As applied to systems for monitoring of IT infrastructure and business processes, NLP algorithms can be used to solve problems of text classification and in the creation of various dialogue systems. This article will briefly describe the NLP methods that are used in the AIOps microservices of the Monq platform.

Purely theoretically, the ultimate goal of all natural language processing (NLP) algorithms is to create artificial intelligence (AI) that is capable to understand human language, moreover, “understand” in the sense of “realize the meaning” (text analysis) and “make meaningful statements” (text synthesis). While this goal is still very far away — in order to recognize a living language, it will be necessary to give the AI ​​agent all the vast knowledge about the world around him, as well as the ability to interact with it, i.e. create a “really thinking” agent. …


Monq has significantly updated its functionality, a free version has appeared and the licensing policy has been updated. If monitoring systems in your company start to get out of control, and their number rushes somewhere beyond the horizon, we suggest you take a look at Monq to take control of monitoring.

In one of the previous articles, I already written about the hybrid monitoring system from Monq. Almost two years have passed since then. During this time, Monq has significantly updated its functionality, a free version has appeared and the licensing policy has been updated. If monitoring systems in your company start to get out of control, and their number rushes somewhere beyond the horizon, we suggest you take a look at Monq to take control of monitoring. Welcome to podcast.

I will start the review with good news — the appearance of a free version of the solution. In the…


If you use Zabbix to monitor your infrastructure objects but have not previously thought about collecting and storing logs from these objects then this article is for you.

Why collect logs and store them? Who needs it?

Logging or, as they say, recording logs allows you to give answers to questions, what? where? and under what circumstances happened in your IT environment several hours, days, months, even years ago. A constantly appearing error is difficult to localize, even knowing when and under what circumstances it manifests itself, without having logs in hand. …


Our story of how the monq AIOps platform emerged from a huge project for monitoring business applications

Copyright Roskosmos

In this article I would like to tell the story of the development of our product — an AIOps platform for IT and business monitoring. And also share some lessons learned during the run for the product. This article will be of interest to both those who are building a product and those who are occupied with IT monitoring in a large organization, since our platform is built for automation, all-in-one end-to-end monitoring, synthetic monitoring and predictive analytics.

In 2014, there lived a team of techies who worked in a system service provider company and dreamed of making their own…


or why they won’t fire a good sysadmin

IT staff stares at the screens and performance metrics of their IT assets around the clock — a typical work shift in any SOC (Security Operational Center) or NOC (Network Operational Center). The resources of your talented engineers can be used much more efficiently by implementing an intelligent system that can handle these tasks on its own. Engineers can be assigned to do work where a person and his intellect are more needed — for example, to tasks of development and control — and routine work should be done by “robots”. …


Availability of IT services as a key business indicator, and what does a watermelon have to do with it?

The use of metrics in management is a progressive and modern practice especially in such a digitalized environment as IT business. And what hasn’t been the IT business in the last decade? Everywhere, from the flower trade to the automotive industry, IT is a key factor for success. Metrics allow us to make competent management and engineering decisions, correctly allocate the budget, increase transparency, and achieve fairness and objectivity.

But this noble undertaking has a serious obstacle (we will leave the philosophical problem “Can everything be reduced to a number” for another, specialized platform and dystopias like “Black Mirror”). In…


Application performance monitoring and health metrics without APM

I have already written about AIOps and machine learning methods in working with IT incidents, about hybrid umbrella monitoring and various approaches to service management. Now I would like to share a very specific algorithm, how one can quickly get information about functioning conditions of business applications using synthetic monitoring and how to build, on this basis, the health metric of business services at no special cost. The story is based on a real case of implementing the algorithm into the IT system of one of the airlines.

Currently there are many APM systems, such as Appdynamics, Dynatrace, and others…


Root cause analysis of IT incidents based on correlations between time series of IT infrastructure metrics

Introduction

One of the tasks of IT monitoring systems is collection, storage and analysis of various metrics characterizing both the state of various elements of the IT infrastructure (CPU load, free RAM, free disk space, etc.), and the state of various business processes. In order to apply the extensive mathematical apparatus of statistical analysis, it is often more convenient to present these data in the form of ordered time series of the corresponding variables. A good tool for time series processing in Python is a combination of three modules: pandas, scipy and statsmodels (pandas.pydata.org, scipy.stats, statsmodels.org) which provide a wide…

Nikolay Ganyushkin

ceo&founder monqlab - AIOps data platform for log analysis, monitoring and automation. MS of Nuclear Physics. MBA Skolkovo.

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