Electricity prices can double in an hour and then crash back just as fast — something you never see in stock markets. This chapter builds the mathematical tools that capture that wild, spiky behaviour. We start with gentle mean‑reversion and gradually add jumps, changing volatility, and the multi‑scale rhythms of power markets.