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

Exam Code: DAA-C01

Exam Name: SnowPro Advanced: Data Analyst Certification Exam

Updated: Aug 08, 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. Warehouse sizing and auto-suspend/auto-resume
        • 2. Clustering and pruning techniques
          Topic 2: 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 3: 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. Separation of storage and compute
                        • 2. Data lifecycle in Snowflake
                          Topic 4: Security, Governance, and Data Sharing- Access control and security
                          • 1. Role-based access control (RBAC)
                            • 2. Authentication and encryption concepts
                              - Data sharing and governance
                              • 1. Secure data sharing
                                • 2. Data masking and policies
                                  Topic 5: 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

                                        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 will not be used during the query rewrite.
                                        D) The foreign key is updated to reference the renamed table.


                                        2. Consider the following chart.

                                        What can be said about the correlation for sales over time between the two categories?

                                        A) There is a positive correlation.
                                        B) There is a negative correlation.
                                        C) There is a non-linear correlation.
                                        D) There is no correlation. (Selected)


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

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


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


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


                                        Solutions:

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

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