Operations | Monitoring | ITSM | DevOps | Cloud

Predictive analytics has become a key goal in observability. If teams can foresee potential system failures, performance bottlenecks, or resource constraints before they happen, they can act preemptively to mitigate issues. AI holds the promise of making this possible. In this post, we explore how AI can push observability toward predictive analytics, the industry’s current hurdles, and practical use cases for leveraging AI today.

Open Shortest Path First (OSPF) is a standard routing protocol that’s been used the world over for many years. Supported by practically every routing vendor, as well as the open source community, OSPF is one of the few protocols in the IT industry you can count on being available just about anywhere you might need it. Enterprise networks that outgrow a single site will often use OSPF to interconnect their campuses and wide area networks (WANs).

At some point, your development team may be considering implementing load testing (also known as stress testing) as part of your software testing process. Load testing validates that your web app is able to withstand a large number of simultaneous users, decreasing the chance that any traffic spikes will bring down your services once deployed. These stress tests can be highly granular, giving you the opportunity to test run virtually unlimited strategies before they are set into the wild.

You can connect to MySQL Server using the MySQL Command-Line Client or tools with graphical user interfaces. In this article, we consider each method in detail.

Mocking APIs is a popular practice in software development. An increasing number of developers are reaping the benefits and no longer using their valuable time to spin up duplicate resources. Many mock services do not require account creation, making them easy to use and privacy-friendly. In the rest of this article, we explain what mock APIs are, when you should think about using them, and what solutions are available within the open-source and proprietary markets.

Recently we released a new feature for Business Activity Monitoring and one of our customers was able to get almost immediate value from this feature with an integration use case they were struggling to support. The solution implemented involves the source data coming from various operational technology systems that push data to an event hub.

Depending on where you are in the world, you may be hearing conflicting reports about the current state (and future) of the manufacturing workforce. For example, here in the U.S., some leaders are touting the creation of hundreds of thousands of new manufacturing jobs as a signal of improving economic health. However, this good news is counterbalanced by a stark truth: millions of manufacturing jobs are likely to go unfilled in the next 5-6 years in the country.