Snowflake SnowPro Advanced: Data Analyst Certification : DAA-C01

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 16, 2026
  • Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
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 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 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. Data lifecycle in Snowflake
                        • 2. Separation of storage and compute
                          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
                                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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. A Data Analyst created two tables that are related by a foreign key, using the following commands:

                                        Then the Analyst renamed the referenced table using the following command: ALTER TABLE mother RENAME TO father; What happens to the foreign key after the referenced table is renamed?

                                        A) The foreign key becomes invalid because the referenced table no longer exists.
                                        B) The foreign key is dropped because the reference is no longer valid.
                                        C) The foreign key is updated to reference the renamed table.
                                        D) The foreign key will not be used during the query rewrite.


                                        2. What will be the output of this query?
                                        SELECT 100::FLOAT * 20.78::INTEGER || ' Square Feet';

                                        A) 2078.00 Square Feet
                                        B) A conversion error
                                        C) 2100 Square Feet
                                        D) 2078 Square Feet


                                        3. A Data Analyst is given access to a table of inventory transfers which includes the product details, fulfillment warehouse location, and destination warehouse location. Which type of visualization should be used to illustrate the most active product transfer routes?

                                        A) Line chart
                                        B) Scorecard
                                        C) Scatterplot
                                        D) Heat grid


                                        4. A Data Analyst created a model called modelX using SNOWFLAKE.ML.FORECAST. The Analyst needs to predict the next few values and save the result directly into tableX. What step does the Analyst need to take after calling the modelX!FORECAST function?

                                        A) Pass the new table as a function argument.
                                        B) Create the table by querying the RESULT_SCAN.
                                        C) List the cache content, then use the data saved in the RESULT_SCAN for tableX.
                                        D) Load the function call results directly INTO tableX.


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


                                        Solutions:

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

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