You say by contrast or in contrast, or in contrast to something, to show that you are mentioning a very different situation from the one you have just mentioned.
The private sector, by contrast, has plenty of money to spend.
In contrast, the lives of girls in well-to-do families were often very sheltered.
In contrast to similar services in France and Germany, Intercity rolling stock isvery rarely idle.