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You are developing a Snowflake Notebook to analyze sales data. You need to connect to a Snowflake database using Python and execute a query to retrieve the top 10 products by sales volume. Which of the following code snippets is the MOST efficient and secure way to achieve this, assuming you've already configured the necessary connection details and have 'snowflake.connector' installed?
Correct Answer: E
Option E is the most secure and robust. It utilizes environment variables to store credentials securely, includes error handling for potential query execution issues, and ensures that the cursor and connection are closed properly in a `finally' block, even if an error occurs. Option A hardcodes credentials, which is a major security risk. Options B and C don't include comprehensive error handling. Option D uses 'fetchmany(10)' , which might not fetch all results if there are exactly 10 rows and is less common for retrieving all rows.