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

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 06, 2026
  • Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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
          Topic 2: 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 3: Security, Governance, and Data Sharing- Data sharing and governance
                  • 1. Secure data sharing
                    • 2. Data masking and policies
                      - Access control and security
                      • 1. Role-based access control (RBAC)
                        • 2. Authentication and encryption concepts
                          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: 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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. A Directed Acyclic Graph (DAG) of 12 tasks (ETLDAILY) failed because one of the tasks failed (STEP10), therefore the dependent tasks (STEP11 and STEP12) did not run. Which command is needed to re-run task STEP10 and the two dependent tasks?

                                        A) ALTER TASK STEP10 RESUME;
                                        B) EXECUTE TASK STEP10 RETRY LAST;
                                        C) EXECUTE TASK ETLDAILY RETRY LAST;
                                        D) ALTER TASK ETLDAILY RESUME;


                                        2. The image shows a table with a variant column that is storing a JSON record:

                                        This SQL query is run:

                                        What will be the result?

                                        A)

                                        B)

                                        C)

                                        D)


                                        3. A Data Analyst runs a query in a Snowflake worksheet, and selects a numeric column from the result grid.
                                        What automatically-generated contextual statistic can be visualized?

                                        A) A histogram, displayed for all numeric, date, and time columns
                                        B) A key distribution
                                        C) A frequency distribution, displayed for all numeric columns
                                        D) MIN/MAX values for the column


                                        4. A Data Analyst creates and populates the following table:
                                        create or replace table aggr(v int) as select * from values (1), (2), (3), (4); The Analyst then executes this query:
                                        select percentile_disc(0.60) within group (order by v desc) from aggr;
                                        What will be the result?

                                        A) 3
                                        B) 2
                                        C) 4
                                        D) 1


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


                                        Solutions:

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

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