For software that I have been installing and trying to use, I often see dependencies that require a certain version of software that is not the most current version. How reasonable is it to install multiple versions of software so that I have the most recent version, in addition to an older version that other software requires? The software I would like to have multiple versions of include Python, Cytoscape, and Biom Format. All of these software sources still have the past versions I am interested in available from their websites. When I was reading forum posts related to installing Biom Format for QIIME and PICRUSt, I saw some mention of using virtual sessions within a single computer to install multiple versions of Biom Format. I have been able to install most of the software I have needed on my Ubuntu computer, but would it be possible and reasonable for me to install multiple versions of Cytoscape or Biom Format on my computer?
I've been using conda to manage QIIME versions. Since most/all of what you seem to want are Python, that might be a useful approach.