The Netflix TechBlog
MARCH 28, 2025
Yet, many are confined to a brief temporal window due to constraints in serving latency or training costs. In recommendation systems, context windows during inference are often limited to hundreds of eventsnot due to model capability but because these services typically require millisecond-level latency.
The Netflix TechBlog
NOVEMBER 22, 2019
Netflix shares how Amazon EC2 Auto Scaling allows its infrastructure to automatically adapt to changing traffic patterns in order to keep its audience entertained and its costs on target. Netflix runs dozens of stateful services on AWS under strict sub-millisecond tail-latency requirements, which brings unique challenges. Wednesday?—?December
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The Netflix TechBlog
JUNE 13, 2023
Behind these perfect moments of entertainment is a complex mechanism, with numerous gears and cogs working in harmony. By collecting and analyzing key performance metrics of the service over time, we can assess the impact of the new changes and determine if they meet the availability, latency, and performance requirements.
The Netflix TechBlog
AUGUST 13, 2020
For example, a latency increase is less critical than error rate increase and some error codes are less critical than others. A healthy Netflix service enables us to entertain the world. Client metrics and QoE changes. Alerts triggered by our alerting platform. Telltale is application monitoring simplified.
The Netflix TechBlog
FEBRUARY 9, 2021
entertainment?—?and Server-generated assets, since client-side generation would require the retrieval of many individual images, which would increase latency and time-to-render. To reduce latency, assets should be generated in an offline fashion and not in real time. the background image shown above).
The Netflix TechBlog
NOVEMBER 22, 2019
Netflix shares how Amazon EC2 Auto Scaling allows its infrastructure to automatically adapt to changing traffic patterns in order to keep its audience entertained and its costs on target. Netflix runs dozens of stateful services on AWS under strict sub-millisecond tail-latency requirements, which brings unique challenges. Wednesday?—?December
The Netflix TechBlog
NOVEMBER 22, 2019
Netflix shares how Amazon EC2 Auto Scaling allows its infrastructure to automatically adapt to changing traffic patterns in order to keep its audience entertained and its costs on target. Netflix runs dozens of stateful services on AWS under strict sub-millisecond tail-latency requirements, which brings unique challenges. Wednesday?—?December
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