Hello @arkiboys,
Thanks for the details.
In your case, you need to update the column name of your delta table.
When column mapping is enabled for a Delta table, you can rename a column using the below syntax;
SQL
ALTER TABLE <table_name> RENAME COLUMN old_col_name TO new_col_name
Also, I found this blog helpful.
I hope this helps. Please let me know if you have any further questions.