You can remember the meaning of 星球 with this easy mnemonic:
The majority of stars (星) in the sky host planets far, far away. Let me demonstrate with some balls (球).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.