https://www.netdata.cloud/tags/real-time/Recent content in Real-Time on NetdataHugoen-usThu, 13 Aug 2026 08:45:56 +0300https://www.netdata.cloud/features/network/dashboard/Wed, 24 Jun 2026 00:00:00 +0000https://www.netdata.cloud/features/network/dashboard/Netdata&rsquo;s Network Monitoring Dashboard unifies SNMP device metrics, NetFlow/sFlow traffic analysis, SNMP traps, and live topology into a single real-time, interactive view.https://www.netdata.cloud/features/network/network-device-monitoring/Tue, 23 Jun 2026 00:00:00 +0000https://www.netdata.cloud/features/network/network-device-monitoring/Real-time SNMP device monitoring with auto-matched vendor profiles, ML anomaly detection, and zero-config discovery.https://www.netdata.cloud/blog/high-cardinality-metrics-observability-scale/Sat, 30 May 2026 00:00:00 +0000https://www.netdata.cloud/blog/high-cardinality-metrics-observability-scale/<p>The &ldquo;high cardinality is expensive&rdquo; sentence has become observability&rsquo;s version of &ldquo;in this economy&rdquo;: said so often that nobody questions whether it&rsquo;s true. Every vendor pricing page invokes it. Every glossary article repeats it. Every architecture diagram shows aggregation buffers placed <em>before</em> the storage layer.</p> <!--truncate--> <p>&ldquo;High cardinality is expensive&rdquo; is not a fact about the universe; it&rsquo;s a fact about one architectural choice: centralizing time-series storage and querying it through an index that scales with unique series. Once you accept that choice, everything follows. You pay per metric, you drop labels you wish you&rsquo;d kept, you pre-aggregate before storage, and you discover that the bug you were debugging only existed at the full resolution you already threw away.</p>https://www.netdata.cloud/comparisons/sciencelogic/Wed, 14 Jan 2026 00:00:00 +0000https://www.netdata.cloud/comparisons/sciencelogic/Comprehensive comparison of Netdata and ScienceLogic Skylar One platforms, highlighting real-time per-second visibility, transparent pricing, and zero-configuration deployment advantages over enterprise-focused 5-minute polling.https://www.netdata.cloud/comparisons/solarwinds/Tue, 30 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/solarwinds/https://www.netdata.cloud/blog/ai-conversations/Tue, 23 Dec 2025 00:00:00 +0000https://www.netdata.cloud/blog/ai-conversations/<p>Over the past few months, we&rsquo;ve seen incredible adoption of our AI Investigations and Insights reports. Teams are using them to automate the deep, thoughtful analysis required for complex post-mortems, capacity planning, and performance optimization. These comprehensive reports are fantastic when you need a well-researched, shareable document.</p> <p>But what about the moments <em>during</em> an investigation? What about the rapid-fire &ldquo;what if&rdquo; questions and the quick exploration of hypotheses that happen in the heat of the moment? For that, you need speed and interactivity. You need a partner you can have a real-time dialogue with.</p>https://www.netdata.cloud/solutions/use-cases/container-monitoring/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/container-monitoring/Transform container monitoring with Netdata&rsquo;s edge-native platform. Get per-second metrics, automated dashboards, ML anomaly detection, and AI troubleshooting - all without complex setup or unpredictable costs.https://www.netdata.cloud/features/visualization/custom-dashboards/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/visualization/custom-dashboards/Netdata&rsquo;s algorithmic dashboards eliminate the false choice between pre-built rigidity and custom complexity. Each chart is a complete analytical tool equivalent to 25+ Grafana charts, providing 360° views with simple point-and-click. No query languages. No dashboard building. No maintenance burden.https://www.netdata.cloud/solutions/use-cases/datacenters/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/datacenters/Transform data center operations with Netdata&rsquo;s real-time monitoring platform. Per-second metrics, automated ML anomaly detection, and AI-powered troubleshooting deliver 80% faster MTTR at 90% lower cost than traditional solutions.https://www.netdata.cloud/solutions/built-for/devops/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/built-for/devops/Netdata delivers complete observability for DevOps teams with per-second metrics, zero-configuration deployment, and AI-powered root cause analysis. Monitor everything from bare metal to Kubernetes with a single platform that replaces 7 tools while reducing costs by 90%.https://www.netdata.cloud/solutions/industries/finance/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/industries/finance/Transform financial services operations with per-second monitoring, AI-powered troubleshooting, and zero-pipeline logs. Built for compliance, optimized for performance, designed for lean teams.https://www.netdata.cloud/solutions/technologies/hetzner-monitoring/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/technologies/hetzner-monitoring/Complete monitoring solution for Hetzner infrastructure with 1-second granularity, automated hardware health tracking, and AI-powered troubleshooting. Eliminates native monitoring gaps while reducing costs by 90%.https://www.netdata.cloud/solutions/use-cases/infrastructure-monitoring/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/infrastructure-monitoring/Transform infrastructure monitoring with Netdata&rsquo;s edge-native platform. Get per-second visibility, ML anomaly detection on every metric, and AI-powered troubleshooting - all while keeping your data sovereign and reducing costs by 90%.https://www.netdata.cloud/solutions/use-cases/iot-monitoring/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/iot-monitoring/Real-time IoT monitoring with per-device metrics, ML-powered anomaly detection, and transparent pricing. Monitor thousands of sensors, gateways, and edge devices with &lt;2s latency.https://www.netdata.cloud/solutions/technologies/linux-monitoring/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/technologies/linux-monitoring/Netdata delivers complete Linux monitoring with per-second granularity, edge-based ML anomaly detection, and zero-pipeline logs - all with zero configuration and predictable per-node pricing.https://www.netdata.cloud/solutions/use-cases/microservices-observability/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/microservices-observability/Netdata delivers comprehensive microservices observability with per-second metrics, ML-based anomaly detection, and AI-powered troubleshooting - all without the complexity, cost overruns, or tool sprawl that plague traditional solutions.https://www.netdata.cloud/product/netdata-agents/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/product/netdata-agents/Discover how Netdata Agents revolutionize infrastructure monitoring with edge-native intelligence, per-second granularity, and zero-configuration deployment. Complete observability in 60 seconds.https://www.netdata.cloud/comparisons/betterstack/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/betterstack/Netdata and BetterStack serve different observability needs. Netdata excels at deep infrastructure monitoring with per-second metrics and ML intelligence, while BetterStack focuses on incident coordination and uptime monitoring. Learn which solution fits your technical requirements.https://www.netdata.cloud/comparisons/cardinalhq/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/cardinalhq/Comprehensive comparison of Netdata&rsquo;s edge-native monitoring platform versus CardinalHQ&rsquo;s AI-powered observability optimization layer. Learn which solution fits your infrastructure needs.https://www.netdata.cloud/comparisons/checkmk/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/checkmk/Netdata vs Checkmk comparison: Real-time monitoring (1-second vs 60-second), zero configuration (vs 700+ rule sets), AI-powered troubleshooting, 90% cost reduction, and operational simplicity. See why cloud-native teams choose Netdata for modern infrastructure monitoring.https://www.netdata.cloud/comparisons/cribl/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/cribl/Netdata provides real-time infrastructure monitoring with ML-based anomaly detection and built-in dashboards. Cribl optimizes log pipelines and routes data for cost efficiency. Learn how these complementary solutions work together for complete observability.https://www.netdata.cloud/comparisons/dash0/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/dash0/Netdata vs Dash0: Real-time edge intelligence with predictable pricing versus OpenTelemetry-native centralized monitoring. Compare features, costs, and capabilities to choose the right observability platform.https://www.netdata.cloud/comparisons/grafana/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/grafana/Comprehensive comparison of Netdata and Grafana monitoring platforms, highlighting real-time performance, cost efficiency, and operational simplicity.https://www.netdata.cloud/comparisons/graylog/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/graylog/Netdata and Graylog serve different but complementary purposes in modern observability stacks. Netdata provides real-time infrastructure metrics monitoring with ML-based anomaly detection, while Graylog offers centralized log management for security analysis and forensic investigations. Together, they deliver complete observability.https://www.netdata.cloud/comparisons/grepr/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/grepr/https://www.netdata.cloud/comparisons/icinga/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/icinga/Comprehensive comparison of Netdata and Icinga monitoring platforms, highlighting real-time performance analysis, automated deployment, ML-based anomaly detection, and modern observability capabilities.https://www.netdata.cloud/comparisons/logicmonitor/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/logicmonitor/Comprehensive comparison of Netdata and LogicMonitor monitoring platforms, highlighting real-time performance, cost efficiency, and deployment simplicity advantages.https://www.netdata.cloud/comparisons/manageengine/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/manageengine/Netdata vs ManageEngine: Real-time observability comparison for cloud-native infrastructure. See how per-second monitoring, distributed architecture, and zero-config deployment transform operations.https://www.netdata.cloud/comparisons/mezmo/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/mezmo/Comprehensive comparison of Netdata and Mezmo observability platforms, highlighting real-time monitoring capabilities, cost efficiency, and deployment simplicity.https://www.netdata.cloud/comparisons/monit/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/monit/Compare Netdata&rsquo;s real-time observability platform with Monit&rsquo;s lightweight process supervision. Learn how Netdata provides per-second monitoring, ML anomaly detection, AI troubleshooting, and unlimited scalability versus Monit&rsquo;s basic service checks and 1,000-host ceiling.https://www.netdata.cloud/comparisons/prometheus/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/prometheus/Netdata vs Prometheus comparison: Real-time monitoring with zero configuration, built-in ML, and 90% lower costs. See how Netdata solves Prometheus pain points while maintaining enterprise-grade capabilities.https://www.netdata.cloud/comparisons/sensu/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/sensu/Netdata vs Sensu: Real-time monitoring that just works vs a platform in decline. See why thousands of teams are switching to Netdata for instant deployment, beautiful dashboards, and 90% cost savings.https://www.netdata.cloud/comparisons/siglens/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/siglens/Comprehensive comparison of Netdata and SigLens observability platforms. Learn how these complementary tools work together to provide complete infrastructure monitoring and log analysis at a fraction of traditional enterprise costs.https://www.netdata.cloud/comparisons/splunk/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/splunk/https://www.netdata.cloud/comparisons/virtana/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/virtana/Netdata delivers per-second operational monitoring for engineering teams, while Virtana provides strategic cost optimization for IT executives. Learn how these complementary platforms serve different needs within modern organizations.https://www.netdata.cloud/comparisons/zenoss/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/comparisons/zenoss/Comprehensive comparison of Netdata and Zenoss monitoring platforms, highlighting Netdata&rsquo;s advantages in real-time performance, ease of use, resource efficiency, and transparent pricing.https://www.netdata.cloud/open-source/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/open-source/The world&rsquo;s most popular open source monitoring platform. Deploy complete infrastructure observability in 60 seconds with zero configuration. Trusted by millions of engineers worldwide.https://www.netdata.cloud/features/architecture/real-time-at-scale/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/architecture/real-time-at-scale/Netdata delivers true real-time monitoring at planetary scale through distributed edge intelligence - maintaining per-second granularity and sub-2-second latency whether you&rsquo;re monitoring 10 nodes or 100,000, with 90% cost reduction and 80% MTTR improvement.https://www.netdata.cloud/solutions/industries/ai/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/industries/ai/Monitor AI training clusters, inference APIs, and ML workloads with Netdata&rsquo;s edge-native platform. Per-second visibility, ML-powered insights, predictable pricing.https://www.netdata.cloud/solutions/industries/technology/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/industries/technology/Netdata delivers per-second observability for technology infrastructure with ML-based anomaly detection, zero-configuration deployment, and predictable per-node pricing - solving the cost, complexity, and visibility challenges facing modern tech teams.https://www.netdata.cloud/solutions/use-cases/troubleshooting/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/troubleshooting/Transform troubleshooting from hours to minutes with Netdata&rsquo;s real-time observability platform. Get per-second metrics, automatic anomaly detection, and AI-guided investigations—all with zero configuration and 90% cost savings.https://www.netdata.cloud/solutions/built-for/sysadmins/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/built-for/sysadmins/Purpose-built observability for sysadmins: per-second metrics, automatic dashboards, ML-powered anomaly detection, and predictable pricing. Monitor everything from bare metal to Kubernetes without learning query languages or building dashboards.https://www.netdata.cloud/features/visualization/troubleshooting/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/visualization/troubleshooting/Interactive debugging with per-second precision and full historical context. Netdata transforms troubleshooting through edge-native ML, automated correlation, and AI-powered analysis.https://www.netdata.cloud/solutions/technologies/redhat-monitoring/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/technologies/redhat-monitoring/Netdata delivers real-time, AI-powered observability for Red Hat OpenShift with 90% cost savings, per-second metrics, ML anomaly detection on every metric, and zero-configuration deployment. Eliminate Prometheus memory exhaustion, Loki query timeouts, and RHACM complexity.https://www.netdata.cloud/blog/getting-started-with-netdata-a-comprehensive-guide-to-real-time-monitoring/Thu, 19 Dec 2024 00:00:00 +0000https://www.netdata.cloud/blog/getting-started-with-netdata-a-comprehensive-guide-to-real-time-monitoring/<p>Now you can start monitoring thousands of metrics in real-time, detecting anomalies throughout your infra, and troubleshooting issues even mid-crisis! Watch this <a href="https://www.youtube.com/watch?v=z5m8JdwMOn8&themeRefresh=1" target="_blank">1-minute video</a> for a quick intro! Get ready to be blown away!</p> <p>To fully utilize Netdata for monitoring your infrastructure, do these:</p> <h2 id="a-hrefhttpslearnnetdataclouddocsdeployment-guides-target_blank-deploy-netdataa"><a href="https://learn.netdata.cloud/docs/deployment-guides/" target="_blank">① Deploy Netdata</a></h2> <p><em>Install Netdata to your systems.</em></p> <p>Netdata runs on <a href="https://www.netdata.cloud/solutions/technologies/linux-monitoring/">Linux</a>, <a href="https://www.netdata.cloud/solutions/technologies/windows-monitoring/">Windows</a>, FreeBSD and MacOS and can be installed on <a href="https://www.netdata.cloud/academy/bare-metal-server/">bare-metal servers</a>, cloud VMs, Kubernetes, even weak <a href="https://www.netdata.cloud/solutions/use-cases/iot-monitoring/">IoT devices</a>. We have carefully optimized it to be the fastest and most advanced monitoring you will ever need, and at the same time be extremely friendly, polite and respectful to your production systems and applications.</p>https://www.netdata.cloud/blog/accurate-process-monitoring-with-netdata/Mon, 04 Nov 2024 00:00:00 +0000https://www.netdata.cloud/blog/accurate-process-monitoring-with-netdata/<p>Understand why tracking cumulative resource consumption is crucial for accurate process monitoring.</p> <!--truncate--> <h2 id="accurate-process-monitoring-with-netdata-why-tracking-cumulative-resource-consumption-matters">Accurate Process Monitoring with Netdata: Why Tracking Cumulative Resource Consumption Matters</h2> <p>Tracking the cumulative resource consumption of processes, including short-lived and exited children, is a rare feature in monitoring tools – and it’s one of the standout capabilities Netdata offers.</p> <p>Most mainstream solutions, like Datadog’s process monitoring and Prometheus’s Node Exporter, focus on active processes and only collect metrics per PID. Even specialized process monitors (<code>top</code>, <code>htop</code>, etc.) face the same limitations. They capture snapshots of currently running processes and often rely on fixed sampling intervals, which are too slow to catch very short-lived tasks. This approach falls short when trying to capture the resource footprint of dynamic applications, shell scripts, and complex process hierarchies.</p>https://www.netdata.cloud/blog/12-benefits-you-get-by-scaling-with-netdata/Wed, 23 Oct 2024 00:00:00 +0000https://www.netdata.cloud/blog/12-benefits-you-get-by-scaling-with-netdata/<p><a href="https://blogs.idc.com/2022/12/09/idc-futurescape-worldwide-future-of-digital-infrastructure-2023-predictions/" target="_blank">80% of decision-makers globally</a> acknowledge that digital infrastructure is essential for reaching business goals. However, IT infrastructure is becoming increasingly distributed and complex. Organizations are managing hundreds—even thousands—of nodes across cloud, on-premise, and edge environments. This predicament makes effective monitoring across all systems more essential than ever. In turn, this drives the demand for valuable real-time insights through scalable <a href="https://www.netdata.cloud/blog/understanding-monitoring-tools/" target="_blank">monitoring solutions</a> like Netdata​.</p> <p>If you’re managing a large infrastructure but haven’t fully embraced Netdata, now is the time to reconsider. Let&rsquo;s take a look at the benefits you’ll get, below.</p>https://www.netdata.cloud/blog/netdata-is-the-only-real-time-monitoring-solution-justified/Wed, 10 Apr 2024 00:00:00 +0000https://www.netdata.cloud/blog/netdata-is-the-only-real-time-monitoring-solution-justified/<p>In the digital era, where data flows like a ceaseless river, real-time monitoring stands as a pivotal technology, allowing organizations to not only keep pace but also to deeply understand the intricate dance of their operational ecosystems. This technology is not just about keeping tabs; it&rsquo;s about gaining a profound, almost intuitive sense of the micro-worlds within which systems, containers, services, and applications pulse and thrive.</p> <p>Real-time monitoring is the art and science of tracking system performance, activities, or transactions continuously and automatically, providing the ability to analyze and visualize data the moment it&rsquo;s generated.</p>https://www.netdata.cloud/blog/netdata-methodology/Sat, 04 Nov 2023 00:00:00 +0000https://www.netdata.cloud/blog/netdata-methodology/<p>In the dynamic landscape of modern infrastructure and multi cloud environments, observing and understanding system performance requires a new breed of tools—ones that keep pace with the &rsquo;living&rsquo; nature of modern infrastructure. This is the inflection point at which Netdata steps in, and aims to bring a fresh perspective to monitoring.</p> <h2 id="what-does-netdata-do-differently">What does Netdata do differently</h2> <p>There are key “cultural” faults that we believe hold the <a href="https://www.netdata.cloud/blog/monitoring-vs-observability">observability</a> industry back. Let’s take a look through the prism of these faults and understand what Netdata is doing differently to address them.</p>https://www.netdata.cloud/blog/windows-monitoring-improvements/Mon, 13 Mar 2023 00:00:00 +0000https://www.netdata.cloud/blog/windows-monitoring-improvements/<p><a href="https://www.netdata.cloud/blog/web-servers-and-their-performance/">Monitor your Windows server and applications</a> running on it with Netdata - simple, powerful and free.</p> <!--truncate--> <p>Hey Netdata community,</p> <p>We have some exciting news for you: we’re launching our new and updated <a href="https://learn.netdata.cloud/docs/data-collection/monitor-anything/System%20Metrics/Windows-machines">Windows collectors</a> with the goal of making the <a href="https://www.netdata.cloud/solutions/technologies/windows-monitoring/">Windows monitoring experience</a> as seamless as possible 🎉</p> <p>We know that Windows monitoring has been a long time ask from many of you, and we’ve been working hard to make it easier than ever to monitor your Windows metrics with Netdata.</p>https://www.netdata.cloud/blog/netdata-functions/Wed, 15 Feb 2023 00:00:00 +0000https://www.netdata.cloud/blog/netdata-functions/<p>Netdata is committed to making it simpler and easier for everyone to monitor and troubleshoot their infrastructure. With that goal in mind, we&rsquo;re excited to announce the launch of our new &ldquo;Functions&rdquo; feature (↑ Top), which allows Netdata Agent collectors to expose &ldquo;functions&rdquo; that can be executed in run-time and on-demand.</p> <!--truncate--> <h3 id="what-are-netdata-functions">What are Netdata functions?</h3> <p>Netdata has always been synonymous with real time monitoring and automated dashboards, with the recent introduction of &ldquo;functions&rdquo;, there&rsquo;s now a new way for users to troubleshoot their infrastructure. <strong>A function, in the context of Netdata, is a routine or script that can be invoked to run on a node and retrieve useful information, which is then displayed in the Netdata cloud dashboard.</strong></p>https://www.netdata.cloud/comparisons/kloudfuse/Mon, 01 Jan 0001 00:00:00 +0000https://www.netdata.cloud/comparisons/kloudfuse/Discover why Netdata delivers instant infrastructure visibility with per-second granularity and transparent pricing, while KloudFuse requires days of setup and quote-based costs.