The difference between machine learning for business and machine learning for consumers is that for business applications, you must deal with requirements that casual users won’t encounter.

Writing software is hard. Balancing the demands of shipping with assuring quality presents challenges. Also, you must have an eye on keeping code readable and maintainable. It’s not easy. Beyond mere development, maintaining a running application is still harder. Serving users requires responding to problems in a timely fashion. In order to respond to problems, you need to know they exist. In short: writing software is hard; running software is often harder. And that’s why we monitor.

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At Sensu Summit 2019, Adam Westman, Sr. Engineering Manager at Target, introduced us to GoAlert, their on-call scheduling and notification open source project. In this post, I’ll recap his talk, sharing the journey that led them to build GoAlert, the problems they’ve solved, and how they use GoAlert with Sensu Go to simplify monitoring and reduce alert fatigue.

Tools. As engineers we all love great tools that help our teams work productively, resolve problems faster, be better. But tools can tend to grow in number, require additional maintenance, and most importantly, create silos. Each team has certain responsibilities and is constantly searching for tools that can address specific requirements in the best possible way.

Observability without AIOps is just noise.

In recent months, the major cloud and tech players have been unfurling their latest products and strategies to win enterprise dollars. One trend that’s catching fire is hybrid infrastructure management: the need to support a mix of on-premises, private cloud, and public cloud resources.

Any system connected to the Internet is vulnerable to malicious attacks and breaches. If it’s online, there’s someone out there trying to break into it and do something bad with it (usually stealing data). Plain and simple. To protect your most valuable assets, you need bulletproof security measures, a skilled SecOps team, robust investigation tools, and reliable prevention/mitigation strategies.

Cybersecurity is a hot topic. With high profile breaches making headlines on almost a monthly basis, combined with a far more restrictive regulatory environment, the need to responsibly protect your customers’ data has never been felt more keenly. It is estimated that a business is subjected to a ransomware attack every 14 seconds, predicted to drop to eleven seconds by 2021.

Before the need for log correlation, there was a time not so long ago when reading software application logs was simple. Your application would output log files in sequential order, and you’d read through them. In the event of a bug, software outage, or security incident, you could easily parse what happened and when. It was a tedious process, but it was simple.