Sampling is when you turn an audio source into a digital file. This is done by taking samples of the audio source. How often these samples are taken determines the sample rate.
Sample rates are measured per second, using kilohertz (kHz) per second. CDs are usually recorded at 44.1kHz — with 44,100 samples taken every second.