This. You are exactly right. I work for a startup not in anyway related to Data Science or ML etc. We use Python here. My flatmates work for a big named DataScience company and most of the time its numpy and a bit of data visualisation.Pandas and Numpy to the rescue. I am like dude, I can do that in blink.