Snowflake DAA-C01 Q&A - in .pdf

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Jul 29, 2026
  • Q & A: 67 Questions and Answers
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Snowflake DAA-C01 Q&A - Testing Engine

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Jul 29, 2026
  • Q & A: 67 Questions and Answers
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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
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 Architecture and Data Platform Fundamentals- Snowflake architecture concepts
          • 1. Cloud services layer, compute layer, storage layer
            • 2. Virtual warehouses and scaling
              - Data platform fundamentals
              • 1. Separation of storage and compute
                • 2. Data lifecycle in Snowflake
                  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
                        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 Transformation and Analysis- SQL-based transformations
                                • 1. Semi-structured data (VARIANT, JSON, XML)
                                  • 2. Joins, aggregations, window functions
                                    - Analytical workloads
                                    • 1. Materialized views and caching
                                      • 2. Query optimization for analytics

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


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

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


                                        3. Which Snowflake feature allows users to encapsulate a series of SQL statements into a reusable database object, facilitating modular code development?

                                        A) User-Defined Function (UDF)
                                        B) Common Table Expressions (CTE)
                                        C) Stored procedure
                                        D) Materialized view


                                        4. A Data Analyst created a SQL statement that updates a table used for reporting. The Analyst now wants to automate the execution of that SQL.
                                        The Analyst decides to use a task for this along with a stream called MYSTREAM on the source table so only they can update the table if there is new data.
                                        Which statement will create a task that will execute when there is new data in MYSTREAM without having to be executed manually?

                                        A)

                                        B)

                                        C)

                                        D)


                                        5. 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 the minimum value of those generated by the expression, with a deterministic result.
                                        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 an equivalent NULL value when the expression is evaluated.


                                        Solutions:

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

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