https://www.netdata.cloud/tags/automation/Recent content in Automation on NetdataHugoen-usTue, 03 Feb 2026 00:00:00 +0000https://www.netdata.cloud/blog/india-devops-show-2026/Tue, 03 Feb 2026 00:00:00 +0000https://www.netdata.cloud/blog/india-devops-show-2026/<p>DevOps has fundamentally transformed how organizations build and deliver software. But as deployment velocity increases and infrastructure becomes more dynamic, the gap between shipping code and truly understanding system behavior continues to widen. Teams need observability that keeps pace with their pipelines, not tools that slow them down or break the budget.</p> <p>Netdata is proud to participate as a <strong>Silver Partner</strong> at the <strong>10th Edition India DevOps Show 2026</strong>, taking place on <strong>February 13, 2026 at Aloft ORR Hotel, Bengaluru</strong>. We&rsquo;re excited to engage with India&rsquo;s vibrant DevOps community and share our vision for efficient, intelligent observability.</p>https://www.netdata.cloud/features/aiml/reporting/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/aiml/reporting/Generate professional infrastructure reports in minutes, not hours. Netdata&rsquo;s AI reporting delivers automated insights across metrics, logs, and alerts - from capacity planning to root cause analysis - with zero configuration and complete data sovereignty.https://www.netdata.cloud/features/aiml/aiops/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/aiml/aiops/Enterprise AIOps intelligence without enterprise complexity. Edge-native ML, automated insights, and transparent pricing deliver operational excellence from day one.https://www.netdata.cloud/features/architecture/algorithmic-dashboards/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/architecture/algorithmic-dashboards/Netdata&rsquo;s algorithmic dashboards transform observability from a months-long configuration project into instant, comprehensive visibility. Every metric visualized automatically, every relationship revealed through intelligent point-and-click analysis, every engineer productive from day one.https://www.netdata.cloud/features/aiml/machine-learning/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/aiml/machine-learning/Netdata trains 18 independent ML models per metric at the edge, achieving 99% false positive reduction in anomaly detection through unanimous consensus - all included at no additional cost.https://www.netdata.cloud/features/aiml/mcp/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/aiml/mcp/Transform infrastructure troubleshooting with AI assistants that understand your systems. Netdata&rsquo;s built-in MCP server provides real-time metrics, ML anomaly detection, logs, and live system state - all accessible through natural language queries.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/features/architecture/extreme-cardinality/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/architecture/extreme-cardinality/Automated multi-layer protection handles extreme cardinality at the edge, enabling unlimited observability without manual tuning or cost explosions.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/solutions/built-for/msp/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/built-for/msp/Netdata delivers the most cost-effective, scalable observability platform for MSPs - solving tool sprawl, alert fatigue, and unpredictable costs with true real-time monitoring, physical multi-tenancy, and edge-based ML.https://www.netdata.cloud/blog/ai-alerts/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/blog/ai-alerts/<p>Netdata has an incredibly powerful alerting engine. But this can sometimes be a double-edged sword: the flexibility to build incredibly specific, intelligent alerts is immense, but mastering its syntax can feel like learning a new language. We’ve heard this from so many of you. You tell us that configuring alerts is often the steepest part of the learning curve, a task that falls to the one &ldquo;Netdata expert&rdquo; on the team who has spent the time digging through the documentation.</p>https://www.netdata.cloud/features/architecture/zero-configuration/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/architecture/zero-configuration/True zero-configuration observability: from installation to troubleshooting production issues in 60 seconds, without specialized skills or months of integration work.https://www.netdata.cloud/blog/servicenow-integration/Fri, 07 Nov 2025 00:00:00 +0000https://www.netdata.cloud/blog/servicenow-integration/<p>When a critical alert fires at 2 AM, the last thing your on-call engineer should be doing is manual administrative work. Yet, for many teams, that&rsquo;s exactly what happens. You see the alert in your monitoring tool, then you have to switch contexts, open a new browser tab, log into your ITSM platform, and manually create an incident—all while your systems are failing.</p> <p>This &ldquo;swivel-chairing&rdquo; between tools is slow, error-prone, and a significant drag on your Mean Time to Resolution (MTTR).</p>https://www.netdata.cloud/blog/netdata-mcp-server/Wed, 18 Jun 2025 00:00:00 +0000https://www.netdata.cloud/blog/netdata-mcp-server/<p><strong>Update (February 2026):</strong> Netdata now also provides MCP via Netdata Cloud at <code>app.netdata.cloud/api/v1/mcp</code> for infrastructure-wide access (Business/Homelab plan). See <a href="https://learn.netdata.cloud/docs/netdata-ai/mcp">MCP documentation</a> for details.</p> <hr> <p>We are excited to announce that Netdata has officially implemented the Model Context Protocol (MCP), joining the forefront of AI-powered infrastructure monitoring.</p> <p>By enabling direct connections between AI assistants and your data sources and tools, the Model Context Protocol is a new open standard that builds a crucial link between artificial intelligence and practical systems. Instead of the AI providing generic suggestions that don’t understand your environment, MCP enables it to communicate and then interact with your infrastructure data in real time. Being among the first monitoring platforms to adopt this groundbreaking protocol, Netdata is at the forefront of intelligent observability. With the help of this integration, traditional monitoring becomes a dialogue that your entire technical team is able to participate in. We encourage you to dive deeper into the technical foundations of MCP, explore <a href="https://www.anthropic.com/news/model-context-protocol">Anthropic&rsquo;s comprehensive</a> explanation, and discover how this protocol is reshaping the future of AI-data interaction.</p>https://www.netdata.cloud/blog/netdata-insights/Tue, 27 May 2025 00:00:00 +0000https://www.netdata.cloud/blog/netdata-insights/<p>We&rsquo;ve been thinking a lot about synthesis lately.</p> <p>Netdata already samples every metric every second at the edge. Engineers told us the remaining pain point was synthesis, the ability to pull hours or days or months of high‑resolution time‑series into a concise explanation they could hand to a teammate (or use themselves to debug faster).</p> <!--truncate--> <p>You know the pattern. An incident happens, and suddenly you&rsquo;re context-switching between dozens of dashboards, trying to reconstruct a timeline. Or you need to write a capacity planning report, and you&rsquo;re copy-pasting screenshots into slides, manually correlating trends across different retention windows. The raw data is there, but the synthesis step (the part where you turn metrics into narrative) doesn&rsquo;t scale.</p>https://www.netdata.cloud/blog/future-of-infrastructure-monitoring/Fri, 19 May 2023 00:00:00 +0000https://www.netdata.cloud/blog/future-of-infrastructure-monitoring/<p>In this blog post, we will explore the importance of scalability, automation, and AI in the evolving landscape of <a href="https://www.netdata.cloud/blog/what-is-infrastructure-monitoring/">infrastructure monitoring</a>. We will examine how Netdata&rsquo;s innovative solution aligns with these emerging trends, and how it can empower organizations to effectively manage their modern IT infrastructure.</p> <!--truncate--> <p>In today&rsquo;s increasingly complex IT landscape, the need for efficient and reliable infrastructure monitoring has never been more critical. With the <a href="https://medium.com/capital-one-tech/the-microservices-paradox-e55d5af2fda5">proliferation of microservices</a>, distributed systems, and cloud-native applications, managing and monitoring the performance of these rapidly evolving environments has become a significant challenge. As a result, infrastructure monitoring solutions must adapt to keep pace with these changes and deliver the insights necessary to maintain optimal performance.</p>