Snowflake DAA-C01 Q&A - in .pdf

  • DAA-C01 pdf
  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 16, 2026
  • Q & A: 67 Questions and Answers
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  • Updated: Aug 16, 2026
  • Q & A: 67 Questions and Answers
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  • Q & A: 67 Questions and Answers
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DAA-C01 Practice Dumps

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: 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
                  Topic 3: Data Loading and Unloading- Data export
                  • 1. UNLOAD and external stages
                    - Data ingestion methods
                    • 1. COPY INTO and bulk loading
                      • 2. Continuous ingestion and Snowpipe concepts
                        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: 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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. 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) The current database context must be changed to SNOWFLAKE.
                                        C) The query must be executed by a user with the ACCOUNTADMIN role.
                                        D) DB1 must be authorized to have SELECT access to ACCOUNT_USAGE.


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

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


                                        3. Why would an INFER_SCHEMA table function be used?

                                        A) To retrieve the column definitions from a previously-loaded database table
                                        B) To detect the file metadata schema from staged data files that contain semi-structured data
                                        C) To detect the file metadata schema from staged data files that contain unstructured data
                                        D) To detect the metadata schema from a table cell that contains JSON data


                                        4. Which query will provide this data without incurring additional storage costs?

                                        A) CREATE TABLE DEV.PUBLIC.TRANS_HIST AS (SELECT * FROM PROD.PUBLIC.TRANS_HIST WHERE extract(year from (TRANS_DATE)) = 2019);
                                        B) CREATE TABLE DEV.PUBLIC.TRANS_HIST CLONE PROD.PUBLIC.TRANS_HIST;
                                        C) CREATE TABLE DEV.PUBLIC.TRANS_HIST LIKE PROD.PUBLIC.TRANS_HIST;
                                        D) CREATE TABLE DEV.PUBLIC.TRANS_HIST AS (SELECT * FROM PROD.PUBLIC.
                                        TRANS_HIST);


                                        5. A Data Analyst for a ride-sharing company needs to assess the relationship between the number of active drivers in a city, and the average waiting time for passengers. Which query will determine if an increase in the number of active drivers is associated with a decrease in the average waiting time?

                                        A) SELECT CITY, CORR(ACTIVE_DRIVERS, AVERAGE_WAITING_TIME) FROM RIDE_DATA GROUP BY CITY;
                                        B) SELECT CITY, SUM(ACTIVE_DRIVERS), AVG(AVERAGE_WAITING_TIME) FROM
                                        RIDE_DATA GROUP BY CITY;
                                        C) SELECT CITY, VARIANCE(ACTIVE_DRIVERS, AVERAGE_WAITING_TIME) FROM
                                        RIDE_DATA GROUP BY CITY;
                                        D) SELECT CITY, SUM(ACTIVE_DRIVERS), VARIANCE(AVERAGE_WAITING_TIME) FROM RIDE_DATA GROUP BY CITY;


                                        Solutions:

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

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