Dynamically populating a PDF form?

I've created a form in InDesign that I use in my daily work -- it has several fields that hold information about issues I'm currently working on.  This information comes from a proprietary in-house system that I have access to via JDBC, SQL, language bindings, etc.  I would like to take my InDesign document, create a PDF form with it, and then have new PDFs automatically generated with the data provided by our own database.  I can handle 90% of this, but the Adobe end of it is confusing and (frankly) a bit frustrating.
I can make a static PDF from InDesign just fine, but how can I create a PDF that is meant to be populated at a later time using external data?  I can put it any format - XML, CSV, whatever you want.  I just don't want to have to launch InDesign every time I want to print a new form.  Launching Acrobat would be fine, if not optimal -- at least in Acrobat I don't have to be careful not to mess up the source document.
I would love it if Adobe provided a way (outside of LifeCycle - I don't have the money for that) to automate this entirely within CreativeCloud, but I am more than competent with outside programming environments if that's going to be required.
Can anyone give me some direction with this?

Irosenth,
Thanks for the response.  I'm going with option 2.  For anyone finding this question in the future, here's the tutorial video to create an interactive PDF from InDesign:
Create an interactive PDF | Adobe Creative Cloud tutorials

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