Full stack observability icon. Bring data together from multiple domains.
Full stack observability icon. These features can enable DevOps teams to speed up remediation Overview Specifications Cisco Full-Stack Observability delivers optimal and secure experiences. HCLTech Unified Observability Service powered by IntelliOps framework is an integrated, full-stack Observability solution designed to streamline the complexity of managing and monitoring modern IT environments. Bring data together from multiple domains. Focus on the data and stack that matter most. Data observability refers to the ability to fully understand the health and state of data in an organization. Jul 23, 2024 · In the fast-paced digital world, maintaining a seamless user experience is more critical than ever. Introduction to Azure Monitor Azure Monitor is a comprehensive solution for collecting and analyzing monitoring data from cloud and on-premises environments, enabling full stack observability and enhancing availability and performance. Full Observability of Azure AKS environments requires performance visibility for the virtual hosts, running pods, containers, and orchestration, and any applications and services deployed on the cluster. Harness the power of AI and automation to proactively solve issues across the application stack with IBM Instana Observability. Powered by Elastic Observability, our solution integrates Log Monitoring, Cloud and Infrastructure Monitoring, APM, Digital Experience Monitoring, and more for faster issue resolution and optimized Jul 16, 2024 · Delve into the critical aspects of full stack observability, its significance, and how it can be a game-changer for organizations. This is especially true as organizations now rely on a combination of cloud service providers (CSPs) like AWS, Azure, GCP, and OCI. See the Big Picture with Full-Stack Observability for Modern IT Operations Observability tools that focus only on one part of the stack leave teams guessing and slow resolution when things go wrong. HCL iObserve is a comprehensive, integrated, and full-stack observability solution designed to observe the complex IT ecosystem across hybrid cloud and help customers accelerate digital transformation. Monitor, validate, and govern data across Synapse, Data Lake, and beyond with real-time observability and AI automation. While Future-proof modernization with continuous innovation The Datadog platform is constantly growing to help you solve bigger and modern problems with meaningful tooling that gives you full control over your observability data, complete visibility into your AI ecosystem, and end-to-end security for all. A comprehensive, powerhouse solution to help boost your IT operations and business performance. It’s a full-stack observability solution connecting data from web applications and their services, hybrid and cloud-native infrastructure–including Kubernetes ® and Azure ®–as well as networks, databases, and end-user experience, to deliver holistic business insights, operational intelligence, and smart automation. Apr 8, 2025 · “ Finally I’m starting a hands-on project to implement full-stack observability in my EKS Kubernetes cluster, beginning with monitoring using Prometheus and Grafana as the first step toward building a robust, production-grade observability setup that will later include the EFK stack for logging and Jaeger for distributed tracing. Nov 27, 2024 · HCLTech delivering full-stack observability As businesses shift more transactions online in the digital era, it’s essential for Financial Services organizations to adopt a comprehensive approach to visibility within their technology ecosystems. This approach, known as observability, enables them to monitor system performance while identify underlying factors that go beyond the traditional Apr 15, 2024 · To define, observability refers to the ability to infer a system’s internal states based on its external outputs. See full list on github. This facilitates anomaly detection even before it impacts the end user, and helps in track performance to ensure an improved customer and employee experience. Learn how full-stack observability enhances IT performance by providing end-to-end visibility across applications, infrastructure, and networks, ensuring faster root cause analysis and incident resolution. Get out-of-the-box full stack monitoring and observability, expert guidance and actionable insights in a single intuitive interface with StackState. It aims to serve as a central resource for administrators and developers alike by providing design concepts, examples, how-to guides and reference architectures to navigate the complexities of observability tools. FSO Full-Stack Observability Solutions. Observability and resiliency are crucial in IT operations as they ensure the continuous performance and reliability of systems. Only New Relic has a unified data platform for all telemetry data—metrics, events, logs and traces—paired with analysis tools to find solutions fast. An observability solution provides full-stack visibility into your application performance. Mar 8, 2024 · Full-stack observability is the practice of monitoring and understanding all layers of a software application, from the front-end user interface to the back-end infrastructure. What is full-stack observability? Full-stack observability refers to the ability of an observability solution to monitor the entire application stack — from the end user to the application code and infrastructure. This solution is designed for organizations wanting complete control over their observability stack, with flexibility to adapt and extend capabilities while leveraging cloud native standards. It introduces advanced concepts of various cloud monitoring technologies, networking, virtualizations including containerized environments and how the latest Dynatrace allows efficient and Feb 28, 2024 · Grafana, for example, is placed in the visualization bucket (where they are the de-facto standard), but has since expanded into a full-stack observability platform, offering APM, log analytics, infra monitoring, incident response and more. Discover a full stack observability platform that delivers real-time insights by tracking and monitoring everything to improve performance and increase reliability. What is full-stack observability? Simply put, full-stack observability is monitoring designed for modern, cloud-native architectures. A third still detected outages manually or from complaints. Jun 7, 2024 · Choose the Best Continuous Monitoring Tools in DevOps Continuous DevOps monitoring can help you transform your overall business outcomes, so while choosing a reliable monitoring tool, look for full-stack end-to-end observability. Apr 28, 2022 · Full-stack observability helps achieve the objective of optimizing the development and management of distributed cloud-native environments and applications. The Grafana ecosystem has evolved into a full-stack observability solution with specialized components designed for metrics, logs, and traces. New dashboards are now available for several popular Azure Monitor insights and to view Azure alerts. Find Observability Icons stock images in HD and millions of other royalty-free stock photos, illustrations and vectors in the Shutterstock collection. Flaticon, the largest database of free icons. com Aug 19, 2025 · Full-stack observability monitors and analyzes IT environments in real-time using correlated telemetry data to provide end-to-end visibility. Runs on Linux or Docker. Observability-driven development Simplify and streamline DevOps work with Instana, a full-stack observability platform. Incorporate Full-Stack Observability into your technology stack to link technology performance to tangible business outcomes. Monitor cloud, data center, and hybrid environments for faster issue resolution. Jun 6, 2023 · Ecosystem of Partners Enable New, Extensible Observability Use Cases to Unify and Secure Digital Experiences News Summary: New vendor-agnostic Cisco Full-Stack Observability (FSO) Platform brings Apr 18, 2022 · You can also easily get started with full-stack Azure app and infrastructure monitoring using out-of-the-box Grafana dashboards. Gain full visibility and real-time metrics of application transaction performance. At Acuative, we deliver full-stack observability, ensuring complete visibility across your application stack—from end-user experience to infrastructure. This Refcard explores the fundamentals of full-stack observability, telemetry signals, and key components of the OpenTelemetry specification. Oct 12, 2022 · A full stack observability with Azure Managed Grafana by a single-click configuration to seamlessly link various data sources and get popular out-of-the-box Grafana dashboards Get started with Azure Monitor’s cloud native offering Getting started with Azure Monitor’s cloud native offering for Kubernetes monitoring is a breeze. Thousands of new, high-quality pictures added every day. 8 features The Network Observability CLI, a kubectl plugin, has been significantly enhanced in version 1. Not only does this mean paying close attention to the end-user interfaces, but it also involves examining everything behind the scenes, including the backend application infrastructure, networks, databases, APIs, and cloud-hosted services and applications. Increase container security with built-in capabilities for policies and controls. This approach facilitates a deeper understanding and proactive management of systems. This guide covers the basics, benefits, using it with Prometheus and Grafana, and answers common questions. Full stack observability gives you a 360-degree view of your systems, applications, and infrastructure, enabling alignment and collaboration between IT and business teams to Cisco Full-Stack Observability delivers optimal and secure experiences. Apr 30, 2024 · When full-stack observability is deployed, the positives are exponential to efficiency and effectiveness of cross-team collaboration when everyone is working from the same source of truth. Find Observability Icon stock images in HD and millions of other royalty-free stock photos, 3D objects, illustrations and vectors in the Shutterstock collection. The Dynatrace Advanced Observability Certification focuses on Practitioners who require an in-depth knowledge of end-to-end observability of their cloud and application environments, including security. Log Management: integrates collection and archiving. Aug 1, 2025 · Only 27% of respondents had achieved full-stack observability, but 78% saw observability as a key enabler for achieving core business goals. Start in 2 minutes. It facilitates immediate issue detection and resolution Nov 7, 2023 · There are seven new modules on the Cisco Observability Platform, built by development partners and created to expand its full-stack observability ecosystem. Mar 20, 2025 · Datadog Observability This cloud-based system provides many modules that you can assemble into a single console for full stack monitoring. We sort through the noise and discuss the major open source observability tools. Yet, many organizations still face fragmented visibility, slow issue resolution, and operational blind spots. Centralize data from existing monitoring tools, cloud providers, ServiceNow agents, and third-party tools for a full-stack view of service health. By implementing full stack observability, you can maintain operational integrity, swiftly address performance issues, and ensure a seamless user Aug 1, 2025 · As more vendors move into the crowded market for monitoring and observability platforms, organizations benefit from a wider and more intelligent range of options in the pursuit of end-to-end full-stack visibility. The tool should also offer integration and interoperability between ITSM, operational, and AIOps tools. This includes Kubernetes, browser, mobile, network and synthetic monitoring. Jul 29, 2019 · Tactical monitoring of enterprise technology is no longer enough. Step-by-step guide for metrics, traces, and logs integration. Jun 6, 2023 · Announcing the Cisco FSO Platform, an open and extensible, API-driven Full-Stack Observability (FSO) platform built on OpenTelemetry. IVI helps organizations achieve this holistic view: Aug 9, 2023 · Businesses need to move beyond traditional application monitoring to full stack observability to identify and mitigate vulnerabilities and ensure optimal performance. Mar 17, 2025 · Discover the best AI observability tools to provide full-stack observability and insights into your AI behavior, security threats, and performance Cisco Full-Stack Observability delivers optimal and secure experiences. This includes networks, applications, storage, cloud deployments, databases, microservices, infrastructure, and more. In contrast, traditional monitoring focuses on predefined metrics and logs, providing a more surface-level May 19, 2025 · Announcing public preview of Azure AI Foundry Observability, a unified solution for governance, evaluation, tracing, and monitoring in AI development. 8, offering a lightweight yet powerful way to manage network observability directly from the command line. Telemetry Data and OpenTelemetry. Jul 3, 2024 · Splunk Observability Cloud is a full-stack observability solution, combining purpose-built systems for application, infrastructure and end-user monitoring, pulled together by a common data model, in a unified interface. Explore key components, implementation strategies, and see how solutions like Uptrace can provide deep insights across your entire technology stack. Resolve issues 5x faster with intelligent transaction observability. Discover how using a full stack observability solution. . This setup includes the injection of Dynatrace OneAgent and provides insights into both cluster performance and application behavior. Observe, secure, optimize, extend. Overview The client, being a Global Telecommunication Equipment Manufacturer, Software, and Service Provider, was supporting its Telecom Service Provider (TSP) customers to deliver highly performant and reliable mobile and broadband services to their billions of customers globally through four business-critical applications. Provide unified visibility, drive real-time insights, and recommend actions. UNDERSTANDING FULL STACK OBSERVABILITY In modern IT operations, full stack observability stands as a cornerstone principle for ensuring the reliability, performance, and resilience of complex systems. Download over 536 icons of full stack in SVG, PSD, PNG, EPS format or as webfonts. Monitor logs, metrics & traces with 140x lower storage costs than Elasticsearch. It involves collecting and analyzing data from various sources to gain insights into an application's performance, availability, and user experience. This starts at the frontend user interface, goes through application services, and ends at backend infrastructure and networks. Compare and filter by verified product reviews and choose the software that’s right for your organization. It empowers you to see beyond isolated metrics and logs, facilitating a deeper understanding of the interconnected nature of modern software systems. Finden und beheben Sie Probleme schneller, stellen Sie die Zuverlässigkeit sicher und behalten Sie die Kontrolle über Ihre Daten und Kosten – mit der einzigen analysegestützten, OpenTelemetry-nativen Observability-Lösung für den gesamten Stack. Observability Icons This repository offers icons to describe the different types of observability signals inspired by current and (hopefully) future OpenTelemetry features. VictoriaMetrics forked the demo and extended it with VictoriaMetrics, VictoriaLogs, and VictoriaTraces, providing insights into VictoriaMetrics’ observability stack where metrics, logs, and traces flow Feb 10, 2025 · The New Relic observability platform is made up of multiple tools that provide full-stack monitoring across applications and infrastructure. Improved End-User May 3, 2023 · Read what full-stack observability is, its benefits, features to look for, and questions to ask when choosing a full-stack observability solution. Whether your infrastructure is cloud-native, on-premises, or hybrid, our solution connects data from web applications, cloud services, databases, networks, and end-user experiences to Jul 7, 2023 · Core Tech Introduction to Application Observability Using Cisco AppDynamics and ThousandEyes This course will introduce you to how Cisco AppDynamics, ThousandEyes, and Intersight Workload Optimizer provide observability across the entire stack of applications, infrastructure, and security with real-time insights and business context. To gain more insights for the data you collect, link Azure Managed Grafana to managed service for Prometheus. What is full-stack observability? Full-stack observability is the ability to determine the state of every endpoint in a distributed IT environment based on its telemetry data. Datadog excels at real-time infrastructure monitoring, while Dynatrace enhances automation and anomaly detection with AI capabilities. Jun 4, 2025 · New Relic A large cloud platform of system observability tools that includes network monitoring services for device statuses and traffic analysis. Full-stack observability gives you a complete picture of how your IT estate is operating—at a moment’s notice. Sep 10, 2025 · The OpenTelemetry Astronomy Shop demo has long served as a reference environment for exploring observability in distributed systems, but until now it shipped with only a Prometheus datasource. Feb 28, 2024 · This tool’s observability features include full-stack visibility, automatic and intelligent observability across cloud and hybrid environments, and continuous auto-discovery of hosts, virtual machines (VMs), serverless, cloud services, containers, and Kubernetes. Free Full stack observability icons, logos, symbols in 50+ UI design styles. What Is Observability? Apr 30, 2025 · An emerging option is to implement full-stack observability, from the network layer to the application layer, without requiring invasive application or infrastructure changes. Full-stack observability offers a comprehensive view across all layers of the tech stack, enabling deep insights into system behavior based on external outputs. Jun 18, 2025 · As businesses expand their digital ecosystems, achieving seamless, real-time observability has never been more critical. The solution provides service relationship views, and dependency maps Monitor and maintain performance Uncover issues before they impact operations with unified dashboards, live traffic monitoring, and full-stack observability to proactively detect drift and regressions. Jan 19, 2024 · Full-stack Observability, on the other hand, represents a comprehensive approach, integrating monitoring and visibility across the entire technology stack. Jul 27, 2025 · Full Stack Observability is the practice of monitoring and understanding the health, performance and behavior of the entire technology stack. Full-stack observability software solutions are designed to integrate with all applications within your stack. Splunk Observability Benefiting from the Splunk data analysis system, this package provides data gathering systems that include a log server and distributed tracing to unify system monitoring. That's because, even as the rise of new technologies Sep 20, 2024 · Azure Monitor, Microsoft’s fully managed observability platform, offers a robust solution to help organizations achieve full-stack observability across their applications, infrastructure, and services. Traditional monitoring no longer suffices in today’s hybrid, cloud-native world. The client was facing performance and visibility issues with its Full-Stack Observability helps engineers plan, build, deploy, and run great software. Apr 19, 2025 · Learn how to get a full view of your complex systems using OpenTelemetry. Oct 31, 2024 · Full-stack observability combines infrastructure and application monitoring in Kubernetes environments. It enables developers to monitor Transform IT operations with end-to-end observability across your entire tech stack. SaaS-Delivered, hybrid, full-stack observability A versatile solution designed to meet a wide range of use cases. Dec 10, 2024 · Full stack observability provides a unified approach to monitoring and troubleshooting across all IT layers. Features Get to root causes faster for less time in war rooms Experience the power of Splunk Observability Cloud, the full-stack, OpenTelemetry-native platform for deep visibility across environments. Adopting modern observability is about up-leveling traditional monitoring tools to a platform that pulls in data from multiple sources and platforms. Compare similar Dec 16, 2020 · Full-stack observability offers the troubleshooting tools needed, regardless of where problems occur. It demands a strategy for data collection, correlation, visualization, and integration into operational workflows. Nagios XI An expandable on-premises system that offers full-stack observability with network device status tracking included. Try Dynatrace today for free. New Relic's Buddy Brewer and Alberto Gomez set out the 10 principles of full-stack observability Observability is an increasingly important concept for enterprise technology teams. Why do we recommend it? The industry’s most powerful unified observability and security platform built for the AI era. Observability Stack is an umbrella project, leveraging the open-source ecosystem to provide a platform independent, community-driven and flexible observability toolkit. Feb 27, 2025 · Full stack observability thoroughly monitors and understands system components, including frontend, backend, and infrastructure. This provides essential end-to-end visibility across complex tech stacks and various data types, such as metrics, events, logs, and traces (MELT), as well as end-user sessions Mar 17, 2025 · Learn how to implement complete observability with OpenTelemetry and Grafana 11 in 2025. Find out what full-stack observability is and why your business needs it. Jul 8, 2025 · Key Features: Addition to the Core Network Monitor: Provides full-stack observability Autodiscovery: Documents all systems Application Dependency Mapping: The Component Summary Dashboard Monitoring Profiles: Offers prebuilt profiles for popular apps. Find and fix issues faster, ensure reliability and control of data and costs with the only full-stack, analytics-powered and OTel-native observability solution. Feb 26, 2025 · OpenShift 4. Sep 15, 2025 · A robust duo for full-stack observability, integrating metrics, logs, and traces with advanced analytics and AI-driven performance monitoring. Empower your Azure ecosystem with DQLabs. Learn how this comprehensive approach to monitoring and observability can improve system performance, enhance collaboration, and optimize costs. Oct 11, 2024 · Jump in and learn the ins-and-outs of the Grafana LGTM stack and Tracetest to get end-to-end observability and testing. Leveraging a native open-source framework and out-of-the-box third-party integrations. Move past the ‘what’ to uncover the ‘why’. Our Cisco Full-Stack Observability strategy provides AI/ML-driven analytics and a new observability ecosystem that delivers relevant and impactful business insights. Whether you're managing a single cluster or a global fleet, you'll find new tools and integrations designed to help you: Full stack observability (FSO) involves monitoring and managing your entire technology stack’s performance, health, and security. AWS Control Tower is a service that helps customers build a scalable, secure, well-architected, multi-account environment, referred to as a landing zone. NET applications. Jul 21, 2025 · Network Observability CLI 1. This innovative tool empowers teams to confidently ship production-grade AI by providing continuous visibility across the entire AI application lifecycle, from model selection to real-time debugging Oct 11, 2024 · How to get started Security considerations Limitations & Future Enhancements Resources 1. Aug 22, 2025 · Full stack observability is not merely about collecting data but about providing actionable insights. Mar 12, 2024 · Learn about end-to-end observability, its significance in modern IT infrastructures, and actionable insights for its implementation and optimization. Jul 10, 2025 · Discover how eBPF is revolutionizing high-performance networking, security, and deep observability for . Cilium Hubble offers distributed observability, monitoring and tracing that teams can use to inspect flows inside Kubernetes clusters and troubleshoot network connectivity. This means every aspect of your application can be understood in the context of the entire digital experience. A full-stack observability solution from Insight and Cisco helps you monitor your infrastructure — from your data to your applications — to enhance workload performance. Access our community-powered icon pack for clear visual communication. Codegiant stands out for its application of Full-stack Observability. ” Nov 1, 2023 · Full Stack Observability with Prometheus and Grafana helps identify performance bottlenecks and areas for optimization, leading to more efficient applications. I wanna show you three monitors we have defined in Datadog’s own Datadog account that we use to monitor ourselves. Monitor your full stack. Our solution includes built-in intelligence to help customers optimize performance, ensure availability, and reduce Observability and resiliency are crucial in IT operations as they ensure the continuous performance and reliability of systems. Cisco Full-Stack Observability delivers optimal and secure experiences. Open source observability provides a highly customizable, community-driven platform built on proven technologies. This visibility ensures seamless performance, swift problem-solving, and an enhanced user experience. This comprehensive guide explores practical implementation, architecture patterns, and real-world use cases for solutions architects and DevOps teams. A modern data quality platform leverages the unified power of observability, quality and discovery to deliver reliable and accurate data. Full-Stack Observability (FSO) is a business monitoring tool that provides real-time visibility across your entire technology stack. 18's observability stack builds on proven open source components, hardened to Red Hat's enterprise standards. May 29, 2025 · Achieving Full-Stack Observability: IVI's Integrated Approach Building a truly integrated, full-stack observability capability requires more than just deploying tools. 2. Gain deep AI-powered insights with a unified full-stack observability platform to uncover and fix errors and security issues faster from one place. Aug 22, 2024 · The Azure Native New Relic Service offers a comprehensive observability platform, allowing you to monitor your apps, infrastructure, and Azure services seamlessly. Selector delivers full-stack observability across infrastructure, network, applications, and cloud. Full-Stack Monitoring So, there’s a bit going on in this slide but bear with me for a second. Join us to unlock clarity, agility, and smarter observability across your IT stack. Endpoints include on-premises servers, Kubernetes infrastructure, cloud-hosted infrastructure and services, and open-source technologies. It allows you to understand how your software system interacts at scale, across everything from traditional mainframes and legacy clients to modern serverless or Kubernetes-based services. Our solution includes built-in intelligence to help customers optimize performance, ensure availability, and reduce Jul 18, 2024 · Cisco Full-Stack Observability, available from Insight, monitors multiple domains to empower your team to secure and optimize across the full stack. Download it now! AppDynamics is part of the Splunk Observability portfolio Splunk AppDynamics delivers full-stack observability linked to business performance for hybrid and three-tier applications. Oct 5, 2024 · Discover what full stack observability is and why it is crucial for modern IT environments. Feb 1, 2025 · Integrating Grafana Observability Stack into a Spring Boot Application: A Comprehensive Guide Observability is the cornerstone of modern software development. Jul 18, 2024 · Cisco Full-Stack Observability, available from Insight, monitors multiple domains to empower your team to secure and optimize across the full stack. iObserve is designed for organizations of all sizes and industries. Get this PowerPoint and Google Slides template to describe how Full Stack Observability helps track the app’s performance, identify bottlenecks, and optimize code. Aug 13, 2025 · สิริซอฟต์ ผนึกกำลัง หัวเว่ย และ Elastic จัดงาน “Reimagine the Future of Infra with Open Ecosystem and Full-Stack Observability” ขับเคลื่อนองค์กรไทยสู่โครงสร้างพื้นฐานยุคใหม่ที่ยืดหยุ่นพร้อมรับ Jun 10, 2025 · Site24x7 Cloud Monitoring Review: Observability for Multi-Cloud Environments (FREE TRIAL) Maintaining full-stack observability is critical. It seamlessly brings together DevOps, IT Ops, and Cloud Ops teams, covering networks, infrastructure, databases, applications, and user experience. New features include a background option for running flow or packet captures non-interactively, and customizable namespaces for parallel capture operations Mar 4, 2025 · No, this blog focuses on to coin a phrase ‘Full Stack Observability’ namely how Cisco + Splunk have brought together their products in the space to achieve observability solutions. In this guide, we’ll further explain full-stack observability and An enterprise-ready Kubernetes container platform with full-stack automated operations to manage hybrid cloud and multicloud deployments. Fast, scalable and cost-effective open source observability platform. With Azure Monitor, organizations can gain full-stack visibility into their applications and infrastructure, enabling proactive issue detection and resolution. At its essence, full stack observability encompasses the comprehensive monitoring and analysis of every layer comprising the technology stack, from the underlying infrastructure to the Jan 2, 2024 · The number of tools for observability is overwhelming. May 2, 2025 · Looking for the best observability platform for your data and infra? This ultimate guide can help you decide the best one for you. The Mission Of The InRhythm Propel Mar 14, 2017 · And I’ll try to ease out what we mean by full-stack observability. Enter full stack observability—the superhero cape for IT operations and development teams providing complete visibility. Download Static and animated Full stack observability vector icons and logos for free in PNG, SVG, GIF Aug 5, 2025 · Make observability easier to understand with OTel icons. In modern applications, full stack observability is crucial to understanding the entire technology stack. Feb 27, 2025 · The next generation of AI agents demands a unified observability stack that spans across layers — from system telemetry to model behavior to security enforcement. Organize metrics across application, compute infrastructure, and databases, to enable faster root cause analysis without fragmented data. Learn how full-stack observability accelerates incident response, prevents security and operations problems from happening, and improves user experiences. Feb 20, 2024 · Learn about what full-stack observability is, how it can help get you an overall view of your system data, and how Chronosphere can help implement it. Tune in! Find the top Observability Platforms with Gartner. Nov 8, 2022 · Observe your full-stack with Azure Managed Grafana and OpenTelemetry-based instrumentation Once you have the monitoring data, it is imperative to bring it all together for continuous observability. Jun 24, 2025 · On top of that, the Red Hat observability stack is fine-tuned for large-scale deployments, horizontally scalable, handling large volumes of logs from thousands of pods across many clusters without becoming a resource hog. vjcqdyqtdqxpylanawdysmntzuoimtwsvggbkhgnjwjyorjjljfgg