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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Data Transformation and Analysis- SQL-based transformations
  • 1. Semi-structured data (VARIANT, JSON, XML)
    • 2. Joins, aggregations, window functions
      - Analytical workloads
      • 1. Query optimization for analytics
        • 2. Materialized views and caching
          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
                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
                        Security, Governance, and Data Sharing- Data sharing and governance
                        • 1. Data masking and policies
                          • 2. Secure data sharing
                            - Access control and security
                            • 1. Authentication and encryption concepts
                              • 2. Role-based access control (RBAC)
                                Snowflake Architecture and Data Platform Fundamentals- Data platform fundamentals
                                • 1. Data lifecycle in Snowflake
                                  • 2. Separation of storage and compute
                                    - Snowflake architecture concepts
                                    • 1. Virtual warehouses and scaling
                                      • 2. Cloud services layer, compute layer, storage layer

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        Question 1

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

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


                                        Question 2

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


                                        Question 3

                                        A Data Analyst executes a complex query. Which query will allow the Analyst to access the results a second time?

                                        A. SELECT LAST_QUERY_ID(-1);
                                        B. DESC RESULT LAST_QUERY_ID();
                                        C. SELECT * FROM TABLE(INFORMATION_SCHEMA.QUERY_HISTORY());
                                        D. SELECT * FROM TABLE(RESULT_SCAN(LAST_QUERY_ID()));


                                        Question 4

                                        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. UNPIVOT
                                        C. PIVOT
                                        D. INTERSECT


                                        Question 5

                                        What will be the output of this query?
                                        SELECT 100::FLOAT * 20.78::INTEGER || ' Square Feet';

                                        A. A conversion error
                                        B. 2100 Square Feet
                                        C. 2078.00 Square Feet
                                        D. 2078 Square Feet


                                        Solutions:

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

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