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Snowflake SnowPro Advanced DAA-C01

DAA-C01

Exam Code: DAA-C01

Exam Name: SnowPro Advanced: Data Analyst Certification Exam

Updated: Aug 16, 2026

Q & A: 67 Questions and Answers

DAA-C01 Free Demo download:

PDF Version Demo Test Engine Online Test Engine

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
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
        Data Transformation and Analysis- SQL-based transformations
        • 1. Joins, aggregations, window functions
          • 2. Semi-structured data (VARIANT, JSON, XML)
            - Analytical workloads
            • 1. Query optimization for analytics
              • 2. Materialized views and caching
                Data Modeling and Performance Optimization- Performance tuning
                • 1. Clustering and pruning techniques
                  • 2. Warehouse sizing and auto-suspend/auto-resume
                    - Modeling approaches in Snowflake
                    • 1. Star and snowflake schemas
                      • 2. Data normalization vs denormalization
                        Security, Governance, and Data Sharing- Data sharing and governance
                        • 1. Data masking and policies
                          • 2. Secure data sharing
                            - 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. Data lifecycle in Snowflake
                                  • 2. Separation of storage and compute
                                    - Snowflake architecture concepts
                                    • 1. Cloud services layer, compute layer, storage layer
                                      • 2. Virtual warehouses and scaling

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. A Data Analyst needs to create a custom filter called state in a Snowflake dashboard using a SQL query.
                                        Which query will include this custom filter?

                                        A) select avg(total_income), state from taxpayer_wages group by state having state = @state;
                                        B) select avg(total_income), state from taxpayer_wages group by state having state = state;
                                        C) select avg(total_income), state from taxpayer_wages group by state having state = :state;
                                        D) select avg(total_income), state from taxpayer_wages group by state having state = 'state';


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


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


                                        4. 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 will not be used during the query rewrite.
                                        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 becomes invalid because the referenced table no longer exists.


                                        5. Which Snowflake feature or object can be used to dynamically create and execute SQL statements?

                                        A) System-defined functions
                                        B) User-Defined Functions (UDFs)
                                        C) Tasks
                                        D) Stored procedures


                                        Solutions:

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

                                        DAA-C01 Related Exams
                                        ADA-C02 - SnowPro Advanced Administrator ADA-C02
                                        SOL-C01 - Snowflake Certified SnowPro Associate - Platform Certification
                                        DEA-C01 - SnowPro Advanced: Data Engineer Certification Exam
                                        DSA-C03 - SnowPro Advanced: Data Scientist Certification Exam
                                        DEA-C02 - SnowPro Advanced: Data Engineer (DEA-C02)
                                        DAA-C01 - SnowPro Advanced: Data Analyst Certification Exam
                                        Related Certifications
                                        SnowPro Core Certification
                                        SnowPro Advanced Certification
                                        SnowPro Advanced: Administrator
                                        Snowflake Certification
                                        SnowPro Core
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