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AWS Outperforms GCP in the 2018 Cloud Report

AWS Outperforms GCP in the 2018 Cloud Report

Customers rely on us to help navigate the complexities of the increasingly competitive cloud wars. This inspired the 2018 Cloud Computing Report, where we benchmark performance, latency, CPU, network, I/O, and cost of AWS and GCP. Note: As of December 20, 2018, we have updated two sections in this report: Network Throughput and I/O Experiment.

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Envoy Proxy at Reddit

Envoy Proxy at Reddit

Reddit’s engineering team and product complexity has seen significant growth over the last three years. Facilitating that growth has taken a lot of behind-the-scenes evolution of Reddit’s backend infrastructure. One major component has been adopting a service-oriented architecture, and a significant facet of that has been evolving service-to-service discovery and communication.

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8 emerging trends in container orchestration

8 emerging trends in container orchestration

Containerization is now officially mainstream. A quarter of Datadog’s total customer base has adopted Docker and other container technologies, and half of the companies with more than 1,000 hosts have done so. As containers take a more prominent place in the infrastructure landscape, we see our customers adding automation and orchestration to help manage their fleets of ephemeral containers.

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8 emerging trends in container orchestration

8 emerging trends in container orchestration

Containerization is now officially mainstream. A quarter of Datadog’s total customer base has adopted Docker and other container technologies, and half of the companies with more than 1,000 hosts have done so. As containers take a more prominent place in the infrastructure landscape, we see our customers adding automation and orchestration to help manage their fleets of ephemeral containers.

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What Kagglers are using for Text Classification

What Kagglers are using for Text Classification

![What Kagglers are using for Text Classification](https://mlwhiz.com/images/birnn attention.png) With the problem of Image Classification is more or less solved by Deep learning, Text Classification is the next new developing theme in deep learning. For those who don’t know, Text classification is a common task in natural language processing, which transforms a sequence of text of indefinite length into a category of text. How could you use that?

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Vault Learning Resources: 1.0, Auto-unseal, Agent, Kubernetes

Vault Learning Resources: 1.0, Auto-unseal, Agent, Kubernetes

Learn from hands-on labs to build proficiency with Vault 1.0, auto-unseal, Kubernetes, and other secrets management features.

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Observability at Scale: Building Uber’s Alerting Ecosystem

Observability at Scale: Building Uber’s Alerting Ecosystem

Uber’s software architectures consists of thousands of microservices that empower teams to iterate quickly and support our company’s global growth. These microservices support a variety of solutions, such as mobile applications, internal and infrastructure services, and products along with complex configurations that affect these products at city and sub-city levels. To maintain our growth and architecture, Uber’s Observability team built a robust, scalable metrics and alerting pipeline responsible for detecting, mitigating, and notifying engineers of issues with their services as soon as they occur.

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Istio Multicluster

Istio Multicluster

Istio Multicluster is a feature of Istio–the basis of Red Hat OpenShift Service Mesh–that allows for the extension of the service mesh across multiple Kubernetes or Red Hat OpenShift clusters. The primary goal of this feature is to enable control of services deployed across multiple clusters with a single control plane. The main requirement for Istio multicluster to work is that the pods in the mesh and the Istio control plane can talk to each other.

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Kubernetes Federation V2

Kubernetes Federation V2

With datacenters spread across the globe, users are increasingly looking at ways to spread their applications and services across multiple locales or clusters. This need is driven by multiple use cases: from providing high availability, spreading load across multiple clusters while being resilient to individual cluster failures; to avoiding provider lock-in by using hybrid cloud … With datacenters spread across the globe, users are increasingly looking at ways to spread their applications and services across multiple locales or clusters.

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DNS over TLS: Encrypting DNS end-to-end

DNS over TLS: Encrypting DNS end-to-end

As a first step toward encrypting the last portion of internet traffic that has historically been cleartext, we have partnered with Cloudflare DNS on a pilot project. This pilot takes advantage of the benefits of Transport Layer Security (TLS) — a widely adopted and proven mechanism for providing authentication and confidentiality between two parties over an insecure channel — in conjunction with DNS. This solution, DNS over TLS (DoT), would encrypt and authenticate the remaining portion of web traffic.

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