Top New Relic Alternatives

Site24x7 offers an integrated cloud monitoring solution designed to enhance IT operations and DevOps for organizations of all sizes. This platform assesses the actual experiences of users interacting with websites and applications on both desktop and mobile platforms. DevOps teams benefit from capabilities that allow them to oversee and diagnose issues in applications and servers, along with monitoring their network infrastructure, which encompasses both private and public cloud environments. The comprehensive end-user experience monitoring is facilitated from over 100 locations worldwide, utilizing a range of wireless carriers to ensure thorough coverage and insight into performance. By leveraging such extensive monitoring features, organizations can significantly improve their operational efficiency and user satisfaction.

A cloud-centric observability platform that enables organizations to oversee and analyze their workloads and performance through a unified interface. Keep an eye on all your cloud services while maintaining cost efficiency, detailed insights, and scalability. Groundcover offers a cloud-native application performance management (APM) solution designed to simplify observability, allowing you to concentrate on developing exceptional products. With Groundcover's unique sensor technology, you gain exceptional detail for all your applications, removing the necessity for expensive code alterations and lengthy development processes, which assures consistent monitoring. This approach not only enhances operational efficiency but also empowers teams to innovate without the burden of complicated observability challenges.

OpManager serves as the perfect comprehensive tool for monitoring your organization's entire network system. It allows you to meticulously track the health, performance, and availability of all network components, including switches, routers, LANs, WLCs, IP addresses, and firewalls. By providing insights into hardware health and performance, you can efficiently monitor metrics such as CPU usage, memory, temperature, and disk space, thereby enhancing overall operational efficiency. The software simplifies fault management and alert systems through instant notifications and thorough logging. With streamlined workflows, users can easily set up the system for rapid diagnosis and implementation of corrective actions. Additionally, OpManager boasts robust visualization features, including business views, 3D data center representations, topology maps, heat maps, and customizable dashboards that cater to various needs. By equipping users with over 250 predefined reports covering critical metrics and areas in the network, it empowers proactive capacity planning and informed decision-making. Overall, the extensive management functionalities of OpManager position it as the optimal choice for IT administrators striving for enhanced network resilience and operational effectiveness. Furthermore, its user-friendly interface ensures that both novice and experienced administrators can navigate the platform with ease.

Grafana Labs provides an open and composable observability stack built around Grafana, the leading open source technology for dashboards and visualization. Recognized as a 2025 Gartner® Magic Quadrant™ Leader for Observability Platforms and positioned furthest to the right for Completeness of Vision, Grafana Labs supports over 25M users and 5,000+ customers. Grafana Cloud is Grafana Labs’ fully managed observability platform designed for scale, intelligence, and efficiency. Built on the open-source LGTM Stack—Loki for logs, Grafana for visualization, Tempo for traces, and Mimir for metrics—it delivers a complete, composable observability experience without operational overhead. Grafana Cloud leverages machine learning and intelligent data management to help teams optimize performance and control costs. Features like Adaptive Metrics and cardinality management automatically aggregate high-volume telemetry data for precision insights at a fraction of the cost. With AI-driven alerting and incident correlation, teams can detect anomalies faster, reduce alert fatigue, and focus on what matters most—system reliability and user experience. Grafana Cloud supports OLAP-style analysis through integrations with analytical databases and data warehouses, allowing teams to visualize and correlate multi-dimensional datasets alongside observability data. Seamlessly integrated with OpenTelemetry and hundreds of data sources, Grafana Cloud provides a single pane of glass for monitoring applications, infrastructure, and digital experiences across hybrid and multi-cloud environments. Backed by Grafana Labs’ global expertise and trusted by 5,000+ customers, it empowers organizations to achieve observability at scale—open, intelligent, and future-ready.

NetCrunch is a modern, scalable network monitoring and observability platform designed to simplify infrastructure and traffic management across physical, virtual, and cloud environments. It monitors everything from servers, switches, and firewalls to operating systems, cloud platforms like AWS, Azure, and GCP, including IoT, virtualization (VMware, Hyper-V), applications, logs, and custom data via REST, SNMP, WMI, or scripts-all without agents. NetCrunch offers over 670 built-in monitoring packs and policies that automatically apply based on device role, enabling fast setup and consistent configuration across thousands of nodes. Its dynamic maps, real-time dashboards, and Layer 2/3 topology views provide instant visibility into the health and performance of the entire infrastructure. Unlike legacy tools like SolarWinds, PRTG, or WhatsUp Gold, NetCrunch uses simple node-based licensing with no hidden costs, eliminating sensor limits and pricing traps. It includes intelligent alert correlation, alert automation & suppression, and proactive triggers to minimize noise and maximize clarity, along with 40+ built-in alert actions including script execution, email, SMS, webhooks, and seamless integrations with tools like Jira, PagerDuty, Slack, and Microsoft Teams. Out-of-the -box AI-enhanced root cause analysis and recommendation for every alert. NetCrunch also features full hardware and software inventory, device configuration backup and change tracking, bandwidth analysis, flow monitoring (NetFlow, sFlow, IPFIX), and flexible REST-based data ingestion. Designed for speed, automation, and scale, NetCrunch enables IT teams to monitor thousands of devices from a single server, reducing manual work while delivering actionable insights instantly. Designed for on-prem (including air-gapped), cloud self-hosted or hybrid networks, it is the ideal future-ready monitoring platform for businesses that demand simplicity, power, and total infrastructure awareness.

FirstWave’s NMIS acts as a robust network management system, encompassing fault detection, performance monitoring, configuration oversight, performance visualizations, and alerts based on specific thresholds. It employs business rules that facilitate tailored notification policies, compatible with various notification methods. Additionally, FirstWave empowers its partners, which include some of the largest telecommunications companies and managed service providers worldwide, to safeguard their clientele against cyber threats, all while swiftly expanding their cybersecurity service revenues on a significant scale. Overall, FirstWave delivers a thorough and integrated solution for network discovery, management, and cybersecurity, catering to its global partners. This holistic approach ensures that partners can effectively combat evolving cyber threats while managing their networks efficiently.

Edge Delta introduces a groundbreaking approach to observability, being the sole provider that processes data at the moment of creation, allowing DevOps, platform engineers, and SRE teams the flexibility to direct it wherever needed. This innovative method empowers clients to stabilize observability expenses, uncover the most valuable insights, and customize their data as required. A key feature that sets us apart is our distributed architecture, which uniquely enables data processing to occur at the infrastructure level, allowing users to manage their logs and metrics instantaneously at the source. This comprehensive data processing encompasses: * Shaping, enriching, and filtering data * Developing log analytics * Refining metrics libraries for optimal data utility * Identifying anomalies and activating alerts Our distributed strategy is complemented by a column-oriented backend, facilitating the storage and analysis of vast data quantities without compromising on performance or increasing costs. By adopting Edge Delta, clients not only achieve lower observability expenses without losing sight of key metrics but also gain the ability to generate insights and initiate alerts before the data exits their systems. This capability allows organizations to enhance their operational efficiency and responsiveness to issues as they arise.

Monitoring IT performance extends beyond simply tracking CPU, memory, and network usage. With eG Enterprise, the focus shifts to enhancing the user experience, which becomes a pivotal element of your IT management and monitoring approach. This platform provides the capability to evaluate users' digital experiences and offers comprehensive insights into the performance of the entire application delivery pipeline—from the underlying code to user interactions, encompassing both data centers and cloud environments—accessible through a unified interface. Additionally, eG Enterprise allows for the correlation of performance metrics across various domains, enabling proactive identification of underlying issues. Leveraging machine learning and analytical tools, IT teams can make informed decisions regarding optimization and resource allocation for anticipated growth. Consequently, this leads to more satisfied users, heightened productivity, increased IT operational efficiency, and measurable business returns. Moreover, eG Enterprise is versatile in deployment, being available for both on-premise installation and as a Software as a Service (SaaS) offering. Start your journey towards enhanced IT performance by signing up for a free trial of eG Enterprise today, and experience the transformation firsthand.

Paessler PRTG offers a comprehensive monitoring solution characterized by its easy-to-navigate interface, which is driven by an advanced monitoring engine. By streamlining connections and managing workloads efficiently, it helps to lower operational expenses and avert potential outages. Additionally, it enhances time management and ensures compliance with service level agreements (SLAs). The platform is equipped with an array of specialized monitoring capabilities, including customizable alerting, cluster failover mechanisms, distributed monitoring, as well as detailed maps and dashboards, all complemented by extensive reporting functionalities. With its robust features, PRTG empowers organizations to maintain optimal performance and address issues proactively.

Sematext Cloud offers comprehensive observability tools tailored for contemporary software-driven enterprises, delivering crucial insights into the performance of both the front-end and back-end systems. With features such as infrastructure monitoring, synthetic testing, transaction analysis, log management, and both real user and synthetic monitoring, Sematext ensures businesses have a complete view of their systems. This platform enables organizations to swiftly identify and address significant performance challenges, all accessible through a unified cloud solution or an on-premise setup, enhancing overall operational efficiency.

Auvik Network Management offers a sophisticated software solution for network oversight that enables IT experts to gain comprehensive insight, automate processes, and manage their network infrastructure effectively. Organizations, regardless of their scale, rely on this cutting-edge platform to improve operational efficiency, bolster security measures, and enhance performance metrics. A key highlight of Auvik is its ability to provide real-time network mapping and discovery, which automatically creates interactive visual representations of your network’s layout. This feature simplifies the identification of devices, connections, and possible bottlenecks within the network. Such critical insights facilitate better planning and optimization of network architecture, ensuring peak efficiency and reliability. By leveraging Auvik’s capabilities, organizations can proactively address issues and adapt to changing network demands.

Scout Monitoring goes beyond traditional Application Performance Monitoring by providing insights that charts alone cannot deliver. Scout APM serves as a vital tool for developers, enabling them to detect and address performance issues proactively, ensuring that customers are not affected by these problems. Its real-time alerting features, user-friendly interface aimed at developers, and tracing capabilities that connect performance bottlenecks directly to the source code allow for more efficient debugging, giving developers the freedom to focus on creating exceptional products. With a lightweight agent that effectively monitors necessary dependencies, users can swiftly identify, prioritize, and resolve a range of performance challenges, such as memory leaks, N+1 query issues, and sluggish database responses. Scout APM is versatile, supporting applications built in Ruby, PHP, and Python, making it an essential tool for developers across various programming languages. By leveraging Scout APM, teams can enhance their applications' performance and deliver a smoother experience for their users.

Pandora FMS boasts over 50,000 installations worldwide, making it a comprehensive monitoring solution that addresses various traditional monitoring sectors such as servers, networks, applications, logs, synthetic transactions, remote management, and inventory. This platform enables swift identification and resolution of issues, effectively scaling to accommodate both on-premise and multi-cloud environments. With Pandora FMS, users can leverage their entire IT infrastructure and analytical tools to tackle even the most elusive problems. Additionally, it offers extensive control over a wide range of technologies and applications through its collection of more than 500 plugins, which support systems like SAP, Oracle, Lotus, Citrix, Jboss, VMware, AWS, and SQL Server. Consequently, organizations can ensure optimal performance and reliability across their entire technology ecosystem.

Amazon CloudWatch acts as an all-encompassing platform for monitoring and observability, specifically designed for professionals like DevOps engineers, developers, site reliability engineers (SREs), and IT managers. This service provides users with essential data and actionable insights needed to manage applications, tackle performance discrepancies, improve resource utilization, and maintain a unified view of operational health. By collecting monitoring and operational data through logs, metrics, and events, CloudWatch delivers an integrated perspective on both AWS resources and applications, alongside services hosted on AWS and on-premises systems. It enables users to detect anomalies in their environments, set up alarms, visualize logs and metrics in tandem, automate responses, resolve issues, and gain insights that boost application performance. Furthermore, CloudWatch alarms consistently track metric values against set thresholds or those created by machine learning algorithms to effectively spot anomalies. With its extensive capabilities, CloudWatch is a crucial resource for ensuring optimal application performance and operational efficiency in ever-evolving environments, ultimately helping teams work more effectively and respond swiftly to issues as they arise.

Epsagon empowers teams to rapidly visualize, comprehend, and enhance their microservice architectures. By utilizing our innovative lightweight auto-instrumentation, we effectively remove data gaps and the manual effort tied to traditional APM solutions, which leads to notable decreases in the time required for issue detection, root cause analysis, and resolution. Additionally, Epsagon boosts development efficiency and minimizes application downtime, ultimately fostering a more agile development environment. This combined approach not only streamlines processes but also enhances overall team productivity.

The Dynatrace software intelligence platform transforms organizational operations by delivering a distinctive blend of observability, automation, and intelligence within one cohesive system. Transition from complex toolsets to a streamlined platform that boosts automation throughout your agile multicloud environments while promoting collaboration among diverse teams. This platform creates an environment where business, development, and operations work in harmony, featuring a wide range of customized use cases consolidated in one space. It allows for proficient management and integration of even the most complex multicloud environments, ensuring flawless compatibility with all major cloud platforms and technologies. Acquire a comprehensive view of your ecosystem that includes metrics, logs, and traces, further enhanced by an intricate topological model that covers distributed tracing, code-level insights, entity relationships, and user experience data, all provided in a contextual framework. By incorporating Dynatrace’s open API into your existing infrastructure, you can optimize automation across every facet, from development and deployment to cloud operations and business processes, which ultimately fosters greater efficiency and innovation. This unified strategy not only eases management but also catalyzes tangible enhancements in performance and responsiveness across the organization, paving the way for sustained growth and adaptability in an ever-evolving digital landscape. With such capabilities, organizations can position themselves to respond proactively to challenges and seize new opportunities swiftly.

Datadog serves as a comprehensive monitoring, security, and analytics platform tailored for developers, IT operations, security professionals, and business stakeholders in the cloud era. Our Software as a Service (SaaS) solution merges infrastructure monitoring, application performance tracking, and log management to deliver a cohesive and immediate view of our clients' entire technology environments. Organizations across various sectors and sizes leverage Datadog to facilitate digital transformation, streamline cloud migration, enhance collaboration among development, operations, and security teams, and expedite application deployment. Additionally, the platform significantly reduces problem resolution times, secures both applications and infrastructure, and provides insights into user behavior to effectively monitor essential business metrics. Ultimately, Datadog empowers businesses to thrive in an increasingly digital landscape.

IBM Instana sets a new standard for preventing incidents by delivering extensive full-stack visibility with remarkable one-second accuracy and a mere three seconds for notifications. As cloud infrastructures become increasingly complex and rapidly changing, the financial toll of even an hour of downtime can escalate into six figures or beyond. Traditional application performance monitoring (APM) solutions often do not provide the necessary speed and depth to effectively diagnose and contextualize technical challenges, and they frequently require significant training for advanced users before they can be efficiently used. Conversely, IBM Instana Observability goes beyond the constraints of typical APM tools by making observability easily accessible to a broader range of professionals, including those in DevOps, SRE, platform engineering, ITOps, and development teams, allowing them to acquire crucial data and insights without any obstacles. The Instana Dynamic APM operates through a unique agent architecture that employs sensors—lightweight, automated programs specifically crafted to monitor individual entities and ensure they are performing optimally. Consequently, organizations are better equipped to proactively address incidents and sustain a higher level of service continuity, ultimately leading to improved operational efficiency.

Splunk AppDynamics brings together observability, business analytics, and runtime security to create a unified platform for managing hybrid and on-prem application environments. Designed for enterprises with complex infrastructures, it correlates application, transaction, and end-user data with business metrics, ensuring that performance improvements translate directly into measurable business outcomes. The platform excels at anomaly detection and root cause analysis, powered by AI and ML baselining that continuously learns and adapts to system behavior. It supports monitoring of critical SAP and non-SAP workflows, enabling organizations to trace issues to the deepest levels of ABAP code or database queries while maintaining business continuity. AppDynamics extends observability across APIs, SaaS, ISPs, and third-party services, offering a full view of network and infrastructure dependencies. For security, it integrates runtime protection, proactively blocking attacks and ensuring compliance with enterprise standards. With Digital Experience Monitoring, organizations gain end-to-end visibility into customer journeys across web, mobile, and synthetic environments. Flexible data collection through agents or OpenTelemetry ensures seamless integration into existing architectures. By preventing costly outages and optimizing resources, AppDynamics has demonstrated tangible ROI, saving enterprises millions while improving user satisfaction. It’s a solution built for businesses that need to unify performance, security, and business impact in one platform.

LogicMonitor stands out as the premier SaaS-based observability platform, fully automated and designed for both enterprise IT and managed service providers. With a focus on cloud-first and hybrid solutions, it equips organizations and service providers with vital insights by offering extensive visibility into various aspects such as networks, cloud environments, applications, servers, and log data, all integrated into a single platform. This fosters enhanced collaboration and efficiency among IT and DevOps teams, while ensuring a secure and intelligently automated environment. By delivering comprehensive end-to-end observability for enterprise operations, LogicMonitor bridges the gap between developers and users, aligns customer experiences with cloud services, connects infrastructure with applications, and transforms business insights into immediate actions. This not only maximizes uptime and improves the user experience but also enables businesses to anticipate future challenges, empowering them to advance confidently and without hesitation. As the digital landscape evolves, maintaining such a robust observability framework becomes essential for sustained success.

Splunk Enterprise is a data platform designed to give organizations total visibility into their operations, security, and infrastructure. It allows businesses to collect and analyze data from virtually any source, whether it’s logs, metrics, or streaming data, enabling proactive monitoring and response. Teams can build powerful dashboards, automate alerts, and track anomalies in real time, ensuring that threats and issues are identified before they disrupt operations. Powered by Splunk AI, the platform goes beyond reporting by predicting risks, uncovering hidden patterns, and enabling data-driven decisions. Splunk’s machine learning apps, such as the AI Assistant and Anomaly Detection toolkit, bring advanced intelligence to IT service management and security workflows. Its flexible architecture scales effortlessly, supporting terabytes of data and over 2,300 integrations with popular enterprise tools. Whether in security operations, IT infrastructure, or digital business monitoring, Splunk unifies data across edge, cloud, and hybrid ecosystems. Customers report dramatic efficiency gains, such as cutting incident workloads by nearly 99% and slashing costs with automation. This ability to connect insights across the enterprise makes Splunk an essential platform for digital resilience. By turning raw data into clear, actionable intelligence, Splunk empowers organizations to act with speed, clarity, and confidence.

Coralogix stands out as a leading stateful streaming platform, empowering engineering teams with immediate insights and the ability to analyze trends over time without depending on conventional storage or indexing methods. The platform allows for the seamless importation of data from various sources to effectively manage, monitor, and notify you about your applications. Coralogix intelligently distills vast amounts of events down to recognizable patterns, facilitating quicker troubleshooting and enhanced understanding. Its machine learning algorithms continuously observe data flows and patterns across system components, generating dynamic alerts when anomalies arise, eliminating the need for rigid thresholds or prior configurations. You can connect any data type and access insights from diverse interfaces, including its custom UI, Kibana, Grafana, as well as standard SQL clients and Tableau. Additionally, the provision of a command-line interface (CLI) and comprehensive API support enhances usability. Coralogix has also met the necessary privacy and security standards established by BDO, achieving certifications such as SOC 2, PCI, and GDPR compliance, ensuring a trustworthy environment for users. With its advanced capabilities, Coralogix positions itself as an invaluable tool for modern engineering teams striving for operational excellence.

Netreo stands out as a premier full-stack platform for managing and observing IT infrastructure. It serves as a comprehensive source of truth for proactive monitoring of performance and availability across extensive enterprise networks, infrastructures, and applications. Our platform is designed to cater to the needs of: IT executives, who benefit from complete visibility into business services, down to the underlying infrastructure and networks that sustain them. IT Engineering teams, who utilize it as a decision-making tool to effectively plan and design modern solutions. IT Operations groups, who gain real-time insights into issues within their environments, allowing them to identify bottlenecks and understand their impact on users. These valuable insights extend to mixed systems and vendor environments that are dynamic and ever-evolving. With ongoing support for over 350 integrations, we continue to expand our partnerships with network, storage, virtualization, and server vendors. As a result, organizations can adapt seamlessly to the complexities of their IT landscapes.

Are you overwhelmed by the constant barrage of alerts and tickets? Dell APEX AIOps can help decrease the noise, identify incidents more quickly, and resolve issues with greater efficiency. Don't let an influx of alerts hinder your productivity. We automatically filter out these bothersome notifications, allowing you to focus on your work without interruptions. Say goodbye to traditional tickets; we provide you with "Situations" instead, enabling you to address problems proactively before they escalate and affect customer satisfaction. Stop the cycle of switching between multiple tools—our solution consolidates everything into one platform, making it easy to manage any incident, no matter where it originates. Harness the power of AI and machine learning to recognize trends and proactively avert future issues. With continuous delivery comes constant change, and Dell APEX AIOps streamlines the incident management process for ongoing enhancement. As a result, you can dedicate more time to other essential and fulfilling activities in your work life. Embrace a more efficient workflow and reclaim your focus today.

Splunk simplifies the transformation of data into actionable insights, offering a secure and reliable service that scales effortlessly. By relying on our Splunk experts to manage your IT backend, you can focus on maximizing the value of your data. The infrastructure provided and managed by Splunk ensures a smooth, cloud-based data analytics experience that can be set up within as little as 48 hours. Regular updates to the software mean you will always have access to the latest features and improvements. In just a few days, with minimal requirements, you can tap into the full potential of your data for actionable insights. Complying with FedRAMP security standards, Splunk Cloud enables U.S. federal agencies and their partners to make informed decisions and take action swiftly. The inclusion of mobile applications and natural language processing features further enhances productivity and provides contextual insights, expanding the reach of your solutions with ease. Whether you are overseeing infrastructure or ensuring compliance with data regulations, Splunk Cloud is built to scale efficiently, delivering powerful solutions tailored to your evolving needs. Ultimately, this agility and effectiveness can markedly improve your organization's operational performance and strategic decision-making capabilities. As a result, embracing Splunk can lead to a significant competitive advantage in today’s data-driven landscape.

Splunk Observability Cloud functions as a comprehensive solution for real-time monitoring and observability, designed to provide organizations with thorough visibility into their cloud-native infrastructures, applications, and services. By integrating metrics, logs, and traces into one cohesive platform, it ensures seamless end-to-end visibility across complex architectures. The platform features powerful analytics, driven by AI insights and customizable dashboards, which enable teams to quickly identify and resolve performance issues, reduce downtime, and improve system reliability. With support for a wide range of integrations, it supplies real-time, high-resolution data that facilitates proactive monitoring. As a result, IT and DevOps teams are equipped to detect anomalies, enhance performance, and sustain the health and efficiency of both cloud and hybrid environments, ultimately leading to improved operational excellence. This capability not only streamlines workflows but also fosters a culture of continuous improvement within organizations.

Adopting cloud architecture introduces a level of complexity that can make effective monitoring quite challenging. The IBM Cloud Monitoring service presents a fully managed solution crafted for administrators, DevOps teams, and developers, ensuring that they have the tools needed for success. It provides extensive visibility into containers and a wide range of detailed metrics. By utilizing this service, organizations can not only reduce expenses but also empower their DevOps teams, enhancing the overall management of the software lifecycle. You can easily establish a cluster that transmits metrics to the IBM Cloud Monitoring service within the IBM Cloud ecosystem. This upgrade significantly enhances the productivity of system administrators, DevOps experts, and developers by delivering timely notifications on various metrics and pivotal events. You can take advantage of user-friendly dashboards that allow for effortless evaluation of the health status of your complete infrastructure. Additionally, the service enables dynamic discovery of applications, containers, hosts, and networks, facilitating content display and access control tailored to specific users or teams. Furthermore, it is possible to configure an Ubuntu host to transmit metrics directly to the IBM Cloud Monitoring service, ensuring comprehensive monitoring and troubleshooting capabilities throughout your infrastructure, cloud services, and applications. As a result, this service becomes crucial for sustaining optimal performance and reliability within intricate cloud environments, ultimately fostering a more resilient and responsive operational framework. This comprehensive approach not only streamlines monitoring but also enhances collaboration among teams, leading to more efficient problem resolution and improved system performance.

ServiceNow Cloud Observability offers immediate insights and oversight of cloud infrastructures, applications, and services. This platform empowers organizations to pinpoint and address performance issues by consolidating data from various cloud environments into one unified dashboard. With its sophisticated analytics and alerting capabilities, ServiceNow Cloud Observability enables IT and DevOps teams to recognize anomalies, resolve problems, and maintain peak performance levels. Additionally, the platform incorporates AI-driven insights and automation, equipping teams to react swiftly to incidents. By enhancing operational efficiency, it guarantees a smooth user experience across diverse cloud environments, ultimately helping businesses achieve their technological goals.

Cribl Stream enables the creation of an observability pipeline that facilitates the parsing and reformatting of data in real-time before incurring costs for analysis. This tool ensures that you receive the necessary data in your desired format and at the appropriate destination. It allows for the translation and structuring of data according to any required tooling schema, efficiently routing it to the suitable tools for various tasks or all necessary tools. Different teams can opt for distinct analytics platforms without needing to install additional forwarders or agents. A staggering 50% of log and metric data can go unutilized, encompassing issues like duplicate entries, null fields, and fields that lack analytical significance. With Cribl Stream, you can eliminate superfluous data streams, focusing solely on the information you need for analysis. Furthermore, it serves as an optimal solution for integrating diverse data formats into the trusted tools utilized for IT and Security purposes. The universal receiver feature of Cribl Stream allows for data collection from any machine source and facilitates scheduled batch collections from REST APIs, including Kinesis Firehose, Raw HTTP, and Microsoft Office 365 APIs, streamlining the data management process. Ultimately, this functionality empowers organizations to enhance their data analytics capabilities significantly.

AWS X-Ray is a powerful tool designed to assist developers in troubleshooting and analyzing distributed applications within a production setting, especially those built with microservices architecture. By leveraging X-Ray, developers can obtain detailed insights into the performance metrics of their applications and the services they rely on, which allows for the identification and resolution of the root causes of errors and performance bottlenecks. This tool provides a holistic view of requests as they traverse the application, along with a graphical depiction of the various elements that make up the application. X-Ray is adaptable enough to be utilized for both developmental and production scenarios, accommodating setups that range from simple three-tier architectures to complex microservices environments comprising numerous services. Its capability to visualize performance complications not only enhances troubleshooting efforts but also proves essential for ensuring overall application efficiency and reliability. In addition, the insights provided by X-Ray can aid teams in optimizing their application architectures, ultimately leading to improved user experiences.