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Machine Learning for Fraud Detection in Streaming Services

The Netflix TechBlog

Background on Anomaly Detection Anomalies (also known as outliers) are defined as certain patterns (or incidents) in a set of data samples that do not conform to an agreed-upon notion of normal behavior in a given context. Based on this reasoning, we tag all the accounts that acquire licenses very quickly as anomalous.

C++ 312
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Dynatrace extends contextual analytics and AIOps for open observability

Dynatrace

By adding information about dependencies between entities, Dynatrace enables seamless navigation across all data, in context, with explorative analysis of the cause-and-effect service chain. Entity tagging requires an enormous amount of manual effort and is always open to interpretation.

Analytics 246
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Tech Transforms podcast: Driving operational efficiency and compliance with automated governance

Dynatrace

The conversation touches on some of the challenges associated with the practice, including building trust in automation among stakeholders and clearly defining what constitutes evidence in the context of software governance. Tag us with #TechTransforms to be featured on our pages!

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Enhanced root cause analysis using events

Dynatrace

The problem is a lack of enough context about the problem’s impact and the actual root cause. For example, Dynatrace organizes entities into management zones and can tag them with important information, such as the owner and environment. Tag your host with demo: cpu_stress. Who needs to be alerted? data-raw '{.

DevOps 186
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Building Netflix’s Distributed Tracing Infrastructure

The Netflix TechBlog

Distributed Tracing: the missing context in troubleshooting services at scale Prior to Edgar, our engineers had to sift through a mountain of metadata and logs pulled from various Netflix microservices in order to understand a specific streaming failure experienced by any of our members.

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Manage dashboards more efficiently with more control with the JSON editor

Dynatrace

Tags help you better segment, find, and understand the purpose of any dashboard. Tag : Filter for dashboards that have a specific tag. Easily find dashboards by tagging and marking them as favorite. In order to give dashboards a little more context, we’ve introduced dashboard tags.

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Dynatrace extends automatic and intelligent observability to cloud and Kubernetes logs for smarter automation at scale

Dynatrace

But putting all the data points into context to gain actionable insights can’t be achieved without automation in web-scale environments. Also, if you don’t add more context like user experience or interdependencies between components you’ll find critical information is missing.

Cloud 261