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Machine Learning for Fraud Detection in Streaming Services

The Netflix TechBlog

We present a systematic overview of the unexpected streaming behaviors together with a set of model-based and data-driven anomaly detection strategies to identify them. On the client’s side, a request is sent to the streaming server to obtain the protected encrypted digital content. The features mainly belong to two distinct classes.

C++ 312
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Mastering MongoDB® Timeout Settings

Scalegrid

On an abstract level, whenever you use MongoClient to connect, send, or receive a request, it internally uses predefined timeout options to decide how long the application will wait for an initial connection establishment or the response from the server for your request.

Java 130
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PostgreSQL Connection Pooling: Part 2 – PgBouncer

Scalegrid

It’s a very simple utility that does exactly one thing – it sits between the database and the clients and speaks the PostgreSQL protocol, emulating a PostgreSQL server. When PgBouncer receives a client connection, it first performs authentication on behalf of the PostgreSQL server. How Does PgBouncer Work?

Cache 246
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Build and operate multicloud FaaS with enhanced, intelligent end-to-end observability

Dynatrace

However, serverless applications have unique characteristics that make observability more difficult than in traditional server-based applications. Serverless applications have several benefits over server-based applications: Eliminate the need to provision, manage and maintain servers or containers.

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New Prometheus-based extensions enable intelligent observability for more than 200 additional technologies

Dynatrace

Multiple Prometheus servers might be required, creating significant maintenance efforts. Alternatively, if you’re already using a Prometheus Server to gather data from your distributed systems, you can now seamlessly make this data work for you in Dynatrace as well—use your Prometheus server as the endpoint for scraping metrics.

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Crucial Redis Monitoring Metrics You Must Watch

Scalegrid

You will need to know which monitoring metrics for Redis to watch and a tool to monitor these critical server metrics to ensure its health. Connected_slaves provides information about replication status while Used_memory tracks utilized amount of server’s total capacity. You can pick a smart selection of relevant metrics from these.

Metrics 130
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Dynatrace SaaS release notes version 1.241

Dynatrace

To stay tuned, keep an eye on our release notes. Reintroduced a limit of 100,000 process group instances (last 72h) running on hosts presented on the “Deployment status” page for OneAgents. (APM-370529). Fixed an issue with “500 Internal Server Error” response of Anomaly detection – Disk events API. (APM-370270).

Tuning 192