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| Section | Weight | Objectives |
|---|---|---|
| Data Governance | 20% | - Data stewardship roles and responsibilities - Data quality standards and metrics - Compliance and regulatory considerations - Data retention and archiving policies |
| Data Integration | 15% | - API-based integration (REST, SOAP, Bulk API) - Sharing rules impact on data integration - Real-time vs batch integration patterns - ETL tools and data migration strategies - Handling locks and parallelism during migration |
| Data Modeling | 25% | - Skinny tables for performance optimization - Large Data Volumes (LDV) design considerations - Big Objects and external objects - Indexing strategies - Normalization and denormalization strategies |
| Master Data Management | 20% | - Data cleansing techniques - Data duplication and matching rules - Identity resolution |
| Data Architecture | 20% | - Architecture patterns and design principles - Performance tuning and optimization - Archiving and data lifecycle management - Governor limits and bulk processing |
>> Data-Architect Exam Reference <<
In today's highly competitive Salesforce market, having the Data-Architect certification is essential to propel your career forward. To earn the Salesforce Data-Architect certification, you must successfully pass the Data-Architect Exam. However, preparing for the Salesforce Data-Architect exam can be challenging, with potential hurdles like exam anxiety and time constraints.
NEW QUESTION # 160
Universal Containers has a legacy system that captures Conferences and Venues. These Conferences can occur at any Venue. They create hundreds of thousands of Conferences per year. Historically, they have only used 20 Venues. Which two things should the data architect consider when denormalizing this data model into a single Conference object with a Venue picklist? Choose 2 answers
Answer: A,D
Explanation:
When denormalizing a data model into a single object with a picklist field, the data architect should consider the Bulk API limitations on picklist fields and the standard list view in-line editing. The Bulk API has a limit of 1,000 distinct picklist values per file1, which could be an issue if there are more than 1,000 venues in the future. The standard list view in-line editing allows users to edit multiple records at once, which could introduce data quality issues if the venue picklist is not validated or restricted2. The other options are not relevant to denormalizing a data model.
NEW QUESTION # 161
Northern Trail Outfitters has these simple requirements for a data export process:
File format should be in CSV.
Process should be scheduled and run once per week.
The expert should be configurable through the Salesforce UI.
Which tool should a data architect leverage to accomplish these requirements?
Answer: C
NEW QUESTION # 162
Universal Containers (UC) has implemented Sales Cloud and it has been noticed that Sales reps are not entering enough data to run insightful reports and dashboards. UC executives would like to monitor and measure data quality metrics. What solution addresses this requirement?
Answer: C
NEW QUESTION # 163
UC has millions of case records with case history and SLA dat
a. UC's compliance team would like historical cases to be accessible for 10 years for Audit purpose.
What solution should a data architect recommend?
Answer: D
Explanation:
The best solution to store historical cases for 10 years for audit purpose is to use a custom Big object to store archived case data. Big objects are a type of custom object that can store massive amounts of data on the Salesforce platform without affecting performance or storage limits. They also support point-and-click tools, triggers, and Apex code. Big objects can be used for archiving historical data that needs to be retained for compliance or analytics purposes3. Archiving case data using Salesforce Archiving process is not a good option because it only supports archiving cases that are closed for more than one year, and it does not allow customizing the archival criteria or accessing the archived data via Apex or APIs4. Purchasing more data storage to support case object is expensive and may impact performance. Using a custom object to store archived case data is not scalable and may consume a lot of storage space.
NEW QUESTION # 164
Universal Containers uses Apex jobs to create leads in Salesforce. The business team has requested that lead creation failures should be reported to them.
Which option does Apex provide to report errors from this Apex job?
Answer: D
Explanation:
saving Apex errors in a custom object can be a way to report errors from an Apex job. The article provides an example of how to create a custom object called AsyncApexError__c and use a trigger to insert error records into it. The custom object can then be used for reporting or notification purposes.
NEW QUESTION # 165
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