There are only 1 way on getting StarDust in Pokemon Go, that is by catching pokemon – it gives you 100 Stardust for every pokemon you catch. StarDust is use to Power Up or Evolve your Pokemon and you need as much as 5,000 to 20,000 StarDust to maximize the full potential of your pokemon.
Unfortunately for Rich Kids, you cannot buy StarDust in Store :))