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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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. Star and snowflake schemas
        • 2. Data normalization vs denormalization
          Topic 2: 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
                  Topic 3: 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 4: 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
                                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
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                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. How can a Data Analyst automatically create a table structure for loading a Parquet file?

                                        A) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE LIKE command.
                                        B) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE USING TEMPLATE command.
                                        C) Use INFER_SCHEMA together with the CREATE TABLE USING TEMPLATE command.
                                        D) Use the INFER_SCHEMA together with the CREATE TABLE LIKE command.


                                        2. A Data Analyst needs to generate a graphic that will identify any natural clusters in a data set containing details about completed orders. Which Snowsight chart should be used?

                                        A) Scatter plot
                                        B) Heat grid
                                        C) Line chart
                                        D) Bar chart


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


                                        4. A Data Analyst has created a custom filter called branch_region on a Snowflake dashboard. The filter contains a list of regions where the company has stores. How should the filter be referenced in dashboard queries?

                                        A) :branch_region
                                        B) $branch_region
                                        C) %branch_region
                                        D) ::branch_region


                                        5. 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 B
                                        B) Option D
                                        C) Option A
                                        D) Option C


                                        Solutions:

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

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