Snowflake SnowPro Advanced: Data Analyst Certification : DAA-C01

Snowflake DAA-C01 Actual PDF
  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Nov 12, 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. Clustering and pruning techniques
        • 2. Warehouse sizing and auto-suspend/auto-resume
          Topic 2: Security, Governance, and Data Sharing- Data sharing and governance
          • 1. Data masking and policies
            • 2. Secure data sharing
              - Access control and security
              • 1. Role-based access control (RBAC)
                • 2. Authentication and encryption concepts
                  Topic 3: 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 4: 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 5: 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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        Question #1

                                        When sharing views across accounts, which function should be used on the row access policy for the secure views to give users access to rows in a base table?

                                        • A. CURRENT_ACCOUNT
                                        • B. CURRENT_USER
                                        • C. CURRENT_ROLE
                                        • D. CURRENT_AVAILABLE_ROLES
                                        Reveal Solution  Discussion  0

                                        Correct Answer: A  🗳️

                                        Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).

                                        Question #2

                                        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. 2
                                        • B. 1
                                        • C. 4
                                        • D. 3
                                        Reveal Solution  Discussion  0

                                        Correct Answer: A  🗳️

                                        Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).

                                        Question #3

                                        A Data Analyst creates a dashboard showing the total credit consumption for each virtual warehouse as follows:

                                        Why is the query failing?

                                        • A. INFORMATION_SCHEMA should be used instead of ACCOUNT_USAGE.
                                        • B. DB1 must be authorized to have SELECT access to ACCOUNT_USAGE.
                                        • C. The current database context must be changed to SNOWFLAKE.
                                        • D. The query must be executed by a user with the ACCOUNTADMIN role.
                                        Reveal Solution  Discussion  0

                                        Correct Answer: C  🗳️

                                        Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).

                                        Question #4

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

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

                                        Correct Answer: D  🗳️

                                        Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).

                                        Question #5

                                        A Data Analyst wants to transform query results. Which transformation option will incur compute costs?

                                        • A. Increasing or decreasing decimal precision.
                                        • B. Formatting date and timestamp columns.
                                        • C. Sorting a column by using the column options.
                                        • D. Showing a thousand separator for numeric columns.
                                        Reveal Solution  Discussion  0

                                        Correct Answer: C  🗳️

                                        Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).

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