If you say "nous avons eu bcp de pluie ce mois-là" it means that you are referring to a past time, while "ce mois-ci" is about the current month at the time you speak.
because ce is used in front of masculine words starting with a consonant and cet in front of masculine words starting with a vowel or a non aspirate H: