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How can Python variable substitution be performed in Snowflake notebooks?
Correct Answer: C
In Snowflake Notebooks, Python and SQL operate in an integrated environment. Python variable substitution is performed usingstring placeholders or f-string interpolationwithin SQL statements. This allows dynamic query construction where Python values are embedded directly into SQL code executed through the Snowpark session. Example: table_name = "CUSTOMERS" session.sql(f"SELECT * FROM {table_name}").show() This method enables parameterized, context-aware SQL generation-ideal for iterative development, automation, and pipeline construction. It avoids manual text editing and provides consistency across Python and SQL execution layers. Incorrect responses: * Network settings and HTML are unrelated to variable handling. * Editing data files does not apply to dynamic query parameterization. Variable substitution is essential for combining logic, iteration, and conditional flows within notebooks.