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Snowflake SnowPro Advanced DAA-C01

DAA-C01

Exam Code: DAA-C01

Exam Name: SnowPro Advanced: Data Analyst Certification Exam

Updated: Aug 06, 2026

Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Modeling and Performance Optimization- Modeling approaches in Snowflake
  • 1. Data normalization vs denormalization
    • 2. Star and snowflake schemas
      - Performance tuning
      • 1. Warehouse sizing and auto-suspend/auto-resume
        • 2. Clustering and pruning techniques
          Topic 2: Data Loading and Unloading- Data ingestion methods
          • 1. COPY INTO and bulk loading
            • 2. Continuous ingestion and Snowpipe concepts
              - Data export
              • 1. UNLOAD and external stages
                Topic 3: Data Transformation and Analysis- SQL-based transformations
                • 1. Semi-structured data (VARIANT, JSON, XML)
                  • 2. Joins, aggregations, window functions
                    - Analytical workloads
                    • 1. Query optimization for analytics
                      • 2. Materialized views and caching
                        Topic 4: Security, Governance, and Data Sharing- Data sharing and governance
                        • 1. Secure data sharing
                          • 2. Data masking and policies
                            - Access control and security
                            • 1. Authentication and encryption concepts
                              • 2. Role-based access control (RBAC)
                                Topic 5: Snowflake Architecture and Data Platform Fundamentals- Data platform fundamentals
                                • 1. Separation of storage and compute
                                  • 2. Data lifecycle in Snowflake
                                    - Snowflake architecture concepts
                                    • 1. Virtual warehouses and scaling
                                      • 2. Cloud services layer, compute layer, storage layer

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. A Data Analyst creates and populates the following table:
                                        create or replace table aggr(v int) as select * from values (1), (2), (3), (4); The Analyst then executes this query:
                                        select percentile_disc(0.60) within group (order by v desc) from aggr;
                                        What will be the result?

                                        A) 1
                                        B) 4
                                        C) 2
                                        D) 3


                                        2. A Data Analyst for a ride-sharing company needs to assess the relationship between the number of active drivers in a city, and the average waiting time for passengers. Which query will determine if an increase in the number of active drivers is associated with a decrease in the average waiting time?

                                        A) SELECT CITY, CORR(ACTIVE_DRIVERS, AVERAGE_WAITING_TIME) FROM RIDE_DATA GROUP BY CITY;
                                        B) SELECT CITY, SUM(ACTIVE_DRIVERS), VARIANCE(AVERAGE_WAITING_TIME) FROM RIDE_DATA GROUP BY CITY;
                                        C) SELECT CITY, VARIANCE(ACTIVE_DRIVERS, AVERAGE_WAITING_TIME) FROM
                                        RIDE_DATA GROUP BY CITY;
                                        D) SELECT CITY, SUM(ACTIVE_DRIVERS), AVG(AVERAGE_WAITING_TIME) FROM
                                        RIDE_DATA GROUP BY CITY;


                                        3. 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


                                        4. 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) Snowflake secure views are more performant than regular views.
                                        D) The amount of data scanned, and the total data volume are obfuscated.


                                        5. A Data Analyst created two tables that are related by a foreign key, using the following commands:

                                        Then the Analyst renamed the referenced table using the following command: ALTER TABLE mother RENAME TO father; What happens to the foreign key after the referenced table is renamed?

                                        A) The foreign key will not be used during the query rewrite.
                                        B) The foreign key is dropped because the reference is no longer valid.
                                        C) The foreign key is updated to reference the renamed table.
                                        D) The foreign key becomes invalid because the referenced table no longer exists.


                                        Solutions:

                                        Question # 1
                                        Answer: C
                                        Question # 2
                                        Answer: A
                                        Question # 3
                                        Answer: D
                                        Question # 4
                                        Answer: A
                                        Question # 5
                                        Answer: C

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