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DAA-C01 Exam Questions
  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Jul 30, 2026
  • Q & A: 67 Questions and Answers
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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Data Transformation and Analysis- SQL-based transformations
  • 1. Joins, aggregations, window functions
    • 2. Semi-structured data (VARIANT, JSON, XML)
      - Analytical workloads
      • 1. Materialized views and caching
        • 2. Query optimization for analytics
          Security, Governance, and Data Sharing- Access control and security
          • 1. Authentication and encryption concepts
            • 2. Role-based access control (RBAC)
              - Data sharing and governance
              • 1. Secure data sharing
                • 2. Data masking and policies
                  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. Star and snowflake schemas
                        • 2. Data normalization vs denormalization
                          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
                                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. The image shows a table with a variant column that is storing a JSON record:

                                        This SQL query is run:

                                        What will be the result?

                                        A)

                                        B)

                                        C)

                                        D)


                                        2. 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) Combining facts and dimensions in a single flat table limits the scalability and flexibility.
                                        B) Dimensions and facts allow power users to run ad-hoc analyses.
                                        C) Dimensional modelling will save on storage space since it is denormalized.
                                        D) Dimensional modelling will improve query performance over a single table.
                                        E) Snowflake generally performs better with dimensional modelling.


                                        3. A Data Analyst is working with three tables:

                                        Which query would return a list of all brokers, a count of the customers each broker has. and the total order amount of their customers (as shown below)?

                                        A)

                                        B)

                                        C)

                                        D)


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


                                        5. Table TB_A with column COL_B contains an ARRAY. Which statement will select the last element of the ARRAY?

                                        A) SELECT COL_B[ARRAY_SIZE(COL_B)] FROM TB_A;
                                        B) SELECT COL_B[-1] FROM TB_A;
                                        C) SELECT GET(COL_B, ARRAY_SIZE(COL_B)-1) FROM TB_A;
                                        D) SELECT LAST_VALUE(COL_B) FROM TB_A;


                                        Solutions:

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

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