what exactly is variance. For example, if you had two data sets with like units what would it mean if the first data set had a much higher variance than the second data set?

if you were conducting some statistical analysis procedure ( AKA using a model to test some hypothesis ) what adverse effect could an extremely high amount of natural variability within the data cause?