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

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 10, 2026
  • Q&As: 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. Role-based access control (RBAC)
    • 2. Authentication and encryption concepts
      - Data sharing and governance
      • 1. Data masking and policies
        • 2. Secure data sharing
          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: Data Modeling and Performance Optimization- Performance tuning
                  • 1. Clustering and pruning techniques
                    • 2. Warehouse sizing and auto-suspend/auto-resume
                      - Modeling approaches in Snowflake
                      • 1. Star and snowflake schemas
                        • 2. Data normalization vs denormalization
                          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 Transformation and Analysis- Analytical workloads
                                • 1. Query optimization for analytics
                                  • 2. Materialized views and caching
                                    - SQL-based transformations
                                    • 1. Joins, aggregations, window functions
                                      • 2. Semi-structured data (VARIANT, JSON, XML)

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. What scheme is used by Snowflake to estimate the approximate similarity between two or more data sets?

                                        A) MINHASH
                                        B) APPROX_PERCENTILE
                                        C) HyperLogLog
                                        D) APPROX_TOP_K


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


                                        3. A Data Analyst needs to write a query that will return all projects from a project table and all employees from an employee table. What type of join should be used in this query?

                                        A) Inner join
                                        B) Full outer join
                                        C) Cross join
                                        D) Left outer join


                                        4. This command was executed:
                                        SQL
                                        SELECT seq4(), uniform(1, 10, RANDOM(12))
                                        FROM TABLE(GENERATOR(TIMELIMIT => NULL))
                                        ORDER BY 1;
                                        How many rows will be generated?

                                        A) 12
                                        B) An infinite number
                                        C) 10
                                        D) 0


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


                                        Solutions:

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

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