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The latest News and Information on APIs, Mobile, AI, Machine Learning, IoT, Open Source and more!

Using Machine Learning for Root Cause Analysis

From a security breach to a complete system outage, when an incident occurs and your network or service is impacted, it’s typically the result of a chain of events. A problem with one service has impacted another service, and so on until finally, you’re facing a problem that’s compromising availability and damaging your customer experience. In the event of a serious incident, your team’s immediate response is to focus on identifying the root cause and restoring service.

Repository Webhooks: Notifications for DevOps

Webhooks, so what are they good for? Well, quite a lot as it turns out! Webhooks are great for integrating Cloudsmith with other systems that you use, by sending data or notifications to other tools in your stack and helping to enable automation across your workflows. I know what you’re thinking, this sounds a lot like an API right? Well, not quite. Webhooks are almost like a sibling of an API call. So, what’s the real difference?

IT Pros on the Future of Automation and AI in ITSM

Think about your last online order. If you’re a frequent online shopper and have created profiles for sites you visit often (*raises hand*), then you’re probably familiar with customized recommendations. Based on your purchase history, location, and other factors, the website may suggest other items you might be interested in buying. And if you’re on the site long enough, chatbots may appear asking if you have questions or need assistance locating something.

A Deep Dive into Machine Learning in Flux: Naive Bayes Classification

Machine learning — the practice of writing algorithms that improve automatically through experience — has become a buzzword nowadays that connotes to something otherworldly and on the bleeding edge of technology. I’m here to tell you while that may be true, getting started with machine learning doesn’t have to be hard!

Splunk Now Top Contributor to OpenTelemetry

Editor’s note: This post is a collaboration between Tim Tully, Splunk CTO, and Spiros Xanthos, Splunk’s vice president of product management for observability and IT Ops and previously the founder and CEO of Omnition. My love for the open-source software movement began with Linux in the ’90s and grew during my time at Yahoo! in the early days of Hadoop.

Automate Elastic Cloud workflows using an SDK and Elasticsearch Service API

We recently announced the general availability of our Elasticsearch Service API. APIs help to automate tasks such as creating and scaling deployments, integrating with existing workflows, and testing. The Elasticsearch Service API supports the Open API Specification, which allows you to use tools like Swagger to generate software development kits (SDKs) in any programming language. You can import the API spec onto Postman and create a Postman Collection to create a test suite.

How to Debug Slow Lambda Response Times

When you build your application on top of Lambda, AWS automatically scales the number of “workers” (think containers) running your code based on traffic. And by default, your functions are deployed to three Availability Zones (AZs). This gives you a lot of scalability and redundancy out of the box. When it comes to API functions, every user request is processed by a separate worker. So the API-level concurrency is now handled by the platform.

Monitoring IoT devices using heartbeats and MQTT gateways

When working with IoT (internet of things) devices one of the key issues is to keep track of the health of all installations. Most of the time, especially with smaller devices, the applications (firmwares) are flashed for a single time during setup and stay untouched at their location of action for a long while.

Mattermost-Jitsi: Open source, self-hosted alternatives to Zoom and Slack

Mattermost and Jitsi—open source, self-hosted alternatives to Slack and Zoom—now integrate! With the Mattermost Jitsi plugin, Mattermost users can now instantly launch secure Jitsi voice, video and screen-sharing calls, either on-prem with the self-hosted Jitsi software or via the cloud with Jitsi Meet.