Insight certainty 4/5 debate potential 2/5

Eskildsen: Scaling infrastructure is mostly spent on the database layer

Simon Eskildsen · He built a new database in his bedroom—now he powers Cursor, Notion and Anthropic. | Simon Eskild... · PMF Show · Oct 30, 2025 · at 3:08

Turbopuffer founder Simon Eskildsen reflects on his decade scaling infrastructure at Shopify from hundreds to millions of requests per second.

0:00 / 0:05exact quote · 5.3s
▶ Watch the full episode on YouTube → 720p mp4 · rendered on demand · StarZero watermark
“The majority of what you spend your time on if you're scaling infrastructure are the databases and the database layer.”

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 Simon Eskildsen

Assertion Not checkable as stated
Eskildsen: IOI computer science competition contributes more to GDP than the Olympics
“The problem is that no one's heard about it, but it contributes more to GDP than the real Olympics.”
Simon Eskildsen Oct 30, 2025 ▶ 39:26 He built a new database in his bedroom—now he powers Cursor, Notion and Anthropic. | Simon Eskild... · PMF Show
Assertion Supported
Eskildsen: Turbopuffer is 100x cheaper than incumbent vector databases
“The innovation of Turbo Puffer is that it is almost a hundred times cheaper than the incumbents at the time to store that coordinate system.”
Simon Eskildsen Oct 30, 2025 ▶ 6:42 He built a new database in his bedroom—now he powers Cursor, Notion and Anthropic. | Simon Eskild... · PMF Show
Insight
Eskildsen: Sacrificing write latency to S3 reduces search database costs 100x
“So, okay, you might give up three orders of magnitude in write latency, but actually you don't have to give anything else up. And then you have this true two orders of magnitude decrease in the base cost of the system. That's a great compromise if you're build…”
Simon Eskildsen Oct 30, 2025 ▶ 11:19 He built a new database in his bedroom—now he powers Cursor, Notion and Anthropic. | Simon Eskild... · PMF Show
Insight
Eskildsen: AI models cannot compress all human knowledge into model weights
“When you train an AI model, you're trying to basically compress all of human knowledge into a few terabytes. That's impossible. You can't do that. At least not by any computer science or any science really known. It does not make sense that you can compress al…”
Simon Eskildsen Oct 30, 2025 ▶ 16:51 He built a new database in his bedroom—now he powers Cursor, Notion and Anthropic. | Simon Eskild... · PMF Show
Disclosure
Eskildsen: Turbopuffer told seed investors it would shut down without 2024 PMF
“If Justin and I could not find product market fit by the end of 2024, we were just going to close up shop. Justin and I were very clear about this. We even told the investors Who were invited for that round in 2024 that we were going to close up shop by the en…”
Simon Eskildsen Oct 30, 2025 ▶ 45:38 He built a new database in his bedroom—now he powers Cursor, Notion and Anthropic. | Simon Eskild... · PMF Show
Assertion Not checkable as stated
Eskildsen: Readwise vector recommendations would have cost $30k/month on incumbent databases
“They have hundreds of millions of articles, and it would have cost about 30 grand a month to put in the production on one of the incumbents at the time. And that was just way too much, right?”
Simon Eskildsen Oct 30, 2025 ▶ 8:27 He built a new database in his bedroom—now he powers Cursor, Notion and Anthropic. | Simon Eskild... · PMF Show
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 250 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.