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| Section | Objectives |
|---|
| Data Architecture and Design | - Handling large data volume and scalability considerations - Data modeling best practices in Salesforce - Conceptual and logical data modeling
|
| Data Integration | - ETL vs ELT strategies - Integration patterns in Salesforce - API-based integration approaches
|
| Data Migration | - Data cleansing and transformation - Data migration strategies and planning
|
| Salesforce Data Model and Platform Capabilities | - Reporting and analytics considerations - Standard and custom objects - Relationships and schema design
|
| Data Management | - Master data management (MDM) concepts - Data governance principles - Data quality management
|
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Salesforce Certified Platform Data Architect Sample Questions (Q45-Q50):
NEW QUESTION # 45
Universal Containers has been a customer of Salesforce for 10 years. Currently they have 2 million accounts in the system. Due to an erroneous integration built 3 years ago, it is estimated there are 500,000 duplicates in the system. Which solution should a data architect recommend to remediate the duplication issue?
- A. Develop an ETL process that utilizers the merge API to merge the duplicate records
- B. Implement duplicate rules
- C. Utilize a data warehouse as the system of truth
- D. Extract the data using data loader and use excel to merge the duplicate records
Answer: B
Explanation:
Implementing duplicate rules (option D) is the best solution to remediate the duplication issue, as it allows the data architect to identify and merge duplicate accounts in Salesforce using native features and tools.
NEW QUESTION # 46
Which tool helps prevent duplicate records?
- A. Validation Rules
- B. Workflow Rules
- C. Process Builder
- D. Matching Rules + Duplicate Rules
Answer: D
Explanation:
These detect and block or alert duplicates.
NEW QUESTION # 47
Which three characteristics of a skinny table help improve report and query performance?
- A. Skinny tables are kept in sync with changes to data in the source tables.
- B. Skinny tables provide a view across multiple objects for easy access to combined data.
- C. Skinny tables can be used to create custom indexes on multi-select picklist fields.
- D. Skinny tables do not include records that are available in the recycle bin.
- E. Skinny tables can contain frequently used fields and thereby help avoid joins.
Answer: A,D,E
Explanation:
The three characteristics of a Skinny table that help improve report and query performance are:
Skinny tables can contain frequently used fields and thereby help avoid joins. Skinny tables are kept in sync with changes to data in the source tables. Skinny tables do not include records that are available in the recycle bin. These characteristics are beneficial because they reduce the query complexity and execution time, and improve the data accuracy and freshness. For example, skinny tables can contain frequently used fields from multiple objects, such as Account and Contact, and thereby help avoid joins that can slow down queries. Skinny tables are updated automatically when the source tables are modified, so they always reflect the latest data. Skinny tables do not include records that are available in the recycle bin, so they only contain active records that are relevant for reports and queries.
NEW QUESTION # 48
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. Invest in data duplicate tool to de-dupe and merge duplicate records across all systems.
- B. Create a customer master database external to Salesforce as a system of truth and sync the customer data with all systems.
- C. Create a unique global customer ID for each customer and store that in all system for referential identity.
- D. Use Salesforce CDC to sync customer data cross all systems to keep customer record in sync.
- E. Duplicate customer records across the system and provide a two-way sync of data between the systems.
Answer: A,B,C
Explanation:
Creating a unique global customer ID for each customer and storing that in all systems for referential identity (option A), investing in a data duplicate tool to de-dupe and merge duplicate records across all systems (option C), and creating a customer master database external to Salesforce as a system of truth and syncing the customer data with all systems (option E) are the three options that a data architect should perform to resolve the issues with the customer data.
Option A ensures that each customer can be uniquely identified across different systems, option C eliminates duplicate records and improves data quality, and option E provides a consistent and reliable source of customer data for all systems.
NEW QUESTION # 49
Universal Containers (UC) is facing data quality issues where Sales Reps are creating duplicate customer accounts, contacts, and leads. UC wants to fix this issue immediately by prompting users about a record that possibly exists in Salesforce. UC wants a report regarding duplicate records. What would be the recommended approach to help UC start immediately?
- A. Create an after insert and update trigger on the account, contact and lead, and send an error if a duplicate is found using a custom matching criteria.
- B. Create a duplicate rule for account, lead, and contact, use standard matching rules for these objects, and set the action to block for both creates and edits.
- C. Create a duplicate rule for account, lead, and contact, use standard matching rules for these objects, and set the action to report and alert for both creates and edits.
- D. Create a before insert and update trigger on account, contact, and lead, and send an error if a duplicate is found using a custom matching criteria.
Answer: C
Explanation:
Creating a duplicate rule for account, lead, and contact, using standard matching rules for these objects, and setting the action to report and alert for both creates and edits can help UC fix the issue immediately by prompting users about a record that possibly exists in Salesforce. This can also generate a report regarding duplicate records that can be used for further analysis and resolution
NEW QUESTION # 50
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