This is the first K-drama I watched and since then I am searching for similar dramas ( liked the Female lead character - which is cold and rich strong female lead chases after ml), Can anyone recommend any similar vibe dramas (Korean or Chinese)

I would also highly recommend you Hotel del Luna and Begin Again 
Both fit your wish to the T.