Upside: I had one of the most paying position among the technical people. I also got to play with expensive stuff.
Downside: it was soul crushing, I was delivering no value whatsoever and had a really hard time looking at my colleagues in the eye, as they were making a third of my salary (at best).
I got out, joined a new company with that in mind and now have a very exciting job. They do have a dedicated R&D, Data Science team which is a shit show: absolutely brilliant people completely wasted as they can't build anything for lack of programming/technology experience, in an environment where their theoretical skills are mostly useless. I'm genuinely sad for them.
[edit: one of the company still has a Hadoop/Spark cluster for their whooping 500Mb of data]
However, I'm really glad to find out about SnappyData.io, that's gonna save me a lot of time waiting. It would truly be my perfect dream, if they allowed running any programming language inside an environment like Jupyter.org or BeakerNotebook.com, but with Pandoc.org Markdown. So that I can essentially work fulltime programming, while I can also document it and also be able to export my documentation to a good looking latex thesis.