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

DAA-C01 real exams

Exam Code: DAA-C01

Exam Name: SnowPro Advanced: Data Analyst Certification Exam

Updated: Jul 18, 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: 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
                  Topic 3: Snowflake Architecture and Data Platform Fundamentals- Data platform fundamentals
                  • 1. Separation of storage and compute
                    • 2. Data lifecycle in Snowflake
                      - Snowflake architecture concepts
                      • 1. Cloud services layer, compute layer, storage layer
                        • 2. Virtual warehouses and scaling
                          Topic 4: 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 5: 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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. There are two similarly-structured and sized tables, Table_a and Table_b, in a schema with data populated in both tables. A Data Analyst is running queries as part of a preliminary analysis of the data to check the MAX value of a numeric column named num which is present in both the tables:
                                        * Query 1: SELECT MAX(num) FROM Table_a;
                                        * Query 2: SELECT MAX(num) FROM Table_b;
                                        After running the queries, the Analyst observed that Query 2 ran significantly slower than Query 1. Why is this occurring?

                                        A) The USE_CACHED_RESULT was set to FALSE before running Query 2.
                                        B) A multi-cluster warehouse was used to run Query 1.
                                        C) Table_b has more rows than Table_a.
                                        D) Table_b has a row-access policy defined.


                                        2. What are the PRIMARY reasons for using integrity constraints on Snowflake tables? (Select TWO).

                                        A) To allow for clustering on the primary and foreign keys by specifying them as clustering keys.
                                        B) To enable team members to see how tables relate to one another.
                                        C) To enforce that records with a NOT NULL column must have values in that column.
                                        D) To enforce that records with a UNIQUE column must have all distinct values in that column.
                                        E) To enforce that a value in a foreign key must match the value of a primary or unique key in a parent table.


                                        3. A Data Analyst has been analyzing customer data in several worksheets. Each worksheet contains a complex query that provides clean and prepared data for visualizations. The Analyst has also created a Customer Overview dashboard in Snowsight. How should the Analyst add the worksheets in the Customer Analysis database to the dashboard, using the LEAST amount of operational overhead?

                                        A) Query the QUERY_HISTORY view to find those queries, then add the queries into the dashboard.
                                        B) Open each worksheet, copy the query, then paste the query into the dashboard.
                                        C) Move the worksheets into the dashboard.
                                        D) Copy and paste the worksheets into the dashboard.


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

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


                                        5. A Data Analyst needs a sample of 10 rows from a table FCT_SALES that has billions of rows. Which commands can be used to accomplish this? (Select TWO).

                                        A) SELECT * FROM FCT_SALES SAMPLE 10;
                                        B) SELECT TOP (10 ROWS) * FROM FCT_SALES;
                                        C) SELECT TOP 10 * FROM FCT_SALES;
                                        D) SELECT * FROM FCT_SALES SAMPLE (10 ROWS);
                                        E) SELECT TOP 10 ROWS * FROM FCT_SALES;


                                        Solutions:

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

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