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Salesforce Data-Architect Dumps

Exam Code:
Data-Architect
Exam Name:
Salesforce Certified Data Architect (SP25)
Last Update: Jun 10, 2025
257 Questions with Explanation
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Salesforce Certified Data Architect (SP25) Practice Questions

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Data-Architect FAQs

A data architect is a professional responsible for designing and managing an organization's data infrastructure. They create data models, define data standards, and develop strategies for data storage, retrieval, and usage to support business objectives and analytics.

A data architect designs and oversees the organization's data systems, ensuring effective data management, storage, and retrieval. They create data models, implement data governance, and optimize databases to support data-driven decision-making and business objectives.

The salary of a data architect varies based on factors like experience, location, and industry. On average, they earn between $90,000 to $150,000 annually, with potential for higher earnings in senior roles or high-demand regions.

To become a data architect, start with a relevant bachelor's degree in computer science or a related field. Gain experience as a database developer or analyst. Develop expertise in data modeling, database management systems, and data architecture. Pursue relevant certifications and continue learning about emerging technologies.

A data warehouse architect designs and manages data warehousing solutions. They develop the architecture, schema, and ETL processes for storing, organizing, and retrieving data efficiently, enabling data-driven insights and decision-making within organizations.

A big data architect is a professional who designs and oversees the infrastructure for processing, storing, and analyzing large and complex datasets. They develop scalable and high-performance systems to derive valuable insights from big data for business applications.

 

The job of a data architect involves designing, organizing, and managing an organization's data infrastructure. They create data models, establish data standards, and optimize data storage and retrieval systems to support efficient data management and facilitate data-driven decision-making.

A data architect's work revolves around designing and overseeing data systems, establishing data models, implementing data standards, and optimizing databases. They ensure efficient data management, storage, and retrieval to support business objectives and data-driven decision-making.

To enhance data architect skills, professionals can pursue advanced education, gain hands-on experience, stay updated with industry trends, and earn relevant certifications. Collaborating on projects, learning data modeling techniques, and mastering data management tools are also valuable for skill improvement.

Data architect responsibilities encompass designing data systems, creating data models, implementing data governance, and optimizing databases. They ensure efficient data management, storage, and retrieval to support an organization's goals and data-driven decision-making.

The salary of a big data architect in Atlanta depends on experience and expertise. On average, they earn between $130,000 to $190,000 annually, but this can vary based on factors like industry, company, and demand for skills.

The role of a data architect involves designing and managing data systems, creating data models, establishing data governance, and optimizing databases. They ensure efficient data management, storage, and retrieval to support an organization's data-driven objectives and decision-making processes.

To become a big data architect, acquire a strong foundation in data engineering, analytics, and cloud computing. Gain hands-on experience with big data technologies like Hadoop and Spark. Obtain relevant certifications and continually update your skills to meet industry demands.

Becoming a big data architect can be challenging but rewarding. It requires in-depth knowledge of data technologies, cloud computing, and analytics. Success depends on dedication, continuous learning, and practical experience in the field.

The functions of a data architect include designing data systems, creating data models, establishing data governance, and optimizing databases. They ensure efficient data management, storage, and retrieval to support an organization's data-driven goals and decision-making processes.

A big data developer primarily focuses on coding, data processing, and analytics implementation, while a big data solutions architect designs the overall system's structure, selects technologies, and ensures the entire solution meets business objectives, often requiring broader strategic and design skills.

A relational data architect transitioning to big data can gain expertise in NoSQL databases, Hadoop, and distributed computing. Learning programming languages like Python and acquiring big data certifications can also facilitate the transition.

The number of individuals clearing data architect certifications varies and depends on the specific certification program and the demand for data architecture professionals in the industry. Certification statistics can change over time.

The top three skills for a data architect are data modeling expertise to design efficient databases, strong knowledge of data management tools, and the ability to align data strategies with organizational objectives for effective data-driven decision-making.

Architecting a successful data warehouse involves steps like defining clear objectives, designing an appropriate data model, selecting suitable ETL tools, ensuring data quality, implementing security measures, and regularly optimizing performance for efficient data storage and retrieval.

Certified Salesforce Data Architects can pursue roles such as Data Architect, Salesforce Consultant, Technical Architect, and Data Management Specialist. These roles involve designing and implementing data solutions, managing data governance, and optimizing data models for performance and scalability.

The salary for a Salesforce Data Architect varies based on experience, location, and company size. On average, salaries range from $120,000 to $160,000 per year in the United States. Senior roles or those with extensive experience can command higher salaries?.

The certification validates your expertise in data architecture, making you a valuable asset to employers. It opens doors to advanced roles in data management and architecture, enhances your professional credibility, and can lead to increased responsibilities and leadership opportunities in your career.

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Salesforce Certified Data Architect (SP25) Questions and Answers

Questions 1

UC has to built a B2C ecommerce site on Heroku that shares customer and order data with a Heroku Postgres database. UC is currently utilizing Postgres as the single source of truth for both customers and orders. UC has asked a data architect to replicate the data into salesforce so that salesforce can now act as the system of record.

What are the 3 considerations that data architect should weigh before implementing this requirement? Choose 23 answers:

Options:

A.

Consider whether the data is required for sales reports, dashboards and KPI’s.

B.

Determine if the data is driver of key process implemented within salesforce.

C.

Ensure there is a tight relationship between order data and an enterprise resource plaining (ERP) application.

D.

Ensure the data is CRM center and able to populate standard of custom objects.

E.

A selection of the tool required to replicate the data.

F.

– Heroku Connect is required but this is confusing

Questions 2

Universal Containers (UC) owns a complex Salesforce org with many Apex classes, triggers, and automated processes that will modify records if available. UC has identified that, in its current development state, UC runs change of encountering race condition on the same record.

What should a data architect recommend to guarantee that records are not being updated at the same time?

Options:

A.

Embed the keywords FOR UPDATE after SOQL statements.

B.

Disable classes or triggers that have the potential to obtain the same record.

C.

Migrate programmatic logic to processes and flows.

D.

Refactor or optimize classes and trigger for maximum CPU performance.

Questions 3

UC developers have created a new lightning component that uses an Apex controller using a SOQL query to populate a custom list view. Users are complaining that the component often fails to load and returns a time-out error.

What tool should a data architect use to identify why the query is taking too long?

Options:

A.

Use Splunk to query the system logs looking for transaction time and CPU usage.

B.

Enable and use the query plan tool in the developer console.

C.

Use salesforce’s query optimizer to analyze the query in the developer console.

D.

Open a ticket with salesforce support to retrieve transaction logs to e analyzed for processing time.

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