Assertion certainty 3/5 debate potential 2/5

Sankar: Data engineers spend roughly 80% of time debugging

Prukalpa Sankar · Why Startups Fails Even After Finding PMF | Prukalpa Sankar, Atlan · Sep 10, 2026 · at 20:27

Prukalpa Sankar discusses the lack of data pipeline visibility and the debugging burdens on data engineers prior to lineage tools.

0:00 / 0:03exact quote · 3.8s
▶ Watch the full episode on YouTube → 720p mp4 · rendered on demand · StarZero watermark
“In fact, like, 80% of time of data engineers were spent on debugging things.”

quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →

More from Prukalpa Sankar

Insight
Sankar: Selling to personal networks creates fake traction because people want to help
“I believe, most people love founding stories. Most people want to help. And most people will find a way if you speak with them and tell them this is the problem you're trying to solve, they'll find a way to help you. And that doesn't mean that they are going t…”
Prukalpa Sankar Sep 10, 2026 ▶ 11:08 Why Startups Fails Even After Finding PMF | Prukalpa Sankar, Atlan
Insight
Sankar: AI-native companies must foundationally redesign hierarchies and processes
“You have to like leveling structures, like you have to foundationally reimagine how you operate as a company to be truly AI native or on the frontier versus I think The other option of it is you could say, hey, this is how I do things today. I'm gonna go slap …”
Prukalpa Sankar Sep 10, 2026 ▶ 42:58 Why Startups Fails Even After Finding PMF | Prukalpa Sankar, Atlan
Prediction Not checkable as stated
Sankar: Humans will always remain at the center of AI development
“One of our biggest realizations has been that humans will always be the center of AI. And how humans expand their creativity and their thinking through this is what is going to actually drive the next wave of this.”
Prukalpa Sankar Sep 10, 2026 ▶ 44:29 Why Startups Fails Even After Finding PMF | Prukalpa Sankar, Atlan
Insight
Sankar: Settling for average PMF stalls startups at $5M to $7M
“You either never find product market fit or you find product market fit, but it's an average product market fit. And so you peter out at five million or seven million because you can't scale beyond that.”
Prukalpa Sankar Sep 10, 2026 ▶ 1:01:34 Why Startups Fails Even After Finding PMF | Prukalpa Sankar, Atlan
Insight
Sankar: Frontier tech salespeople must be builders to hold customer credibility
“Well, I actually think they do. I think if you're trying to sell to the frontier what, how are you going to have a conversation with a customer who's talking to you about, you know, the difference between model gateways and three harnesses and memory systems, …”
Prukalpa Sankar Sep 10, 2026 ▶ 1:03:57 Why Startups Fails Even After Finding PMF | Prukalpa Sankar, Atlan
Insight
Sankar: Software is fungible, but building products people use is hard
“Rebuilding technology is actually the easiest part of this problem, right? Like software itself is fungible. It has always been fungible. Like, I don't know why people now in AI suddenly are like, oh my God, it was always fungible. It was never that hard to Bu…”
Prukalpa Sankar Sep 10, 2026 ▶ 18:46 Why Startups Fails Even After Finding PMF | Prukalpa Sankar, Atlan
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 300 episodes transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.