vs real-time integration
- Salesforce integration tools
- 1. Platform events and change data capture
- 2. MuleSoft and REST/SOAP APIs
|
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Salesforce Certified Data Architect Sample Questions (Q228-Q233):
NEW QUESTION # 228
What makes Skinny tables fast? Choose three answers.
- A. They do not include soft-deleted records
- B. Their tables are kept in sync with their source tables when the source tables are modified
- C. They can contain fields from other objects
- D. They support up to a max of 100 of columns
- E. They avoid resource intensive joins
Answer: A,B,E
Explanation:
Skinny tables are custom tables that contain frequently used fields from a standard or custom object. They are used to improve performance by reducing the number of database joins required for queries. Skinny tables have the following characteristics1:
They do not include soft-deleted records, which means they only contain active records and save space.
They avoid resource intensive joins by storing data from multiple objects in one table, which reduces the query time and complexity.
Their tables are kept in sync with their source tables when the source tables are modified, which ensures data consistency and accuracy.
NEW QUESTION # 229
An Architect needs to document the data architecture for a multi-system, enterprise Salesforce implementation.
Which two key artifacts should the Architect use? (Choose two.)
- A. Non-functional requirements
- B. Data model
- C. Integration specification
- D. User stories
Answer: B,C
Explanation:
Option B is correct because data model is a key artifact that an architect should use to document the data architecture for a multi-system, enterprise Salesforce implementation1. Data model describes the structure and relationship of data entities within an organization2. Option C is correct because integration specification is another key artifact that an architect should use to document the data architecture for a multi-system, enterprise Salesforce implementation1. Integration specification defines the scope, requirements, design, testing, and deployment of integration solutions between Salesforce and other systems3. Option A is not correct because user stories are not key artifacts for documenting the data architecture, but agile development tools that capture the features and functionalities that users want from a system4. Option D is not correct because non-functional requirements are not key artifacts for documenting the data architecture, but quality attributes that specify how well a system performs its functions.
NEW QUESTION # 230
Northern Trail Outfitters (NTO) has a variety of customers that include householder, businesses, and individuals.
The following conditions exist within its system:
NTO has a total of five million customers.
Duplicate records exist, which is replicated across many systems, including Salesforce.
Given these conditions, there is a lack of consistent presentation and clear identification of a customer record.
Which three option should a data architect perform to resolve the issues with the customer data?
- A. Duplicate customer records across the system and provide a two-way sync of data between the systems.
- B. Use Salesforce CDC to sync customer data cross all systems to keep customer record in sync.
- C. Create a customer master database external to Salesforce as a system of truth and sync the customer data with all systems.
- D. Invest in data duplicate tool to de-dupe and merge duplicate records across all systems.
- E. Create a unique global customer ID for each customer and store that in all system for referential identity.
Answer: C,D,E
NEW QUESTION # 231
UC has a classic encryption for Custom fields and is leveraging weekly data reports for data backups. During the data validation of exported data UC discovered that encrypted field values are still being exported as part of data exported. What should a data architect recommend to make sure decrypted values are exported during data export?
- A. Create another field to copy data from encrypted field and use this field in export
- B. Set a standard profile for Data Migration user, and assign view encrypted data
- C. Set up a custom profile for data migration user and assign view encrypted data.
- D. Leverage Apex class to decrypt data before exporting it.
Answer: A
Explanation:
The best solution to make sure decrypted values are exported during data export is to create another field to copy data from encrypted field and use this field in export. This is because classic encryption does not support exporting decrypted values of encrypted fields. The view encrypted data permission only allows users to view decrypted values in the user interface, but not in reports or data exports. Therefore, a workaround is to create a formula field or a workflow field update that copies the value of the encrypted field to another field, and use that field for data export. However, this solution has some drawbacks, such as exposing sensitive data in plain text and consuming extra storage space. A better solution would be to use Shield Platform Encryption, which supports exporting decrypted values of encrypted fields with the Export Encrypted Data permission
NEW QUESTION # 232
Universal Containers has a custom object with millions of rows of data.
When executing SOQL queries, which three options prevent a query from being selective? (Choose three.)
- A. Using a custom index on a deterministic formula field.
- B. Using leading % wildcards.
- C. Using trailing % wildcards.
- D. Performing large loads and deletions.
- E. Using NOT and != operators.
Answer: A,B,E
NEW QUESTION # 233
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