Find Spare parts data held in XLS and return info from the web

I am a Claude User. I need a Python Script to find these spare parts on the web ideally on the Manufacturers web site and return the found web P/N and WEB description. I have uploaded a sample set but will need to rerun the script with a different data set for a 2nd or 3rd time. I have added the dataset with the required columns to be populated
I HAVE ADDED A SAMPLE LIST OF 12000 LINE ITEMS, IF APPROPROPRIATE each run CAN BE DONE with SMALLER SAMPLES