Snowflake SnowPro Advanced: Data Analyst Certification : DAA-C01

DAA-C01 real exams

Exam Code: DAA-C01

Exam Name: SnowPro Advanced: Data Analyst Certification Exam

Updated: Sep 15, 2026

Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Data Loading and Unloading- Data ingestion methods
  • 1. Continuous ingestion and Snowpipe concepts
    • 2. COPY INTO and bulk loading
      - Data export
      • 1. UNLOAD and external stages
        Security, Governance, and Data Sharing- Data sharing and governance
        • 1. Secure data sharing
          • 2. Data masking and policies
            - Access control and security
            • 1. Authentication and encryption concepts
              • 2. Role-based access control (RBAC)
                Data Transformation and Analysis- Analytical workloads
                • 1. Query optimization for analytics
                  • 2. Materialized views and caching
                    - SQL-based transformations
                    • 1. Semi-structured data (VARIANT, JSON, XML)
                      • 2. Joins, aggregations, window functions
                        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. Data lifecycle in Snowflake
                              • 2. Separation of storage and compute
                                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. Data normalization vs denormalization
                                      • 2. Star and snowflake schemas

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        Question #1

                                        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 a value in a foreign key must match the value of a primary or unique key in a parent table.
                                        • D. To enforce that records with a NOT NULL column must have values in that column.
                                        • E. To enforce that records with a UNIQUE column must have all distinct values in that column.
                                        Reveal Solution  Discussion  0

                                        Correct Answer: B,D  🗳️

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                                        Question #2

                                        What is a benefit of using SQL queries that contain secure views?

                                        • A. Users will not be able to make observations about the quantity of underlying data.
                                        • B. Snowflake secure views are more performant than regular views.
                                        • C. Only the number of scanned micro-partitions is exposed, not the number of bytes scanned.
                                        • D. The amount of data scanned, and the total data volume are obfuscated.
                                        Reveal Solution  Discussion  0

                                        Correct Answer: A  🗳️

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                                        Question #3

                                        While loading data into Snowflake using named file formats, a file format defined in which location has precedence?

                                        • A. The schema definition
                                        • B. The table definition
                                        • C. The stage definition
                                        • D. The COPY INTO statement
                                        Reveal Solution  Discussion  0

                                        Correct Answer: D  🗳️

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                                        Question #4

                                        Given the following data:

                                        This SELECT statement is executed:

                                        What will be the result?

                                        • A. 1.84
                                        • B. 1.8
                                        • C. 2.0
                                        • D. 200
                                        Reveal Solution  Discussion  0

                                        Correct Answer: C  🗳️

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                                        Question #5

                                        A Data Analyst needs to rotate a table by transforming a wide table's columns into rows.

                                        Which operator will be MOST beneficial for producing this output?

                                        • A. EXCEPT
                                        • B. PIVOT
                                        • C. INTERSECT
                                        • D. UNPIVOT
                                        Reveal Solution  Discussion  0

                                        Correct Answer: D  🗳️

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