Coroot

🌟 Introducing Coroot v1.6 🔗 https://lnkd.in/e7_GfDUd The latest release brings advanced features and optimizations to streamline your workflows: 🔹 Multi-tenancy: Manage multiple teams or projects with ease. 🔹 Kubernetes Operator: Automate deployments and updates. 🔹 High Availability: Ensure seamless and reliable scaling. 🔹 OpenShift Support: Full compatibility for smooth integration. 🔹 Enhanced Node Agent: Performance redefined for high-throughput environments. #Observability #Coroot

Discover the last 3 key improvements in Coroot v1.6 that elevate observability ⬇️ 1⃣ OpenShift support During our testing, we identified and resolved a few issues: - Kernel Tracepoint Changes: Updates in the Red Hat Enterprise Linux kernel broke the tracepoint format, causing issues with the agent. This has been fixed. - Open vSwitch Network Plugin: OpenShift’s use of zoned conntrack records with Open vSwitch prevented the agent from resolving the actual destinations of TCP connections. We’ve addressed this as well. 2⃣ High Availability 🔗 https://lnkd.in/eNiyBjPZ Coroot now supports high availability by allowing multiple instances to run simultaneously, all connected to the same ClickHouse and Prometheus servers. Each instance maintains its own metric cache, ensuring efficient data retrieval. 3⃣ Performance optimizations in coroot-node-agent - Resolving actual TCP connection destinations (after NAT) is now handled directly at the eBPF level. Previously, the agent relied on making requests to the kernel via Netlink, which introduced additional overhead. This change reduces latency and improves performance in high-traffic environments. - The agent now determines the mount_id for every opened file at the eBPF level. This eliminates the need to resolve a file descriptor’s actual mount on every event, reducing redundant computations and improving overall performance. - By using a batched perf map reader, the agent now processes multiple events from the kernel at once, significantly reducing CPU consumption in high-throughput environments.

Let's dive into the first two major improvements introduced in Coroot v1.6! 👇 1⃣ Multi-tenancy mode 🔗 https://lnkd.in/eBwnrUzZ With multi-tenancy, each team or project gets its own secure space, so data stays clear and organized. This works by automatically creating separate databases in ClickHouse for each project and labeling metrics in Prometheus to ensure everything remains efficient and secure. 2⃣ Coroot Operator for Kubernetes 🔗 https://lnkd.in/eD6UK8hr The Coroot Operator automates the installation, configuration, and upgrades of Coroot, ensuring a seamless and consistent setup across your environments. It eliminates manual work and reduces the risk of errors, making it easier to get started and maintain your observability stack.

⚒️ Troubleshooting memory-related issues in Kubernetes 🧑💻 Nikolay Sivko : "Containers in distributed systems are often considered ephemeral entities, meaning they can crash and be restarted by an orchestrator like Kubernetes or even be evicted from the node. However, ..." 🔗 https://lnkd.in/e8X_VXQ6

🌎 Tool Consolidation in Observability 🔗 https://lnkd.in/eCXBmixM This article highlights the advantages of consolidating observability tools, including streamlined workflows, cost efficiency, and enhanced visibility.

Why Your Observability Approach Needs a Refresh 🔗 https://lnkd.in/ecka9DVz 🌐 Join Nikolay Sivko, Founder & CEO of Coroot, as he redefines observability in today’s complex software landscapes at the Open Source Observability Day! 🤖 Discover how Coroot leverages AI & machine learning to transform industry standards.

What Developers Should Know About Observability 🔗 https://lnkd.in/eJiy_yca 🔍 Watch Peter Zaitsev, Co-Founder of Coroot & Founder of Percona, delve into the importance of observability at the Open Source Observability Day! 📈 He explores how observability empowers modern applications and navigates complex systems.

📍 From Monitoring to Observability: Transforming IT Operations 🔗 Full article: https://lnkd.in/e24QdeT4 As organizations shift towards cloud-native architectures and microservices, observability is redefining IT operations. This transformation isn’t just about monitoring anymore; it’s about achieving deep system insights to ensure optimal performance and reliability.

🌟 Simplify Your Observability with Coroot Are you finding your Observability too complicated? Let Coroot experts show you how to streamline it in just 30 minutes. Schedule your demo today! 👉 Get your demo here: https://lnkd.in/gDmhjiTD #Observability #Coroot #Demo #Tech

📌 Implementing RED Method with Distributed Tracing 👨💻 Peter Zaitsev : "What if there are errors? You can clearly see errors in the overview interface – about 5 errors/sec in this case. What is causing them? Select the relevant..." 🔗 https://lnkd.in/ev77jfMp