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Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

Berg , Romain Cledat , Kayla Seeley , Shashank Srikanth , Chaoying Wang , Darin Yu Netflix uses data science and machine learning across all facets of the company, powering a wide range of business applications from our internal infrastructure and content demand modeling to media understanding.

Systems 226
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Designing Instagram

High Scalability

User Feed Service, Media Counter Service) read the actions from the streaming data store and performs their specific tasks. media search index, locations search index, and so forth) in future. When a user requests for feed then there will be two parallel threads involved in fetching the user feeds to optimize for latency.

Design 334
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Migrating Critical Traffic At Scale with No Downtime?—?Part 1

The Netflix TechBlog

It provides a good read on the availability and latency ranges under different production conditions. The upstream service calls the existing and new replacement services concurrently to minimize any latency increase on the production path. For instance, envision a response payload that delivers media streams for a playback session.

Traffic 339
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Dynamic Content Vs. Static Content: What Are the Main Differences

IO River

Static content represents fixed web elements like HTML, CSS, JavaScript files, images, and media assets. They cache static content and enable lightning-fast delivery around the globe.This symbiosis reduces server load, boosts loading times, and ensures efficient content distribution. How Can You Boost Website Performance?To

Cache 52
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Dynamic Content Vs. Static Content: What Are the Main Differences

IO River

Static content represents fixed web elements like HTML, CSS, JavaScript files, images, and media assets. They cache static content and enable lightning-fast delivery around the globe.This symbiosis reduces server load, boosts loading times, and ensures efficient content distribution.

Cache 52
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The Fastest Google Fonts

CSS Wizardry

It’s widely accepted that self-hosted fonts are the fastest option: same origin means reduced network negotiation, predictable URLs mean we can preload , self-hosted means we can set our own cache-control. This is the danger of the print media hack. On a high-latency connection, this spells bad news. Enter preload.

Google 364
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Making Cloud.typography Fast(er)

CSS Wizardry

To further exacerbate the problem, the 302 response has a Cache-Control: must-revalidate, private. header , meaning that we will always make an outgoing request for this resource regardless of whether or not we’re hitting the site from a cold or a warm cache. com , which introduces yet more latency for the connection setup.

Latency 203