Some variables (boiler dimensions, burner output) can be controlled by using the same equipment for the experiment. Others (water temp, ambient temp, wind velocity) might need to be documented.
If there is a big enough effect, they might be insignificant, but it would be a shame to come to the wrong conclusion if you were sabotaged by another variable that confounded the results.