You should not compress data before encrypting it in most cases. A side-channel attack method known as a "compression oracle" can be used to deduce plaintext data in cases where the attacker can interactively cause strings to be placed into an otherwise unknown plaintext datastream. Attacks on SSL/TLS such as CRIME and BREACH are examples of this.
BREACH is an instance of the CRIME attack against HTTP compression—the use of gzip or DEFLATE data compression algorithms via the content-encoding option within HTTP by many web browsers and servers.[2] Given this compression oracle, the rest of the BREACH attack follows the same general lines as the CRIME exploit, by performing an initial blind brute-force search to guess a few bytes, followed by divide-and-conquer search to expand a correct guess to an arbitrarily large amount of content.