Last Updated: Aug 22, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Analysis | 30%-32% | - Perform advanced analytics using SQL
|
| Topic 2: Data Ingestion and Data Preparation | 15%-20% | - Perform data discovery to identify what is needed from available datasets
|
| Topic 3: Data Transformation and Data Modeling | 22%-30% | - Design data models
|
| Topic 4: Data Presentation and Data Visualization | 28%-29% | - Integrate with BI tools
|
1. What functions should a Data Analyst use to run descriptive analytics on a data set? (Select TWO).
A) REGR_INTERCEPT
B) AVG
C) REGR_SLOPE
D) ROW_NUMBER
E) APPROX_COUNT_DISTINCT
2. Which Snowflake feature allows users to encapsulate a series of SQL statements into a reusable database object, facilitating modular code development?
A) Materialized view
B) User-Defined Function (UDF)
C) Stored procedure
D) Common Table Expressions (CTE)
3. A large, complicated query is used to generate a data set for a report on the most recent month. It is taking longer than expected. A review of the Query Profile shows excessive spilling. How can the performance of the query be improved WITHOUT increasing costs?
A) Run the query against zero-copy clones of the source tables to avoid contention with other queries.
B) Change the source tables into external tables to establish and take advantage of custom partitioning.
C) Split the query into multiple steps, replacing Common Table Expressions (CTEs) with temporary tables to process the data in smaller batches.
D) Create a materialized view clustered on a date column, on the table that is causing the spilling.
4. A Data Analyst is creating a Snowsight dashboard from a shared worksheet. What happens to the access and permissions of the users who initially had sharing privileges on the worksheet?
A) The original users retain access and permissions on the worksheet.
B) The original users lose access to the worksheet, their permissions on the worksheet are revoked.
C) The original users temporarily lose access but regain it once the dashboard is created.
D) The original users gain additional access to the worksheet.
5. While loading data into Snowflake using named file formats, a file format defined in which location has precedence?
A) The schema definition
B) The table definition
C) The COPY INTO statement
D) The stage definition
Solutions:
| Question # 1 Answer: B,E | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: B | Question # 5 Answer: C |
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