Plus 1 to the above - when it comes to data scientist/analysts they tend to use

write_pandas

and somewhere on the body of the func. And we have some legacy S3 to staging stuff. However, as a data eng, anything new I build (that’s an asset) I prefer to use the snowflake IO manager and directly to the table.