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 12, 2026

Q & A: 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. Secure data sharing
        • 2. Data masking and policies
          Topic 2: 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
                  Topic 3: 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 4: 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
                                Topic 5: 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 SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        Question #1

                                        Which Snowflake feature allows users to encapsulate a series of SQL statements into a reusable database object, facilitating modular code development?

                                        • A. Stored procedure
                                        • B. User-Defined Function (UDF)
                                        • C. Materialized view
                                        • D. Common Table Expressions (CTE)
                                        Answer: A
                                        Question #2

                                        Why would a Data Analyst use a dimensional model rather than a single flat table to meet BI requirements for a virtual warehouse? (Select TWO).

                                        • A. Dimensional modelling will save on storage space since it is denormalized.
                                        • B. Snowflake generally performs better with dimensional modelling.
                                        • C. Dimensions and facts allow power users to run ad-hoc analyses.
                                        • D. Combining facts and dimensions in a single flat table limits the scalability and flexibility.
                                        • E. Dimensional modelling will improve query performance over a single table.
                                        Answer: C,D

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                                        Question #3

                                        A Data Analyst has a Parquet file stored in an Amazon S3 staging area. Which query will copy the data from the staged Parquet file into separate columns in the target table?

                                        • A. Option C
                                        • B. Option D
                                        • C. Option A
                                        • D. Option B
                                        Answer: A

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                                        Question #4

                                        What does the "SQL keyword" refer to in the context of adding filters to a worksheet?

                                        • A. The name of a User-Defined Function (UDF) used to define the filter "key" values
                                        • B. The table name containing the static filter "key" values
                                        • C. The filter name to be inserted into queries
                                        • D. The name of the function used to generate the filter
                                        Answer: C

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                                        Question #5

                                        The following code is run:

                                        Then this statement is executed:

                                        What will be the output of this statement?

                                        • A.
                                        • B.
                                        • C.
                                        • D.
                                        Answer: C

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