Snowflake DAA-C01 : SnowPro Advanced: Data Analyst Certification Exam

DAA-C01 real exams

Exam Code: DAA-C01

Exam Name: SnowPro Advanced: Data Analyst Certification Exam

Updated: Aug 07, 2026

Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. Which aggregate functions can be used to provide values for a given bucket in Snowsight charts? (Select THREE).

                                        A) Standard Deviation
                                        B) Average
                                        C) Any Value
                                        D) Mode
                                        E) Max
                                        F) HLL


                                        2. This query is run:
                                        SQL
                                        SELECT
                                        customer.id,
                                        ANY_VALUE(customer.name),
                                        SUM(orders.value)
                                        FROM customer
                                        JOIN orders ON customer.id = orders.customer_id
                                        GROUP BY customer.id;
                                        What is the effect of ANY_VALUE in this syntax?

                                        A) It will return a value equivalent to the median of those generated by the expression, which may be a non-deterministic result.
                                        B) It will return an equivalent NULL value when the expression is evaluated.
                                        C) It will return some value of the expression from the group, with a non-deterministic result.
                                        D) It will return the minimum value of those generated by the expression, with a deterministic result.


                                        3. A Data Analyst is given access to a table of inventory transfers which includes the product details, fulfillment warehouse location, and destination warehouse location. Which type of visualization should be used to illustrate the most active product transfer routes?

                                        A) Scatterplot
                                        B) Heat grid
                                        C) Scorecard
                                        D) Line chart


                                        4. What functionalities are available when a Snowflake worksheet is shared with other users? (Select TWO).

                                        A) Users with edit permissions can view past versions of the worksheet.
                                        B) Whenever a user with permissions runs a worksheet, the existing version history of the worksheet will be overwritten.
                                        C) If the worksheet is being edited, the collaborators will be able to see these edits in real-time.
                                        D) If multiple users edit and run a shared worksheet at the same time, each run of the worksheet will create a new version.
                                        E) Collaborators can share the worksheet across Snowflake accounts.


                                        5. This command was executed:
                                        SQL
                                        SELECT seq4(), uniform(1, 10, RANDOM(12))
                                        FROM TABLE(GENERATOR(TIMELIMIT => NULL))
                                        ORDER BY 1;
                                        How many rows will be generated?

                                        A) 12
                                        B) An infinite number
                                        C) 10
                                        D) 0


                                        Solutions:

                                        Question # 1
                                        Answer: B,C,E
                                        Question # 2
                                        Answer: C
                                        Question # 3
                                        Answer: B
                                        Question # 4
                                        Answer: C,D
                                        Question # 5
                                        Answer: D

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