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Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

1. A Data Analyst is working with a table that has 1 record per day, with sales information. Which window function would calculate a 7-day moving average of sales, where SALES_DATE represents the date column?

A) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
CURRENT ROW)
B) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
CURRENT ROW)
C) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
CURRENT ROW)
D) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
CURRENT ROW)

2. What option would allow a Data Analyst to efficiently estimate cardinality on a data set that contains trillions of rows?

A) HLL(*)
B) Count(Distinct *)
C) SYSTEM$ESTIMATE
D) Count(Distinct *)/Count(*)

3. A Data Analyst created a cost overview dashboard in Snowsight. Management has asked for a system date filter to easily change the time period and refresh the data in all dashboard tiles with a single filter selection.
The system date filter is shown below:

The Analyst wants to apply the filter onto individual dashboard components.
Adding which where clause to the queries will apply the filter as required?

A) Where start_time >= dateadd('days', -7, SYSDATE())
B) Where start_time = :daterange
C) Where start_time = :date_filter
D) Where start_time >= dateadd('days', -7, CURRENT_TIMESTAMP())

4. A Data Analyst has created a custom filter called branch_region on a Snowflake dashboard. The filter contains a list of regions where the company has stores. How should the filter be referenced in dashboard queries?

A) %branch_region
B) :branch_region
C) $branch_region
D) ::branch_region

5. What are the PRIMARY reasons for using integrity constraints on Snowflake tables? (Select TWO).

A) To allow for clustering on the primary and foreign keys by specifying them as clustering keys.
B) To enable team members to see how tables relate to one another.
C) To enforce that a value in a foreign key must match the value of a primary or unique key in a parent table.
D) To enforce that records with a UNIQUE column must have all distinct values in that column.
E) To enforce that records with a NOT NULL column must have values in that column.

Solutions: