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

DAA-C01
  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 11, 2026
  • Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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. Data masking and policies
        • 2. Secure data sharing
          Topic 2: Data Loading and Unloading- Data ingestion methods
          • 1. COPY INTO and bulk loading
            • 2. Continuous ingestion and Snowpipe concepts
              - Data export
              • 1. UNLOAD and external stages
                Topic 3: 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. Data lifecycle in Snowflake
                      • 2. Separation of storage and compute
                        Topic 4: 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 5: 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 SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. How can a Data Analyst automatically create a table structure for loading a Parquet file?

                                        A) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE LIKE command.
                                        B) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE USING TEMPLATE command.
                                        C) Use INFER_SCHEMA together with the CREATE TABLE USING TEMPLATE command.
                                        D) Use the INFER_SCHEMA together with the CREATE TABLE LIKE command.


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


                                        3. A Data Analyst executes a query in a Snowflake worksheet that returns the total number of daily sales, and the total amount for each sale. How can the Analyst check the distribution of the total amount, without running the query again?

                                        A) Go to Chart and select a bar chart that contains the two variables.
                                        B) Click on the column header in the results and review the histogram.
                                        C) Go to Chart and select a histogram that includes the two variables.
                                        D) Call the WIDTH_BUCKET function.


                                        4. A Data Analyst executes a complex query. Which query will allow the Analyst to access the results a second time?

                                        A) SELECT * FROM TABLE(RESULT_SCAN(LAST_QUERY_ID()));
                                        B) SELECT * FROM TABLE(INFORMATION_SCHEMA.QUERY_HISTORY());
                                        C) SELECT LAST_QUERY_ID(-1);
                                        D) DESC RESULT LAST_QUERY_ID();


                                        5. Table TB_A with column COL_B contains an ARRAY. Which statement will select the last element of the ARRAY?

                                        A) SELECT GET(COL_B, ARRAY_SIZE(COL_B)-1) FROM TB_A;
                                        B) SELECT COL_B[-1] FROM TB_A;
                                        C) SELECT LAST_VALUE(COL_B) FROM TB_A;
                                        D) SELECT COL_B[ARRAY_SIZE(COL_B)] FROM TB_A;


                                        Solutions:

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

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