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

DAA-C01 Exam Simulator
  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 19, 2026
  • Q & A: 67 Questions and Answers
  • Snowflake DAA-C01 Q&A - in .pdf

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Snowflake DAA-C01 Exam Syllabus Topics:

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

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                                        C) The foreign key is dropped because the reference is no longer valid.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


                                        2. A Data Analyst created a cost overview dashboard in Snowsight. Management has asked for a system date filter to easily change the time period and refresh the data in all dashboard tiles with a single filter selection.
                                        The system date filter is shown below:

                                        The Analyst wants to apply the filter onto individual dashboard components.
                                        Adding which where clause to the queries will apply the filter as required?

                                        A) Where start_time = :daterange
                                        B) Where start_time >= dateadd('days', -7, CURRENT_TIMESTAMP())
                                        C) Where start_time >= dateadd('days', -7, SYSDATE())
                                        D) Where start_time = :date_filter


                                        3. What option would allow a Data Analyst to efficiently estimate cardinality on a data set that contains trillions of rows?

                                        A) SYSTEM$ESTIMATE
                                        B) Count(Distinct *)
                                        C) HLL(*)
                                        D) Count(Distinct *)/Count(*)


                                        4. A Data Analyst has a Parquet file stored in an Amazon S3 staging area. Which query will copy the data from the staged Parquet file into separate columns in the target table?

                                        A) Option A
                                        B) Option B
                                        C) Option D
                                        D) Option C


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


                                        Solutions:

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

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