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Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

Under the hood, Titus is powered by Kubernetes , but it provides a thick layer of enhancements over off-the-shelf Kubernetes, to make it more observable , secure , scalable , and cost-efficient. Deployment: Cache To produce business value, all our Metaflow projects are deployed to work with other production systems.

Systems 226
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Kubernetes in the wild report 2023

Dynatrace

The study analyzes factual Kubernetes production data from thousands of organizations worldwide that are using the Dynatrace Software Intelligence Platform to keep their Kubernetes clusters secure, healthy, and high performing. Open-source software drives a vibrant Kubernetes ecosystem. Java, Go, and Node.js

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Sustainable IT: Optimize your hybrid-cloud carbon footprint

Dynatrace

Implement appropriate caching layers (for example, read-only cache for static data). For a deeper look into these and many other recommendations, my colleagues and I wrote an eBook about performance and scalability on the topic. Reduce inter-process communications overhead. Implement intelligent retry and failover processes.

Cloud 209
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Stuff The Internet Says On Scalability For November 2nd, 2018

High Scalability

Don't miss all that the Internet has to say on Scalability, click below and become eventually consistent with all scalability knowledge (which means this post has many more items to read so please keep on reading). Then please recommend my well reviewed (30 reviews on Amazon and 72 on Goodreads!) book: Explain the Cloud Like I'm 10.

Internet 126
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Dynatrace supports SnapStart for Lambda as an AWS launch partner

Dynatrace

Lambda then takes a snapshot of the memory and disk state of the initialized execution environment, persists the encrypted snapshot, and caches it for low-latency access. Built for enterprise scalability. With SnapStart enabled, function code is initialized once when a function version is published.

Lambda 225
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Key Advantages of DBMS for Efficient Data Management

Scalegrid

Despite initial investment costs, DBMS presents long-term savings and improved efficiency through automated processes, efficient query optimizations, and scalability, contributing to enhanced decision-making and end-user productivity. It provides tools for organizing and retrieving data efficiently.

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Designing Instagram

High Scalability

We have chosen this NoSQL based solution over relational databases as it provides the scalability to have hierarchies which go beyond two levels and extensibility due to the schema-less behavior of NoSQL data storage. We will use a cache having an LRU based eviction policy for caching user feeds of active users. Optimization.

Design 334