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

2. 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) Stored procedure
B) External function
C) Vectorized User-Defined Table Function (UDTF)
D) User-Defined Function (UDF)

3. What is a benefit of using SQL queries that contain secure views?

A) Users will not be able to make observations about the quantity of underlying data.
B) Only the number of scanned micro-partitions is exposed, not the number of bytes scanned.
C) The amount of data scanned, and the total data volume are obfuscated.
D) Snowflake secure views are more performant than regular views.

4. There are two similarly-structured and sized tables, Table_a and Table_b, in a schema with data populated in both tables. A Data Analyst is running queries as part of a preliminary analysis of the data to check the MAX value of a numeric column named num which is present in both the tables:
* Query 1: SELECT MAX(num) FROM Table_a;
* Query 2: SELECT MAX(num) FROM Table_b;
After running the queries, the Analyst observed that Query 2 ran significantly slower than Query 1. Why is this occurring?

A) A multi-cluster warehouse was used to run Query 1.
B) Table_b has a row-access policy defined.
C) Table_b has more rows than Table_a.
D) The USE_CACHED_RESULT was set to FALSE before running Query 2.

5. Which Snowflake SQL would a Data Analyst use in a trained Cortex model named forecast_model to retrieve the components that contribute to the predictions?

A) forecast_model!SHOW_TRAINING_LOGS()
B) forecast_model!SHOW_EVALUATION_METRICS()
C) forecast_model!EXPLAIN_FEATURE_IMPORTANCE()
D) forecast_model!FORECAST()

Solutions: