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Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

1. When choosing between using a dimensional model and a flattened dataset for BI requirements in Snowflake, what considerations impact the final decision? (Select all that apply)

A) User access control requirements
B) Query performance expectations
C) Data denormalization and redundancy needs
D) Query execution plan constraints

2. How do materialized views differ from secure views in data analysis?

A) Secure views provide precomputed snapshots, unlike materialized views.
B) Materialized views restrict data access for improved security.
C) Materialized views offer enhanced data security while allowing selective data access.
D) Secure views precompute data, unlike materialized views.

3. In Snowflake, how does the implementation of primary keys for tables contribute to data integrity?

A) Enforces uniqueness in table rows
B) Requires data redundancy
C) Limits data access for users
D) Only works on specific data types

4. Identify the correct action involved in performing an exploratory ad-hoc analysis.

A) Relying solely on predefined queries without exploration
B) Utilizing ad-hoc queries to examine patterns and anomalies
C) Analyzing only a small fraction of the available data
D) Focusing on established trends without investigating anomalies

5. What effect do row access policies have on the creation of dashboards concerning user data visibility?

A) They limit data visibility based on user privileges.
B) Row access policies offer unrestricted data visibility.
C) Row access policies don't influence data visibility in dashboards.
D) Row access policies impact dashboard creation negatively.

Solutions: