SF-Data-Arch Master Data Management Practice Question
A large enterprise discovers duplicate accounts across Salesforce and their legacy system. Before importing data, they decide to implement a 'Data Stewardship' program. What is the primary role of a data steward in this context?
⚠ Common exam trap
Candidates confuse the Data Steward role with a Data Engineer or Developer role, focusing on the technical implementation of data cleanup scripts rather than the business-centric governance and conflict resolution.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Managing data quality, including defining rules and resolving data conflicts.
Data stewards bridge the gap between IT and business by overseeing the quality and lifecycle of master data. They define policies, resolve data conflicts, and ensure compliance with governance standards. This role is crucial because technical solutions alone cannot solve issues stemming from inconsistent business processes or ambiguous data definitions, requiring human oversight to make final decisions on data accuracy and business logic interpretation.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Writing custom Apex code to automate the merging of all duplicate accounts.
Why it's wrong here
Automating merges without human verification often leads to incorrect data consolidation, especially when records have subtle differences. Data stewards must review and approve complex merging scenarios where business logic, rather than just technical matching, is required to determine the true state of a customer's information.
- ✓
Managing data quality, including defining rules and resolving data conflicts.
Why this is correct
Data stewards are responsible for establishing the quality standards and resolving disputes that automated systems cannot handle. By managing the definitions and policies governing master data, they ensure that the organization maintains a clean, reliable, and trusted data foundation that supports informed business decision-making and efficient operations.
- ✗
Performing daily backups of the Salesforce database to ensure disaster recovery.
Why it's wrong here
Backup and recovery are IT operations tasks related to infrastructure and system availability. While important, they do not involve the business context or data quality governance required of a data steward, who focuses on the semantic accuracy and consistency of the business entities, not just system-level availability.
- ✗
Configuring Salesforce sharing rules to restrict access to sensitive account data.
Why it's wrong here
Access control and sharing configuration are security and administration tasks. While data stewards work with data, they focus on the content's validity and lifecycle, whereas security administrators manage the permissions and visibility settings to ensure compliance with privacy regulations and organizational access requirements for protected information.
Visual reference
About these practice questions
This SF-Data-Arch question is part of Courseiva's 222-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed September 2026 · checked against the official Salesforce exam blueprint
This SF-Data-Arch practice question is part of Courseiva's free Salesforce certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the SF-Data-Arch exam.