Latest Salesforce Data-Architect PDF and Dumps (2024) Free Exam Questions Answers
Pass Your Salesforce Application Architect Data-Architect Exam on May 15, 2024 with 260 Questions
The Salesforce Certified Data Architect certification process for the Salesforce Data-Architect Exam involves passing a rigorous exam that tests the candidate's knowledge and skills in designing and managing data architecture on the Salesforce platform. Candidates who pass the exam will receive the Salesforce Certified Data Architect credential, which is widely recognized in the industry as a mark of excellence in data architecture. Salesforce Certified Data Architect certification also provides professionals with a competitive edge in the job market, as it demonstrates their expertise in Salesforce data architecture solutions.
Salesforce Data-Architect Certification Exam is a challenging but rewarding exam that validates the candidate's expertise in data architecture and management on the Salesforce platform. Salesforce Certified Data Architect certification is highly respected in the industry and is a valuable asset for anyone who wants to advance their career in the Salesforce ecosystem. With the CDA certification, professionals can demonstrate their proficiency in Salesforce data architecture and management and qualify for advanced certifications such as Application Architect and System Architect.
NEW QUESTION # 78
What makes Skinny tables fast? Choose three answers.
- A. Their tables are kept in sync with their source tables when the source tables are modified
- B. They can contain fields from other objects
- C. They support up to a max of 100 of columns
- D. They avoid resource intensive joins
- E. They do not include soft-deleted records
Answer: A,D,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 # 79
Universal Containers (UC) has a Salesforce org with multiple automated processes defined for group membership processing, UC also has multiple admins on staff that perform manual adjustments to the role hierarchy. The automated tasks and manual tasks overlap daily, and UC is experiencing "lock errors" consistently.
What should a data architect recommend to mitigate these errors?
- A. Enable granular locking.
- B. Enable sharing recalculations.
- C. Ask Salesforce support for additional CPU power.
- D. Remove SOQL statements from Apex Loops.
Answer: A
Explanation:
Enabling granular locking (option A) is the best recommendation to mitigate these errors, as it allows finer control over how records are locked during automated or manual processes, and reduces the chances of lock contention or deadlock. Removing SOQL statements from Apex Loops (option B) is a good practice for improving performance and avoiding governor limits, but it does not directly address the lock errors issue.
Enabling sharing recalculations (option C) is also not relevant for this issue, as it is used to update sharing rules and recalculate access for records. Asking Salesforce support for additional CPU power (option D) is also not a viable solution, as it does not solve the root cause of the lock errors.
NEW QUESTION # 80
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. Use Salesforce CDC to sync customer data cross all systems to keep customer record in sync.
- B. Duplicate customer records across the system and provide a two-way sync of data between the systems.
- C. Create a customer master database external to Salesforce as a system of truth and sync the customer data with all systems.
- D. Create a unique global customer ID for each customer and store that in all system for referential identity.
- E. Invest in data duplicate tool to de-dupe and merge duplicate records across all systems.
Answer: C,D,E
NEW QUESTION # 81
UC is preparing to implement sales cloud and would like to its users to have read only access to an account record if they have access to its child opportunity record. How would a data architect implement this sharing requirement between objects?
- A. Add appropriate users to the account team.
- B. Implicit sharing will automatically handle with standard functionality.
- C. Create a criteria-based sharing rule.
- D. Create an owner-based sharing rule.
Answer: B
Explanation:
Implicit sharing will automatically handle this sharing requirement with standard functionality, as it grants read-only access to parent accounts when users have access to child opportunities. This is also known as account-opportunity sharing3. Creating a criteria-based sharing rule (option A) or an owner-based sharing rule (option D) is not necessary, as they are used to grant additional access based on record criteria or ownership.
Adding appropriate users to the account team (option C) is also not required, as it is used to grant access to specific users or groups for individual accounts.
NEW QUESTION # 82
Universal Containers (UC) has a custom discount request object set as a detail object with a custom product object as the master. There is a requirement to allow the creation of generic discount requests without the custom product object as its master record. What solution should an Architect recommend to UC?
- A. Remove the master-detail relationship and keep the objects separate.
- B. Create a placeholder product record for the generic discount request.
- C. Change the master-detail relationship to a lookup relationship.
- D. Mandate the selection of a custom product for each discount request.
Answer: C
NEW QUESTION # 83
DreamHouse Realty has an integration that creates records in a Salesforce Custom Object. The Custom Object has a field marked as required on the page layout.
DreamHouse Realty has noticed that many of the records coming from the external system are missing data in this field.
The Architect needs to ensure this field always contains data coming from the source system.
Which two approaches should the Architect take? Choose 2 answers
- A. Blame the customer's external system for bad data.
- B. Create a Workflow to default a value into this field.
- C. Set up a Validation Rule to prevent blank values.
- D. Mark the field required in setup at the field level.
Answer: C,D
NEW QUESTION # 84
Northern Trail Outfitters (NTO) has the following systems:
Customer master-source of truth for customer information
Service cloud-customer support
Marketing cloud-marketing support
Enterprise data warehouse-business reporting
The customer data is duplicated across all these system and are not kept in sync. Customers are also complaining that they get repeated marketing emails and have to call into update their information.
NTO is planning to implement master data management (MDM) solution across the enterprise.
Which three data will an MDM tool solve?
Choose 3 answers
- A. Data accuracy and quality
- B. Data loss and recovery
- C. Data completeness
- D. Data standardization
- E. Data duplication
Answer: A,D,E
NEW QUESTION # 85
Universal Containers (UC) has 50 million customers and stores customer order history on an ERP system. UC also uses Salesforce to manage opportunities and customer support.
In order to provide seamless customer support, UC would like to see the customer's order history when viewing the customer record during a sales or support call.
What should a data architect do in order to provide this functionality, while preserving the user experience?
- A. Import the order history into a custom Salesforce object, update nightly
- B. Use Salesforce Connect and an external object to display the order history in Salesforce
- C. Embed the ERP system in an iframe and display on a custom tab.
- D. Use an Apex callout to populate a text area field for displaying the order history.
Answer: B
NEW QUESTION # 86
Northern Trail Outfitter has implemented Salesforce for its associates nationwide, Senior management is concerned that the executive dashboard are not reliable for their real-time decision-making. On analysis , the team the following issues with data entered in Salesforce.
Information in certain records is incomplete.
Incorrect entry in certain fields causes records to be excluded in report fitters.
Duplicate entries cause incorrect counts.
Which three steps should a data architect recommend to address the issues?
- A. Periodically export data to cleanse data and import them back into Salesforce for executive reports.
- B. Build a sales data warehouse with purpose-build data marts for dashboards and senior management reporting.
- C. Leverage Salesforce features, such as validate rules, to avoid incomplete and incorrect records.
- D. design and implement data-quality dashboard to monitor and act on records that are incomplete or incorrect
- E. Explore third-party data providers to enrich and augment information entered in salesforce.
Answer: B,C,E
NEW QUESTION # 87
Universal Containers (UC) has multi -level account hierarchies that represent departments within their major Accounts. Users are creating duplicate Contacts across multiple departments. UC wants to clean the data so as to have a single Contact across departments. What two solutions should UC implement to cleanse their data? Choose 2 answers
- A. Make use of a third -party tool to help merge duplicate Contacts across Accounts.
- B. Make use of the Merge Contacts feature of Salesforce to merge duplicates for an Account.
- C. Use Data.com to standardize Contact address information to help identify duplicates.
- D. Use Workflow rules to standardize Contact information to identify and prevent duplicates.
Answer: A,C
NEW QUESTION # 88
A national nonprofit organization is using Salesforce to recruit members. The recruitment process requires a member to be matched with a volunteer opportunity. Given the following:
1. A record is created in Project__ c and used to track the project through completion.
2. The member may then start volunteering and is required to track their volunteer hours, which is stored in VTOTime_c object related to the project.
3. Ability to view or edit the VTOTime__c object needs to be the same as the Project__ c record.
4. Managers must see total hours volunteered while viewing the Project__ c record.
Which data relationship should the data architect use to support this requirement when creating the custom VTOTime__c object?
- A. Lookup Field on Project_c to VTOTime_c displaying a list of VTOTime__c in a related list.
- B. Lookup field on VTOTime_c to Project_c with formula filed on Project__ c showing Sum of hours from VTOTime__c records.
- C. Master Detail field on Project _c to VTOTime _c showing a list of VTOTime_c Records in a related list.
- D. Master Detail Field on VTOTime_ c to Project_c with rollup summary field on Project __c showing sum of hours from VTOTime_c records.
Answer: D
NEW QUESTION # 89
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. Ensure the lead data is preprocessed for quality before loading into salesforce.
- C. Activate validation rules once the leads are loaded into salesforce to maintain quality.
- D. Develop custom APEX batch process to improve quality once the load is completed.
Answer: B
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 # 90
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. Utilize a data warehouse as the system of truth
- B. Implement duplicate rules
- C. Develop an ETL process that utilizers the merge API to merge the duplicate records
- 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. Developing an ETL process that utilizes the merge API to merge the duplicate records (option A) is not a good solution, as it may require more coding and testing effort, and it does not prevent duplicates from being created in Salesforce. Utilizing a data warehouse as the system of truth (option B) is also not a good solution, as it may introduce additional complexity and cost, and it does not address the duplication issue in Salesforce. Extracting the data using data loader and using excel to merge the duplicate records (option C) is also not a good solution, as it may be time-consuming and error-prone, and it does not prevent duplicates from being created in Salesforce.
NEW QUESTION # 91
A customer wishes to migrate 700,000 Account records in a single migration into Salesforce. What is the recommended solution to migrate these records while minimizing migration time?
- A. Use Salesforce Soap API in parallel mode.
- B. Use Salesforce Bulk API in parallel mode.
- C. Use Salesforce Soap API in serial mode.
- D. Use Salesforce Bulk API in serial mode.
Answer: B
NEW QUESTION # 92
UC is building a salesforce application to track contacts and their respective conferences that they have attended with the following requirements:
1.Contacts will be stored in the standard contact object.
2.Conferences will be stored in a custom conference_ c object.
3.Each contact may attend multiple conferences and each conference may be related to multiple contacts.
How should a data architect model the relationship between the contact and conference objects?
- A. Implement a Contact Conference junction object with master detail relationship to both contact and conference_c
- B. Create a master detail relationship field on the Conference object.
- C. Create a master detail relationship field on the Contact object.
- D. Create a lookup relationship field on contact object.
Answer: A
Explanation:
Implementing a Contact Conference junction object with master detail relationship to both contact and conference_c is the correct way to model the relationship between the contact and conference objects, as it allows a many-to-many relationship between them. This means that each contact can attend multiple conferences, and each conference can be related to multiple contacts. Creating a master detail relationship field on either the contact or the conference object would create a one-to-many relationship, which does not meet the requirements. Creating a lookup relationship field on contact object would also create a one-to-many relationship, and would not enforce referential integrity.
NEW QUESTION # 93
Universal Container (US) is replacing a home-grown CRM solution with Salesforce, UC has decided to migrate operational (Open and active) records to Salesforce, while keeping historical records in legacy system, UC would like historical records to be available in Salesforce on an as needed basis.
Which solution should a data architect recommend to meet business requirement?
- A. Build a chair solution to go the legacy system and display records.
- B. Leverage real-time integration to pull records into Salesforce.
- C. Leverage mashup to display historical records in Salesforce.
- D. Bring all data Salesforce, and delete it after a year.
Answer: C
Explanation:
According to the Using Mashups article on Salesforce Developers, one of the techniques for deploying large data volumes is to use mashups to display historical records in Salesforce. The article states that "Mashups are a way to display data from an external system within a Salesforce page without copying or synchronizing the data. Mashups use a combination of Visualforce, Apex callouts, and JavaScript code that runs in the browser. Mashups are useful when you want to display large amounts of read-only data that is stored outside of Salesforce." Therefore, a data architect should recommend this solution to meet the business requirement of UC.
NEW QUESTION # 94
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. 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.
- B. Key stakeholders should review any fields that share the same purpose between systems to see how they will be used in Salesforce.
- C. The database schema for each external system should be reviewed, and fields with different names should always be separate fields in Salesforce.
- D. Master Data Management systems determine system of record, and the Architect doesn't have to think about what data is controlled by what system.
Answer: B
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 # 95
Northern Trail Outfitters is concerned because some of its data is sensitive and needs to be identified for access.
What should be used to provide ways to filter and identify the sensitive data?
- A. Implement field-level security.
- B. Define data classification metadata.
- C. Custom checkbox denoting sensitive data.
- D. Define data grouping metadata.
Answer: B
NEW QUESTION # 96
Universal Containers (UC) has over 10 million accounts with an average of 20 opportunities with each account. A Sales Executive at UC needs to generate a daily report for all opportunities in a specific opportunity stage.
Which two key considerations should be made to make sure the performance of the report is not degraded due to large data volume?
- A. Number of characters in report query.
- B. Number of joins used in report query.
- C. Number of records returned by report query.
- D. Number of queries running at a time.
Answer: B,C
Explanation:
The number of joins used in report query and the number of records returned by report query are two key considerations to make sure the performance of the report is not degraded due to large data volume. The number of joins used in report query affects the complexity and execution time of the query, especially when joining multiple large objects4. The number of records returned by report query affects the amount of data that needs to be processed and displayed by the report engine.
NEW QUESTION # 97
Universal Containers is establishing a call center that will use Salesforce. UC receives 10 million calls and creates 100 million cases every month. Cases are linked to a custom call object using lookup relationship. UC would like to run reports and dashboard to better understand different case types being created on calls to better serve customers.
What solution should a data architect recommend to meet the business requirement?
- A. Archive records to a data warehouse and run analytics on the data warehouse.
- B. Leverage custom objects to store aggregate data and run analytics.
- C. Leverage out-of-the-box reports and dashboard on case and interactive voice response (IVR) custom object.
- D. Leverage big objects to archive records and Einstein Analytics to run reports.
Answer: D
Explanation:
According to this article, big objects can store and manage massive amounts of data on the Salesforce platform. This can help UC to archive records from other objects or bring massive datasets from outside systems into a big object. According to this article, Einstein Analytics can be used to create dashboards and lenses to analyze big object data and get insights from advanced AI-driven analytics.
NEW QUESTION # 98
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To be eligible for the Salesforce Data-Architect certification exam, candidates must have a deep understanding of Salesforce data architecture and must have a minimum of five years of experience in designing and implementing data solutions for Salesforce. Data-Architect exam is divided into two parts – a multiple-choice exam and a hands-on scenario-based exam. The multiple-choice exam tests the candidates' knowledge of Salesforce data architecture concepts, while the hands-on scenario-based exam tests their ability to design and implement data solutions in a real-world scenario. Overall, the Salesforce Data-Architect certification exam is a highly sought-after certification, and it can help professionals advance their careers in the Salesforce ecosystem.
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