Thanks Aadi for helping me navigate the intricacies of startup data engineering and charting the way forward.
Really helpful !!
Kunal Jain
31st Jul, 2025
About me
TLDR: everything data at startups.
Long version:
I started in analytics in 2013 at a KPO, got bored out of my mind, joined a startup, and have thoroughly enjoyed the frenzy and madness of working on startup analytics for 8 years.
I witnessed the crazy obsession with data in the mid-2010s when people thought they could solve any problem with data, and the subsequent disillusionment soon after as analysts failed to deliver on this promise. I have seen many startups with big data teams that serve little purpose and others with a small team that drives big impact.
As I speak to founders, PMs, and analysts - it's clear that analytics hasn't changed much in these years - startups still don't know their correct retention and engagement, PMs make decisions without data, and analysts struggle to interpret data for business growth.
Meanwhile, I have changed a lot. After 8 years at 3 startups, I took a long career break to understand my priorities and re-organize life. Instead of working at a startup, I now set up their analytics infrastructure so they can focus on building the business. I do this by implementing best practices and automation learned over the past 8 years.