Snowflake SnowPro Advanced: Data Analyst Certification : DAA-C01

  • Exam Code: Snowflake
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Sep 16, 2026
  • Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:
SectionObjectives
Topic 1: 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
          Topic 2: Security, Governance, and Data Sharing- Access control and security
          • 1. Role-based access control (RBAC)
            • 2. Authentication and encryption concepts
              - Data sharing and governance
              • 1. Data masking and policies
                • 2. Secure data sharing
                  Topic 3: Data Loading and Unloading- Data export
                  • 1. UNLOAD and external stages
                    - Data ingestion methods
                    • 1. COPY INTO and bulk loading
                      • 2. Continuous ingestion and Snowpipe concepts
                        Topic 4: Data Transformation and Analysis- Analytical workloads
                        • 1. Query optimization for analytics
                          • 2. Materialized views and caching
                            - SQL-based transformations
                            • 1. Semi-structured data (VARIANT, JSON, XML)
                              • 2. Joins, aggregations, window functions
                                Topic 5: Snowflake Architecture and Data Platform Fundamentals- Data platform fundamentals
                                • 1. Data lifecycle in Snowflake
                                  • 2. Separation of storage and compute
                                    - Snowflake architecture concepts
                                    • 1. Virtual warehouses and scaling
                                      • 2. Cloud services layer, compute layer, storage layer
                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:
                                        Question #1

                                        When building a Snowsight dashboard that will allow users to filter data within a worksheet, which Snowflake system filters should be used?

                                        • A. Include the :daterange system filter in a WHERE clause, and include the :datebucket system filter in a GROUP BY clause.
                                        • B. Include the :datebucket system filter in a WHERE clause, and include the :daterange system filter in a SELECT clause.
                                        • C. Include the :datebucket system filter in a WHERE clause, and include the :daterange system filter in a GROUP BY clause.
                                        • D. Include the :daterange system filter in a SELECT clause, and include the :datebucket system filter in a GROUP BY clause.
                                        Reveal Solution  Discussion  0

                                        Correct Answer: A  🗳️

                                        Explanation: Only visible for DumpsTests members. You can sign-up / login (it's free).

                                        Question #2

                                        A Data Analyst created two functions and one procedures:
                                        The Analyst then runs this query:

                                        The Analyst then runs this query:

                                        What will be the output?

                                        • A. 30
                                        • B. 10
                                        • C. Null
                                        • D. 20
                                        Reveal Solution  Discussion  0

                                        Correct Answer: D  🗳️

                                        Explanation: Only visible for DumpsTests members. You can sign-up / login (it's free).

                                        Question #3

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

                                        • A. Average
                                        • B. Mode
                                        • C. HLL
                                        • D. Max
                                        • E. Any Value
                                        • F. Standard Deviation
                                        Reveal Solution  Discussion  0

                                        Correct Answer: A,D,E  🗳️

                                        Explanation: Only visible for DumpsTests members. You can sign-up / login (it's free).

                                        Question #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.
                                        Reveal Solution  Discussion  0

                                        Correct Answer: C  🗳️

                                        Explanation: Only visible for DumpsTests members. You can sign-up / login (it's free).

                                        Question #5

                                        A company is looking for new headquarters and wants to minimize the distances employees have to commute.
                                        The company has geographic data on employees' residences. Through the Snowflake Marketplace, the company obtained geographic data for possible locations of the new headquarters. How can the distance between an employee's residence and potential headquarters locations be calculated in meters with the LEAST operational overhead?

                                        • A. ST_HAUSDORFFDISTANCE
                                        • B. HAVERSINE
                                        • C. ST_DISTANCE
                                        • D. ST_LENGTH
                                        Reveal Solution  Discussion  0

                                        Correct Answer: C  🗳️

                                        Explanation: Only visible for DumpsTests members. You can sign-up / login (it's free).

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