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Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:
1. A Data Analyst creates a dashboard showing the total credit consumption for each virtual warehouse as follows:
Why is the query failing?
A) The query must be executed by a user with the ACCOUNTADMIN role.
B) The current database context must be changed to SNOWFLAKE.
C) INFORMATION_SCHEMA should be used instead of ACCOUNT_USAGE.
D) DB1 must be authorized to have SELECT access to ACCOUNT_USAGE.
2. A Data Analyst has a Parquet file stored in an Amazon S3 staging area. Which query will copy the data from the staged Parquet file into separate columns in the target table?
A) Option B
B) Option C
C) Option D
D) Option A
3. A Data Analyst runs a query in a Snowflake worksheet, and selects a numeric column from the result grid.
What automatically-generated contextual statistic can be visualized?
A) A key distribution
B) A histogram, displayed for all numeric, date, and time columns
C) A frequency distribution, displayed for all numeric columns
D) MIN/MAX values for the column
4. Why would a Data Analyst use a dimensional model rather than a single flat table to meet BI requirements for a virtual warehouse? (Select TWO).
A) Dimensions and facts allow power users to run ad-hoc analyses.
B) Dimensional modelling will improve query performance over a single table.
C) Snowflake generally performs better with dimensional modelling.
D) Combining facts and dimensions in a single flat table limits the scalability and flexibility.
E) Dimensional modelling will save on storage space since it is denormalized.
5. Which Snowflake feature allows users to encapsulate a series of SQL statements into a reusable database object, facilitating modular code development?
A) User-Defined Function (UDF)
B) Materialized view
C) Common Table Expressions (CTE)
D) Stored procedure
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: A,D | Question # 5 Answer: D |






