I am interested in knowing how I should approach a very wet Board specifically 3 cards of the same suit on the flop when I have flopped a reasonable hand (TPTK, Set or Straight) but don't hold any card that matches the flopped cards suit and I am in early position and have 3 players left to act behind.

so lets say I hold:

AA and the flop comes 83k

or I hold

7J and the flop comes 8910

and finally if I hold

33 and the flop comes 39Q


Should I bet? If so how much? Checking seems kind of a weak play but I don't want to trap myself. Should I try to get to showdown as cheaply as possible and abandon the hand if a 4th suited card comes on the turn and I get bet into?

Obviously the decisions we make will depend on the value of the 3 suited cards that come on the flop but is there a general way to approach this scenario or some specific things I should generally look for before making my decision?

Flushes are hard to make.
Most of the time you should bet. Depends on opponent, positions, etc ofc.
But all 3 hands are pretty strong on each board. Opponents can call with 1 pair hands at least one street and their calling range is ofc widened if they hold one spade to boot.

Ez bet for all those hands

Just fold if another spade comes