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

ScienceLogic

From Compliance to Confidence: Earning Trust in a World That Never Stops Changing

Jan 6, 2026 By ScienceLogic In ScienceLogic
Compliance has always been a necessity, but for many organizations, it has also been a burden. Reports, audits, manual reviews, and spreadsheets create a cycle of looking backward rather than moving forward. As systems become more dynamic, that lag between compliance checks and real-world change grows wider, creating risk that traditional methods can’t close. The goal now isn’t to check the box.
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logicmonitor

5 Observability & AI Trends Making Way for an Autonomous IT Reality in 2026

Jan 6, 2026 By LogicMonitor In LogicMonitor
IT operations are changing faster than most people realize, making autonomous IT a 2026 reality, not a distant vision. Your team monitors tens of thousands of metrics, ingests terabytes of logs, and generates thousands of alerts daily. And somehow, you still find out about outages from customers before you see them in your tools. That gap between having visibility and actually understanding what’s happening has become the central problem.
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obkio

How to Test Network Performance: 8 Testing Methods + Tools (2026 Guide)

Jan 6, 2026 By Alyssa Lamberti In Obkio
Network performance directly impacts business productivity, user experience, and revenue. When applications lag, video calls freeze, or file transfers stall, the root cause often lies in untested network infrastructure. Yet many organizations monitor their networks reactively—only testing performance after problems emerge. This article shows you how to proactively test network performance using proven methodologies that identify issues before they affect users.
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influxdata

A Guide to Regression Analysis with Time Series Data

Jan 6, 2026 By Community Developer In InfluxData
Regression analysis with time series data in Python provides a basis for understanding how values change over time. By following this guide, you’ll understand regression as applied to time series data, how to prepare it in Python, and how to create regression models that’ll help discover trends and influence decisions. With the vast amount of time series data generated, captured, and consumed daily, how can you make sense of it?
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raygun

Essential digital experience metrics for development teams

Jan 5, 2026 By Laura Marwick In Raygun
For the team that's down in the trenches untangling legacy code, writing unit tests, and just trying to come up with sensible variable names, it's easy to lose sight of the other end of the process, where code meets customer. You test, you deploy, nothing breaks, and you move on. However, it's just as important to keep an eye on code quality in production, and how it's experienced. Experience, though, is hard to quantify. What do you measure? How do you measure it? How do you improve it? And why do you care? We lay out answers in this post.
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auvik

Auvik Named a Leader Across G2's Winter 2026 Reports for Network Management

Jan 5, 2026 By Bob Wientzen In Auvik
In G2’s Winter 2026 reports, Auvik earned top recognition as a leader in network management tools across small-business, mid-market, and enterprise categories. IT professionals rated Auvik highly for implementation, usability, results, relationship, and overall Grid® performance, reflecting one thing above all: real-world trust from the IT professionals who use Auvik every day.
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logicmonitor

2026 Observability & AI Outlook for IT Leaders

Jan 5, 2026 By LogicMonitor In LogicMonitor
IT operations have outgrown the model they were built on. Enterprises now monitor tens of thousands of metrics, ingest terabytes of logs, and generate thousands of alerts daily, all while managing increasingly complex infrastructures that span on-prem data centers, multiple cloud environments, and emerging AI workloads. Yet despite all this telemetry, too many teams still learn about outages from customers before they see them in their tools.
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signoz

OpenTelemetry Collector Contrib - A Hands-on Guide

Jan 5, 2026 By Dhruv Ahuja In SigNoz
As application systems grow more complex, it becomes ever more important to understand how services interact across distributed systems. Observability sheds light on the behavior of instrumented applications and the infrastructure they run on. This enables engineering teams to gain better track system health and prevent critical failures. OpenTelemetry (OTel) has standardized how we generate and transmit telemetry, and the OpenTelemetry Collector is the engine that processes and export this data.
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