Scaling a Unicorn: Infrastructure, Culture, and the IPO Journey (2018-2022) The challenge: maintaining engineering culture while rocketing from startup to IPO. This is how I built the core infrastructure teams that supported growth from 30 to 350+ engineers, drove a $3B+ valuation, and saved millions through architectural optimization.