Operations | Monitoring | ITSM | DevOps | Cloud

Do you receive 50 million log lines per day and struggle to see what actually matters? Health checks, heartbeat pings, connection pool messages—they all drown out the errors and anomalies you're trying to find. Most teams deal with this by writing filter rules to drop the noisy patterns. But those rules are manual, per-pattern, and brittle. A new deployment changes a log format and the filter misses it. A new service starts logging a chatty startup sequence nobody thought to exclude.

GPU infrastructure is expensive and increasingly central to production workloads. Whether you’re running ML training jobs, inference serving, video transcoding, or HPC workloads, understanding what your GPUs are actually doing, and what’s going wrong when performance degrades, is not optional.

Most IT teams rely on Microsoft Teams Admin Center as their default monitoring tool to find and fix Microsoft Teams issues, but there's a gap between what it shows and what actually causes call quality problems. Teams Admin Center gives you Microsoft's perspective on what happened after an MS Teams call ended. It doesn't tell you what was happening on your network, on your users' devices, or in the five minutes before the complaints started coming in.

Amazon EKS is AWS’s managed Kubernetes service for deploying and scaling containerized applications. Amazon Elastic Kubernetes Service (Amazon EKS) is a managed Kubernetes service that simplifies deploying, scaling, and running containerized applications on AWS and on-premises. EKS automates Kubernetes control plane management, ensuring high availability and seamless integration with AWS services like IAM, VPC, and ALB.

In April 2026, IsDown's early detection system gave users a 3.6-hour head start on a major outage — plenty of time to implement workarounds before the vendor even acknowledged the problem. Across 45 early detections, our users saved a collective 16.5 hours by knowing about outages an average of 22 minutes before official status pages were updated.

In high-throughput database environments, a latency spike is rarely a simple story. Modern data layers are distributed, stateful, and constantly changing as shards move, nodes rebalance, caches warm, queries evolve, and connections churn. In practice, spikes usually come from one of three places: For many SRE and Platform teams, the real challenge is disconnected tooling. As one engineering lead recently shared during a technical workshop: “It’s all disconnected.

SNMP is the universal protocol for monitoring network infrastructure, but its real value depends on which version you run, how you secure it, and how well your monitoring tool handles the OID work for you. SNMP (Simple Network Management Protocol) is the standard protocol IT teams use to monitor and manage network devices.

What actually works for Kubernetes monitoring at scale — not what looks good in a vendor demo with a five-pod cluster.

Why ECS containers collapse under service.name = aws_ecs and how to fix it for both EC2 launch type and Fargate, including the resource-vs-log-record pitfall that quietly breaks log filtering. Prathamesh works as an evangelist at Last9, runs SRE stories - where SRE and DevOps folks share their stories, and maintains o11y.wiki - a glossary of all terms related to observability.

It's 2026, and DNS Check now has a dark mode. Yes, we noticed the year. Better late than dazzling our users at 2 a.m. when an MX record decides to misbehave.