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Snowflake SOL-C01 Exam Syllabus Topics:

SectionObjectives
Data Loading & Unloading- Data ingestion methods
  • 1. Continuous data loading concepts
    • 2. Bulk loading with stages
      Security & Data Protection- Access control and governance
      • 1. Data encryption concepts
        • 2. Role-based access control (RBAC)
          Snowflake Architecture & Data Platform- Snowflake architecture concepts
          • 1. Virtual warehouses
            • 2. Separation of compute and storage
              Data Transformation & Querying- SQL and query processing
              • 1. Data transformation techniques
                • 2. Query execution in Snowflake
                  Performance & Optimization- Performance tuning
                  • 1. Caching mechanisms
                    • 2. Warehouse scaling strategies
                      Account & Resource Management- Snowflake account administration
                      • 1. Resource monitors
                        • 2. Billing and usage tracking

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                          Snowflake Certified SnowPro Associate - Platform Certification Sample Questions (Q51-Q56):

                          NEW QUESTION # 51
                          You need to create a database named 'SALES DB' that is only accessible to users with the
                          'ACCOUNTADMIN' role. After the database is created, you want to grant the 'USAGE' privilege on it to a custom role named 'DATA ANALYST. Which sequence of commands is the MOST efficient and correct way to achieve this?

                          Answer: B

                          Explanation:
                          Option E is the most efficient and correct. You first need to assume the 'ACCOUNTADMIN' role to ensure you have the necessary privileges to create the database. While not strictly necessary,
                          'CREATE OR REPLACE is often preferred as it allows the script to be re-run without errors if the database already exists. Finally, you grant the USAGE' privilege to the 'DATA ANALYST role.
                          Options A and B do not specify to assume the 'ACCOUNTADMIN' role first. Options C and D does not use the 'CREATE OR REPLACE which is slightly inefficient and option D returns role to Data Analyst after creation which is not required.


                          NEW QUESTION # 52
                          What information is available when previewing a table in Snowsight?

                          Answer: B

                          Explanation:
                          When you preview a table in Snowsight, Snowflake returns up to the first 100 rows of the table's data. This preview is designed for quick inspection of the table's contents and structure without requiring the user to manually write a SELECT query. The preview interface allows basic exploration such as scrolling, simple sorting, and viewing column metadata.
                          Tables are not "stored" in a specific virtual warehouse; warehouses provide compute only. The table definition (DDL) can be viewed in the Table Details section but is not the main output of the Preview action.
                          Snowsight does not natively generate an Entity Relationship (ER) diagram for the table as part of the preview.


                          NEW QUESTION # 53
                          What are Snowflake customers responsible for?

                          Answer: D

                          Explanation:
                          As a fully managed cloud data platform, Snowflake is responsible for infrastructure provisioning, hardware, software installation, platform upgrades, scaling, and internal metadata management such as micro-partitions and statistics. Customers do not manage physical hardware or install Snowflake software.
                          Customers are responsible for their data and its lifecycle within Snowflake. This includes loading data into tables from internal and external sources, unloading data when required, organizing data structures (databases, schemas, tables), defining access controls, and managing how data is used, transformed, and governed. They design schemas and workloads but do not manage the underlying engine. Therefore, "Loading, unloading, and managing data" correctly describes the customer's responsibility.


                          NEW QUESTION # 54
                          You are tasked with creating an external stage pointing to an Azure Blob Storage container. You need to choose the MOST SECURE method for authentication. Which combination of the following options provides the highest level of security for accessing data in the Azure Blob Storage from Snowflake? (Select TWO)

                          Answer: A,B

                          Explanation:
                          Options C and E provide the most secure ways to access Azure Blob Storage. Using Azure AD authentication and Managed Identity eliminates the need to store credentials within Snowflake, leveraging Azure's security mechanisms for authentication and authorization. Option A is insecure as it involves storing a long-term secret directly in the stage definition. Option B, while better than Option A, still involves managing and rotating SAS tokens. Option D is extremely insecure, making the data publicly accessible.


                          NEW QUESTION # 55
                          In Snowflake Notebooks, you execute a cell containing a SQL query that retrieves data from a view based on multiple underlying tables.
                          The execution status shows 'Success', but the output displays stale data. You are certain that the underlying tables have been updated recently. Which of the following steps are MOST likely to resolve this issue?

                          Answer: B,D

                          Explanation:
                          Stale data despite successful execution suggests caching or privilege issues. Suspending and resuming the warehouse (C) clears potential caches. Secure views (D) might require specific privileges if the user running the notebook lacks access to the underlying data at the time the view was created, or may be based on data at a specific time travel point. Refreshing the session (A) or rebuilding the view (E) may not always guarantee a refresh of cached results. Dropping and recreating a view (B) is a drastic measure and should be considered only if other options fail.


                          NEW QUESTION # 56
                          ......

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