https://www.netdata.cloud/tags/infinite-scale/Recent content in Infinite-Scale on NetdataHugoen-usThu, 04 May 2023 00:00:00 +0000https://www.netdata.cloud/blog/netdata-inifinite-scalability/Thu, 04 May 2023 00:00:00 +0000https://www.netdata.cloud/blog/netdata-inifinite-scalability/<p>Scalability is crucial for monitoring systems as it ensures that they can accommodate growth, maintain performance, provide flexibility, optimize costs, enhance fault tolerance, and support informed decision-making, all of which are critical for effective infrastructure management.</p> <!--truncate--> <p>Most monitoring solutions struggle with scalability, mainly because of:</p> <ol> <li><strong>High data volume and velocity</strong>: Monitoring systems generate vast amounts of data and as the infrastructure grows, so does the volume and velocity of these data.</li> <li><strong>Resource constraints</strong>: Scalability requires efficient resource utilization, leading to bottlenecks and performance issues as the monitored environment grows.</li> <li><strong>Architectural limitations</strong>: Monitoring systems are usually designed with certain architectural constraints that limit their scalability. Most open source solutions rely on monolithic or centralized architectures that can become overwhelmed at scale.</li> </ol> <p>For open source solutions scalability has always been a challenge, increasing their complexity significantly (check for example the scalability issues of Prometheus), while for commercial solutions it usually results in increased data collection to visualization latency and cost.</p>