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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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)
          Topic 2: Data Modeling and Performance Optimization- Modeling approaches in Snowflake
          • 1. Data normalization vs denormalization
            • 2. Star and snowflake schemas
              - Performance tuning
              • 1. Warehouse sizing and auto-suspend/auto-resume
                • 2. Clustering and pruning techniques
                  Topic 3: Snowflake Architecture and Data Platform Fundamentals- Snowflake architecture concepts
                  • 1. Virtual warehouses and scaling
                    • 2. Cloud services layer, compute layer, storage layer
                      - Data platform fundamentals
                      • 1. Data lifecycle in Snowflake
                        • 2. Separation of storage and compute
                          Topic 4: Data Loading and Unloading- Data export
                          • 1. UNLOAD and external stages
                            - Data ingestion methods
                            • 1. Continuous ingestion and Snowpipe concepts
                              • 2. COPY INTO and bulk loading
                                Topic 5: Data Transformation and Analysis- SQL-based transformations
                                • 1. Joins, aggregations, window functions
                                  • 2. Semi-structured data (VARIANT, JSON, XML)
                                    - Analytical workloads
                                    • 1. Materialized views and caching
                                      • 2. Query optimization for analytics

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        Question 1

                                        A Data Analyst runs a query in a Snowflake worksheet, and selects a numeric column from the result grid.
                                        What automatically-generated contextual statistic can be visualized?

                                        A. MIN/MAX values for the column
                                        B. A key distribution
                                        C. A histogram, displayed for all numeric, date, and time columns
                                        D. A frequency distribution, displayed for all numeric columns


                                        Question 2

                                        A company is looking for new headquarters and wants to minimize the distances employees have to commute.
                                        The company has geographic data on employees' residences. Through the Snowflake Marketplace, the company obtained geographic data for possible locations of the new headquarters. How can the distance between an employee's residence and potential headquarters locations be calculated in meters with the LEAST operational overhead?

                                        A. ST_DISTANCE
                                        B. ST_LENGTH
                                        C. HAVERSINE
                                        D. ST_HAUSDORFFDISTANCE


                                        Question 3

                                        A Data Analyst created a SQL statement that updates a table used for reporting. The Analyst now wants to automate the execution of that SQL.
                                        The Analyst decides to use a task for this along with a stream called MYSTREAM on the source table so only they can update the table if there is new data.
                                        Which statement will create a task that will execute when there is new data in MYSTREAM without having to be executed manually?

                                        A.

                                        B.

                                        C.

                                        D.


                                        Question 4

                                        A Data Analyst has a very large table with columns that contain country and city names. Which query will provide a very quick estimate of the total number of different values of these two columns?

                                        A. SELECT COUNT(DISTINCT country, city) FROM TABLE1;
                                        B. SELECT HLL(country, city) FROM TABLE1;
                                        C. SELECT DISTINCT COUNT(country, city) FROM TABLE1;
                                        D. SELECT COUNT(country, city) FROM TABLE1;


                                        Question 5

                                        A Data Analyst is working with a table that has 1 record per day, with sales information. Which window function would calculate a 7-day moving average of sales, where SALES_DATE represents the date column?

                                        A. AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
                                        CURRENT ROW)
                                        B. AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
                                        CURRENT ROW)
                                        C. SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
                                        CURRENT ROW)
                                        D. SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
                                        CURRENT ROW)


                                        Solutions:

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

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