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

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 08, 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. Semi-structured data (VARIANT, JSON, XML)
    • 2. Joins, aggregations, window functions
      - Analytical workloads
      • 1. Query optimization for analytics
        • 2. Materialized views and caching
          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
                  Data Modeling and Performance Optimization- Modeling approaches in Snowflake
                  • 1. Data normalization vs denormalization
                    • 2. Star and snowflake schemas
                      - Performance tuning
                      • 1. Clustering and pruning techniques
                        • 2. Warehouse sizing and auto-suspend/auto-resume
                          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
                                Security, Governance, and Data Sharing- Data sharing and governance
                                • 1. Secure data sharing
                                  • 2. Data masking and policies
                                    - Access control and security
                                    • 1. Role-based access control (RBAC)
                                      • 2. Authentication and encryption concepts

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. There are two similarly-structured and sized tables, Table_a and Table_b, in a schema with data populated in both tables. A Data Analyst is running queries as part of a preliminary analysis of the data to check the MAX value of a numeric column named num which is present in both the tables:
                                        * Query 1: SELECT MAX(num) FROM Table_a;
                                        * Query 2: SELECT MAX(num) FROM Table_b;
                                        After running the queries, the Analyst observed that Query 2 ran significantly slower than Query 1. Why is this occurring?

                                        A) The USE_CACHED_RESULT was set to FALSE before running Query 2.
                                        B) A multi-cluster warehouse was used to run Query 1.
                                        C) Table_b has more rows than Table_a.
                                        D) Table_b has a row-access policy defined.


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

                                        A) If the worksheet is being edited, the collaborators will be able to see these edits in real-time.
                                        B) Whenever a user with permissions runs a worksheet, the existing version history of the worksheet will be overwritten.
                                        C) Collaborators can share the worksheet across Snowflake accounts.
                                        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) Users with edit permissions can view past versions of the worksheet.


                                        3. A Data Analyst runs this query:

                                        The Analyst men runs this query:

                                        What will be the output?

                                        A)

                                        B)

                                        C)

                                        D)


                                        4. 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)


                                        5. A Data Analyst has a very large table with columns that contain country and city names. Which query will provide a very quick estimate of the total number of different values of these two columns?

                                        A) SELECT COUNT(country, city) FROM TABLE1;
                                        B) SELECT HLL(country, city) FROM TABLE1;
                                        C) SELECT DISTINCT COUNT(country, city) FROM TABLE1;
                                        D) SELECT COUNT(DISTINCT country, city) FROM TABLE1;


                                        Solutions:

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

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