Last Updated: Aug 20, 2026
No. of Questions: 67 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Data Ingestion and Data Preparation | 15%-20% | - Use best practice considerations relating to data integrity structures
|
| Data Presentation and Data Visualization | 28%-29% | - Integrate with BI tools
|
| Data Analysis | 30%-32% | - Perform advanced analytics using SQL
|
| Data Transformation and Data Modeling | 22%-30% | - Transform data using SQL
|
1. A Data Analyst wants to use pandas code they have previously written to process a column of text and return multiple rows of parsed output for each input value. The Analyst wants to be able to join these results with other tables in a single transaction. Which type of extensibility feature should the Analyst use?
A) External function
B) Stored procedure
C) Vectorized User-Defined Table Function (UDTF)
D) User-Defined Function (UDF)
2. A Data Analyst needs to create a custom filter called state in a Snowflake dashboard using a SQL query.
Which query will include this custom filter?
A) select avg(total_income), state from taxpayer_wages group by state having state = state;
B) select avg(total_income), state from taxpayer_wages group by state having state = :state;
C) select avg(total_income), state from taxpayer_wages group by state having state = 'state';
D) select avg(total_income), state from taxpayer_wages group by state having state = @state;
3. This query is run:
SQL
SELECT
customer.id,
ANY_VALUE(customer.name),
SUM(orders.value)
FROM customer
JOIN orders ON customer.id = orders.customer_id
GROUP BY customer.id;
What is the effect of ANY_VALUE in this syntax?
A) It will return some value of the expression from the group, with a non-deterministic result.
B) It will return an equivalent NULL value when the expression is evaluated.
C) It will return the minimum value of those generated by the expression, with a deterministic result.
D) It will return a value equivalent to the median of those generated by the expression, which may be a non-deterministic result.
4. What functionalities are available when a Snowflake worksheet is shared with other users? (Select TWO).
A) If multiple users edit and run a shared worksheet at the same time, each run of the worksheet will create a new version.
B) If the worksheet is being edited, the collaborators will be able to see these edits in real-time.
C) Whenever a user with permissions runs a worksheet, the existing version history of the worksheet will be overwritten.
D) Users with edit permissions can view past versions of the worksheet.
E) Collaborators can share the worksheet across Snowflake accounts.
5. Consider the following chart.
What can be said about the correlation for sales over time between the two categories?
A) There is a positive correlation.
B) There is no correlation. (Selected)
C) There is a non-linear correlation.
D) There is a negative correlation.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: A,B | Question # 5 Answer: B |
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