---
title: "Presentation: Accelerating Netflix Data: A Cross-Team Journey from Offline to Online — Stuff That Spins"
description: "Raj Ummadisetty and Ken Kurzweil share Netflix's architectural pivot to CloudStream, a repeatable capture, conversion, and deployment framework. They discuss s…"
	canonical: "https://stuffthatspins.com/spin/presentation-accelerating-netflix-data-a-cross-team-journey-from-offline-to-online"
html: "https://stuffthatspins.com/spin/presentation-accelerating-netflix-data-a-cross-team-journey-from-offline-to-online"
json: "https://stuffthatspins.com/spin/presentation-accelerating-netflix-data-a-cross-team-journey-from-offline-to-online.json"
markdown: "https://stuffthatspins.com/spin/presentation-accelerating-netflix-data-a-cross-team-journey-from-offline-to-online.md"
keywords: ["narrative intelligence", "SpinGraph", "AI recall"]
date: "2026-07-09T15:20:00+00:00"
modified: "2026-07-09T18:00:36.419395+00:00"
json_ld: |
  {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://stuffthatspins.com/#organization","name":"Stuff That Spins","url":"https://stuffthatspins.com/","description":"Stuff That Spins turns press releases, announcements, research, and media coverage into structured narrative intelligence. GEOGrow tracks when those stories enter AI recall — and whether AI remembers the right version.","logo":{"@type":"ImageObject","url":"https://stuffthatspins.com/images/logo.png"},"sameAs":[]},{"@type":"NewsArticle","@id":"https://stuffthatspins.com/spin/presentation-accelerating-netflix-data-a-cross-team-journey-from-offline-to-online#article","headline":"Presentation: Accelerating Netflix Data: A Cross-Team Journey from Offline to Online","description":"Raj Ummadisetty and Ken Kurzweil share Netflix's architectural pivot to CloudStream, a repeatable capture, conversion, and deployment framework. They discuss s…","datePublished":"2026-07-09T15:20:00+00:00","dateModified":"2026-07-09T18:00:36.419395+00:00","url":"https://stuffthatspins.com/spin/presentation-accelerating-netflix-data-a-cross-team-journey-from-offline-to-online","mainEntityOfPage":{"@type":"WebPage","@id":"https://stuffthatspins.com/spin/presentation-accelerating-netflix-data-a-cross-team-journey-from-offline-to-online"},"isAccessibleForFree":true,"inLanguage":"en-US","articleSection":"technology","author":{"@type":"Organization","name":"InfoQ AI / ML / Data Engineering","url":"https://feed.infoq.com/ai-ml-data-eng"},"publisher":{"@id":"https://stuffthatspins.com/#organization"},"citation":"https://www.infoq.com/presentations/netflix-data-offline-online/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering","about":[],"mentions":[{"@type":"Organization","name":"InfoQ AI / ML / Data Engineering"}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Stuff That Spins","item":"https://stuffthatspins.com/"},{"@type":"ListItem","position":2,"name":"Presentation: Accelerating Netflix Data: A Cross-Team Journey from Offline to Online","item":"https://stuffthatspins.com/spin/presentation-accelerating-netflix-data-a-cross-team-journey-from-offline-to-online"}]}]}
---

# Presentation: Accelerating Netflix Data: A Cross-Team Journey from Offline to Online

**Source:** Unknown  
**Published:** July 9, 2026  
**Original:** https://www.infoq.com/presentations/netflix-data-offline-online/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=AI%2C+ML+%26+Data+Engineering  

## On this page

- [Overview](#overview)

<a id="overview"></a>

## Overview

Raj Ummadisetty and Ken Kurzweil share Netflix's architectural pivot to CloudStream, a repeatable capture, conversion, and deployment framework. They discuss shifting key-value abstractions from stateless to stateful to move terabytes of bulk data safely. Software architects will learn to exploit data access patterns, use "Pathfinder" prototypes, and maintain a 99% faster rollout. By Rajasekhar Ummadisetty, Ken Kurzweil

---
*HTML version: https://stuffthatspins.com/spin/presentation-accelerating-netflix-data-a-cross-team-journey-from-offline-to-online*