Operations | Monitoring | ITSM | DevOps | Cloud

The latest News and Information on Monitoring for Websites, Applications, APIs, Infrastructure, and other technologies.

How to Use Time Series Autoregression (With Examples)

Time series autoregression is a powerful statistical technique that uses past values of a variable to predict its future values. This approach is particularly valuable for forecasting applications where historical patterns can inform future trends. In this hands-on tutorial, you’ll learn how to implement autoregressive (AR) models using Python and see how InfluxDB can enhance your time series analysis workflow.

Why Alert Fatigue Is Killing Your MTTR

Every minute counts when production systems go down. Yet the average enterprise NOC team receives over 1,000 alerts per day, according to a 2025 study by OpsRamp. Of those, fewer than 5% require human intervention. The rest? They are noise — redundant, low-priority, or symptomatic signals that bury the genuine incidents demanding immediate attention.

Why Enterprise AI Demands More Than Just Automation

Based on insights from The Intelligent Enterprise podcast, “The Evolution from Automation to Autonomy” Every couple of weeks, The Intelligent Enterprise podcast steps away from the day-to-day noise of enterprise life to explore big ideas from a fresh perspective. In one recent episode, the focus turned to a question many organizations are still grappling with: What does it really take to build an AI-powered enterprise that works with people, not against them?

Turn developer feedback into operational insight with Datadog Forms and Sheets

Engineering organizations rely heavily on developer feedback to improve internal platforms, tooling, and processes. However, that feedback is often scattered across disconnected systems such as external forms, spreadsheets, chat threads, and documentation tools. Because these systems are separate from operational data, teams struggle to correlate developer sentiment with measurable performance or reliability outcomes.

New: SSL Certificate Monitoring, Security Center, Domain & SSL Expiration Tracking - Plus Our Affiliate Program

DNS Spy now goes well beyond DNS record monitoring. We've shipped SSL certificate discovery and security auditing, expanded the Security Center to 40+ automated checks across six categories, and built expiration tracking for both domains and SSL certificates — with tiered alerts so nothing expires without warning.

Nagios Plugins Collector: Run Your Existing Checks and Custom Scripts Inside Netdata

A lot of teams have a collection of Nagios plugins and custom monitoring scripts that have been running reliably for years. Some are standard community plugins for checking disk health or SSL certificate expiry. Others are homegrown Bash or Python scripts that check something very specific to the business: whether an API endpoint returns the right payload, whether a batch job completed on time, whether a queue depth is within bounds.

Modernizing a legacy CMake build-system

CMake tends to have a bad reputation for being to complex and convoluted, but often that notion stems from very old versions of CMake. Sure, CMake is a Turing-complete scripting language, but that is really needed for an ecosystem as complex as that of C and C++. And as Greenspun’s tenth rule of programming goes: There are countless build-systems and build-system generators for the C/C++ ecosystem. Some of them tried to use a simple, declarative approach.

Pyroscope Community Call LIVE from GrafanaCON 2026

Join us live from GrafanaCON 2026 for the Pyroscope Community Call! We’re kicking things off with a look at everything happening in the Pyroscope ecosystem, alongside special guest Alberto Soto. In this session: We take a look back over the last year in Pyroscope What’s new in continuous profiling What’s coming next From multi-language source code integration and symbolization improvements to OpenTelemetry profiles and performance gains, Pyroscope has evolved rapidly over the past year.