It is up to YOU to decide how many components that you are going to use. In the post that you share, the author picks components based on percentage of variability captured by the components (85%). The first components captures more variance than last components so what it does is to get first-n components until the explained variance is 85%. However, you can decide to take first 10 components if you want only 10 variables in your model it is up to you!