Not necessary. I'm from Georgia, eastern Europe. I was astonished during my recent visit in Berlin of how cheap it is, especially groceries/food, clothes, toys, etc...
I was also comparing prices in San Diego, California, and it was quite on par with Georgia.
The main reason eastern Europe appears cheap is the human labour - people are just used to low income...