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

DAA-C01

Exam Code: DAA-C01

Exam Name: SnowPro Advanced: Data Analyst Certification Exam

Updated: Sep 19, 2026

Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Data Modeling and Performance Optimization- Modeling approaches in Snowflake
  • 1. Star and snowflake schemas
    • 2. Data normalization vs denormalization
      - Performance tuning
      • 1. Clustering and pruning techniques
        • 2. Warehouse sizing and auto-suspend/auto-resume
          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
                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- 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
                                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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        Question #1
                                        A Data Analyst wants to transform query results. Which transformation option will incur compute costs?

                                        A. Sorting a column by using the column options.
                                        B. Increasing or decreasing decimal precision.
                                        C. Showing a thousand separator for numeric columns.
                                        D. Formatting date and timestamp columns.


                                        Question #2
                                        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.


                                        Question #3
                                        What scheme is used by Snowflake to estimate the approximate similarity between two or more data sets?

                                        A. APPROX_TOP_K
                                        B. APPROX_PERCENTILE
                                        C. HyperLogLog
                                        D. MINHASH


                                        Question #4
                                        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. Collaborators can share the worksheet across Snowflake accounts.
                                        C. Whenever a user with permissions runs a worksheet, the existing version history of the worksheet will be overwritten.
                                        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.


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


                                        Solutions:

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

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