I tried this solution once again but since merging [this 
pr](https://github.com/apache/beam/pull/6266) it doesn't seem to work (due to 
some other dependency). I will look for a solution but currently, I'm out of 
ideas. 

Adding @aaltay and @tvalentyn (I have a hunch that you may know the right 
solution. :) )

In short: it is weird that even when we get rid of `--system-side-packages` 
option from all the virtualenvs that we create, it still has conflicts with 
dependencies located in: `/home/jenkins/.local/lib/python2.7/site-packages`

example logs: 
https://builds.apache.org/job/beam_PerformanceTests_Compressed_TextIOIT/945/console



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