zeroshade commented on issue #2040:
URL: https://github.com/apache/arrow-adbc/issues/2040#issuecomment-2305242075

   The Python ADBC bindings tend to use the regular statement workflow rather 
than Prepared statements as a performance / safety scenario to ensure 
compatibility with DBAPI and parameter binding, while also allowing an easier 
workflow for users and reducing code duplication in the bindings.
   
   The native implementations (the actual ADBC spec, the Go implementation, C# 
impl, etc.) expose the lower level constructs which allow users to make the 
decision themselves whether or not they call `Prepare`. So those 
implementations won't use the `Prepare` workflow unless a user explicitly calls 
the `StatementPrepare` / `Statement.Prepare` functions


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