You can remember the meaning of 老天爷 with this easy mnemonic:
I always imagine God as an old (老) man sitting in the sky (天) who looks kind of like my grandpa (爷).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.