However, if you encrypt first, the cipher text will not be compressable. If you actually want to make the result smaller, you must compress first, then encrypt.
This is true for any secure stream cipher or block cipher in just about any mode except ECB mode. For a block cipher in ECB mode, it is conceivable that the ciphertext would be compressible to some degree, but much less so than the plaintext.