Operations | Monitoring | ITSM | DevOps | Cloud

The latest News and Information on Application Performance Monitoring and related technologies.

Escaping the technical debt black hole with APM

Technical debt accumulates when short-term solutions lead to long-term software inefficiencies, increasing maintenance costs, slowing development, and degrading performance. To effectively manage technical debt, teams need full-stack observability, from a high-level application view down to code execution and thread-level analysis. Tackling technical debt ensures long-term software sustainability.

Datadog On Datadog

At Datadog, over 2,000 engineers deploy and ship new features daily. As a leading observability and security platform used by thousands of companies, ensuring quality and reliability is no small feat. Part of our commitment to excellence lies in our dogfooding culture where our engineering organization is one of the largest and most demanding users of the Datadog platform.

Launching SigNoz Single Binary for Super Easy Open-Source Installation & Maintenance

At SigNoz, we are always striving to make observability simple and accessible. In response to feedback from our open-source community, we have bundled key components of SigNoz into a single binary. This means fewer moving parts, simpler maintenance, and a much smoother installation experience.

Incident Response: Keeping Cool When Everything's on Fire

The DevOps revolution broke down the traditional silos between development and operations, fundamentally reshaping how we build and maintain software. But with this evolution came an inevitable reality for many engineers: being on-call and responding to incidents. While critical for service reliability, the on-call experience often brings significant stress.

Best Datadog alternatives in 2025 [29 analyzed, top 4 picks]

Datadog is the leader in monitoring software. But that doesn't mean it's the best choice for everyone. And if you're reading this, you probably have your doubts. While Datadog used to be the default choice for DevOps teams, today's organizations often struggle to justify its complex pricing model and steep learning curve. Many companies that started with Datadog have found it becoming prohibitively expensive and harder to use as they scale.

7 Java Exception Monitoring Blind Spots That SREs Must Eliminate

It’s 2 a.m. Alerts flood your dashboard. Transactions are failing, but logs offer no clues. Your SRE team is drowning in noise—while users struggle with outages. As Java workloads shift to microservices, Kubernetes, and the cloud, this problem is compounded. Exceptions cascade across tiers, triggering blame games while the root cause remains buried under fragmented logs and scattered alerts. Legacy monitoring tools overwhelm SREs with raw data but fail to connect the dots.

This Month in Datadog: Conversations with two Datadog leaders, a sneak peek of DASH 2025, and more

Datadog is constantly elevating the approach to cloud monitoring and security. This Month in Datadog updates you on our newest product features, announcements, resources, and events. This month, we’re joined by Datadog CPO Yanbing Li and SVP of Engineering David Mitchell..
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Using observability tools for security monitoring and incident detection

Most security teams overlook a goldmine of data sitting right in their applications - crash reports and Real User Monitoring (RUM) telemetry. While engineers typically use these tools for performance tracking, they can reveal security incidents that might otherwise go unnoticed. Let's explore some practical ways to turn your observability data into a powerful security monitoring system. I'll help create a table of contents in the requested format based on the headings in the article.