Operations | Monitoring | ITSM | DevOps | Cloud

Artificial intelligence for IT operations (AIOps) is the application of artificial intelligence (AI) and associated technologies—like machine learning (ML) and natural language processing—for normal IT operations activities and endeavors. AIOps helps ITOps, DevOps, and site reliability engineer (SRE) teams work better by examining IT information and observability telemetry.

Following on from the recent launch of our Anomaly Advisor feature, and in keeping with our approach to machine learning, here is a detailed Python notebook outlining exactly how the machine learning powering the Anomaly Advisor actually works under the hood. Or if you’d rather watch a video walkthrough of the notebook then check out below. Try it for yourself, get started by signing in to Netdata and connecting a node.

It’s monitoring time. We all collect metrics from our system and applications to monitor their health, availability and performance. Our metrics are essentially time-series data collected from various endpoints. Then, it is stored in time series specialized databases, and then visualized in the metrics graphs we all know and love.

This article was written by Thamatam Vijay Kumar. Scroll down for author bio and photo. Modern-day websites are filled with dashboards featuring enriched charts, line graphs, radar as well as multigraphs. The world is fascinated with such charts and graphs, which deliver much value to millennial web applications. There are many such chart libraries which provide interactive visualization and deliver data insights for users. The charts plot the lines using data points.

Big name or underdog? Privacy or convenience? Proton Drive or Google Drive? Google Drive has a long history and is the usual top dog when it comes to online cloud storage and collaboration. Proton Drive is new, and rather than try to go toe-to-toe with Google in size, it has instead chosen to take the high road and focus on privacy. Both services have plenty going for them, and both clouds have a few dark spots that could be improved.

Did you know that nearly 15% of IT budgets go towards maintaining legacy systems? Recent data suggests that these systems cost hundreds of millions annually to operate and maintain. For that reason, many companies continue to invest in moving their systems away from expensive on-premises to the cloud, where maintenance is more cost-effective and consistent thanks to modern monitoring capabilities.

Distributed tracing is an essential process in the modern world of cloud-based applications. Tracing tracks and observes each service request an application makes across distributed systems. Developers may find distributed tracing most prevalent in microservice architectures where user requests pass through multiple services before providing the desired results.

So, you’re an MSP that’s recently won a new client. As part of the deal, you’ve promised a network assessment: a look at the overall network to determine if there are any glaring issues that will interfere with day-to-day operations. The topology is vast, spanning multiple sites and dozens of switches and firewalls. How do you act quickly? And what should you be looking for? Here are 7 network assessment tasks Auvik can help you easily complete.

FastAPI is known for building REST APIs, middleware services, and simple integration for adding authentications and more. And it’s known for doing all of that…you guessed it, fast. It’s used by tech giants and scientists alike, and according to Stack Overflow’s Developer Survey 2022 more developers are using FastAPI than Ruby on Rails.

Developers commonly integrate the code and these frequent modifications in a central repository as part of the software development method is known as continuous integration (CI). Improved software quality, faster quality audit and bug fixes, and quick validation and release cycles are all major goals of continuous integration. Continuous Delivery (CD), which builds on top of Continuous Integration(CI), includes automating both builds and the complete software release process.