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Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

The Machine Learning Platform (MLP) team at Netflix provides an entire ecosystem of tools around Metaflow , an open source machine learning infrastructure framework we started, to empower data scientists and machine learning practitioners to build and manage a variety of ML systems. For many of our applications, model explainability matters.

Systems 226
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Service level objective examples: 5 SLO examples for faster, more reliable apps

Dynatrace

Certain service-level objective examples can help organizations get started on measuring and delivering metrics that matter. Teams can build on these SLO examples to improve application performance and reliability. In this post, I’ll lay out five SLO examples that every DevOps and SRE team should consider. or 99.99% of the time.

Traffic 173
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Elevating System Management: The Role of Monitoring and Observability in DevOps

DZone

In the ever-evolving world of DevOps , the ability to gain deep insights into system behavior, diagnose issues, and improve overall performance is one of the top priorities. Monitoring and observability are two key concepts that facilitate this process, offering valuable visibility into the health and performance of systems.

DevOps 316
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What is a Distributed Storage System

Scalegrid

A distributed storage system is foundational in today’s data-driven landscape, ensuring data spread over multiple servers is reliable, accessible, and manageable. This guide delves into how these systems work, the challenges they solve, and their essential role in businesses and technology.

Storage 130
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C# Errors by Example: Checking the DotNetNuke CMS

DZone

Today, we discuss C# code quality and a variety of errors by the example of CMS DotNetNuke. DotNetNuke is an open-source content management system (CMS) written mainly in C#. The source code is available on GitHub. We're going to dig into its source code. You're going to need a cup of coffee. DotNetNuke.

C++ 256
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Rapid Event Notification System at Netflix

The Netflix TechBlog

To this end, we developed a Rapid Event Notification System (RENO) to support use cases that require server initiated communication with devices in a scalable and extensible manner. In this blog post, we will give an overview of the Rapid Event Notification System at Netflix and share some of the learnings we gained along the way.

Systems 334
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Flexible, scalable, self-service Kubernetes native observability now in General Availability

Dynatrace

For years, enterprises managed observability data on a team-by-team basis , using a combination of ticketing systems and configuration management tools. The following example drives the point home. The application consists of several microservices that are available as pod-backed services. Monitoring such an application is easy.