I have searched a lot. I have no choice unless asking this here. Do you guys know an online convertor which has API or Gem/s that can convert PDF to Excel or CSV file?
Ryan Bates covers csv exports in his rails casts > http://railscasts.com/episodes/362-exporting-csv-and-excel this might give you some pointers.
Edit: as you now mention you need the raw data from an uploaded PDF, you could use JavaScript to read the PDF file and the populate the data into Ryan Bates' export method. Reading PDF's was covered excellently in the following question:
extract text from pdf in Javascript
I would imagine the flow would be something like:
PDF new action
user uploads PDF
PDF show action
PDF is displayed
JavaScript reads PDF
JavaScript populates Ryan's raw data
Raw data is exported with PDF data included