I won in total 0.5 btc on dice and bought a nice new bathroom from the earnings.
You bought bathroom?
.. investing in crypto quite often. but it is arguably gambling or not I do not understand.
In my opinion, investment done without any research is gambling, and the one done with prior research is.. well investing.