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An Architect has selected the Snowflake Connector for Python to integrate and manipulate Snowflake data using Python to handle large data sets and complex analyses. Which features should the Architect consider in terms of query execution and data type conversion? (Select TWO).
Correct Answer: B,D
The Snowflake Connector for Python is designed to integrate Snowflake with Python-based analytics, ETL, and application workloads. One key capability is its support for both synchronous and asynchronous query execution, which allows architects to design scalable pipelines and applications that can submit long-running queries without blocking execution threads (Answer B). This is particularly important for large data sets and complex analytical workloads, where asynchronous execution improves throughput and application responsiveness. Additionally, the connector automatically converts Snowflake data types into native Python data types wherever possible (Answer D). For example, VARCHAR values are returned as Python strings, numeric values as Python numeric types, and timestamps as Python datetime objects. This default behavior simplifies downstream processing and analysis, eliminating the need for manual casting or parsing in most use cases. The connector does not convert all values to strings by default, nor does it specifically convert NUMBER to DECIMAL as a required behavior; instead, type conversion is handled intelligently to match Python equivalents. While cursors are used to execute queries, this is standard DB-API behavior and not a distinguishing feature for performance or architecture decisions. For SnowPro Architect candidates, understanding these connector capabilities is essential when designing Python-based data engineering or analytics solutions on Snowflake. =========