List of the Best Elastiflow Alternatives in 2025
Explore the best alternatives to Elastiflow available in 2025. Compare user ratings, reviews, pricing, and features of these alternatives. Top Business Software highlights the best options in the market that provide products comparable to Elastiflow. Browse through the alternatives listed below to find the perfect fit for your requirements.
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Approximately 25 million engineers are employed across a wide variety of specific roles. As companies increasingly transform into software-centric organizations, engineers are leveraging New Relic to obtain real-time insights and analyze performance trends of their applications. This capability enables them to enhance their resilience and deliver outstanding customer experiences. New Relic stands out as the sole platform that provides a comprehensive all-in-one solution for these needs. It supplies users with a secure cloud environment for monitoring all metrics and events, robust full-stack analytics tools, and clear pricing based on actual usage. Furthermore, New Relic has cultivated the largest open-source ecosystem in the industry, simplifying the adoption of observability practices for engineers and empowering them to innovate more effectively. This combination of features positions New Relic as an invaluable resource for engineers navigating the evolving landscape of software development.
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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.
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Auvik
Auvik Networks
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. -
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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.
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NetBrain
NetBrain Technologies
Since its inception in 2004, NetBrain has revolutionized network management through its no-code automation platform, enabling teams to effectively streamline complex tasks into efficient workflows. By integrating artificial intelligence with automation, NetBrain offers comprehensive hybrid network observability, simplifies troubleshooting, and facilitates safe change management, which enhances operational efficiency, decreases mean time to repair (MTTR), and limits potential risks, thereby empowering IT departments to foster innovation proactively. Gain insights into your entire network with contextual analyses across diverse vendors and cloud environments. Utilize dynamic network maps and end-to-end pathways to visualize and document your complete hybrid network effectively. Streamline network discovery processes and maintain data accuracy to establish a reliable single source of truth. Automatically identify and interpret your network's critical configurations, uncover initial issues, and prevent configuration drift through automation. Facilitate pre- and post-change validations while considering application performance contexts for a comprehensive approach to network modifications. Enhance collaborative troubleshooting efforts by automating interactions between human operators and machine systems. This holistic approach not only optimizes network performance but also ensures that teams can focus on strategic initiatives rather than getting bogged down by manual processes. -
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Sematext Cloud
Sematext Group
Unlock performance insights with comprehensive observability tools today!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. -
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eG Enterprise
eG Innovations
Elevate user experience with comprehensive, intelligent IT performance monitoring.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. -
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Coralogix
Coralogix
Empowering teams with real-time insights and seamless analytics.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. -
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Obkio
Obkio
Proactive network monitoring for seamless performance and reliability.Obkio offers a straightforward solution for Network Monitoring and Troubleshooting as a SaaS platform, enabling users to keep track of their network's health and the performance of essential business applications, thereby enhancing the experience for end-users. In mere seconds, Obkio can detect the root causes of sporadic network disruptions, as well as slowdowns in VoIP, video, and applications, allowing for timely troubleshooting before it impacts users. You can set up monitoring agents at key positions within a company's infrastructure or various network locations, including data centers, remote offices, client sites, or across both public and private clouds, to ensure ongoing performance tracking through synthetic traffic that is exchanged every 500 milliseconds. Obkio systematically evaluates and tracks vital network metrics, which encompass latency, jitter, packet loss, quality of service, and customer experience through Quality of Experience (QoE) assessments. The application promptly notifies you when any issue arises or even when potential failures are detected, not only identifying the problem's source but also providing the capability to retrospectively analyze the situation for comprehensive diagnostics. This proactive approach to network monitoring ensures that businesses can maintain optimal performance and address issues before they escalate, ultimately leading to a more reliable user experience. -
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LogicMonitor
LogicMonitor
Unleash seamless insights for confident, empowered digital success.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. -
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Netreo
Netreo
Empower your IT with comprehensive monitoring and insights.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. -
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BigPanda
BigPanda
Transforming incident management with actionable insights and speed.All sources of data, such as topology, monitoring, change management, and observation tools, are brought together for analysis. Through BigPanda's Open Box Machine Learning, this information is synthesized into a compact set of actionable insights. This capability enables the real-time detection of incidents before they escalate into significant outages. The swift identification of root causes can significantly enhance the speed of resolving both incidents and outages. BigPanda is adept at detecting both changes that lead to root causes and those related to the infrastructure itself. By facilitating the rapid resolution of outages and incidents, BigPanda streamlines the incident response procedure, which encompasses ticket generation, notifications, incident triage, and the establishment of war rooms. The integration of BigPanda with enterprise runbook automation solutions further accelerates the remediation process. Applications and cloud services are essential for every organization, and outages can impact everyone involved. With $190 million in funding and a valuation of $1.2 billion, BigPanda solidifies its leadership position within the AIOps market, showcasing its significant impact on operational efficiency. This combination of innovative technology and strategic funding positions BigPanda as a critical player in transforming incident management. -
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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.
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ThousandEyes
Cisco
Unleash insights, optimize performance, elevate digital experiences effortlessly.Cisco ThousandEyes stands out as a cutting-edge platform designed to provide organizations with deep insights into digital interactions across diverse environments, such as the internet, cloud services, and enterprise networks. By leveraging advanced monitoring and analytical tools, ThousandEyes allows businesses to pinpoint, diagnose, and resolve performance issues that may impact critical applications, websites, and services. With its comprehensive suite of features, the platform offers essential information about network performance, application delivery, and user engagement, enabling organizations to sustain seamless connectivity and elevate user experiences. Many Fortune 500 companies and SaaS providers have adopted this platform, solidifying its reputation as a dependable solution for managing the complexities of modern hybrid and multi-cloud environments. Furthermore, ThousandEyes enhances the capabilities of IT teams by providing them with robust tools to proactively manage, optimize, and adjust their digital infrastructures, ultimately leading to increased operational efficiency and reliability in service delivery. As a result, organizations are better equipped to adapt swiftly to changing demands and ensure that their digital ecosystems function smoothly. -
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Amazon CloudWatch
Amazon
Monitor, optimize, and enhance performance with integrated observability.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. -
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Trisul Network Analytics
Trisul Network Analytics
Unlock deep insights and control for your network.In today's cloud-centric networks that are both encrypted and bandwidth-unconstrained, it has become increasingly difficult to distinguish between traffic analytics and security investigations. Trisul offers organizations of all sizes a comprehensive solution for deep network monitoring, acting as a unified source for performance analysis, network design, security analytics, threat detection, and compliance. Unlike traditional methods relying on SNMP, Netflow Agents, and Packet Capture, which often have limited focus and are tied to specific vendor solutions, Trisul stands out as a unique platform that fosters innovation within a flexible, open environment. This platform features a well-integrated backend database and a user-friendly web interface, enabling connections to various backends and the ability to utilize tools like Grafana and Kibana for enhanced data visualization. Our aim is to incorporate an extensive array of performance capabilities into a single node, while also providing the scalability needed for larger networks by simply adding more probes or hubs. Ultimately, Trisul empowers organizations to achieve greater insights and control over their network environments. -
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ServiceNow Cloud Observability
ServiceNow
Streamline cloud performance with real-time insights and automation.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. -
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IBM Instana
IBM
Achieve unparalleled visibility and rapid incident resolution seamlessly.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. -
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Kentik
Kentik
Unlock powerful insights for seamless network management today!Kentik delivers essential network analytics and insights that allow for effective management of both existing and emerging networks, encompassing all aspects of your traffic from on-premises systems to cloud solutions and internet connections—all accessible via a unified interface. Our comprehensive offerings include: - In-depth Network Performance Analytics - Hybrid and Multi-Cloud Analytics (covering GCP, AWS, Azure) - Monitoring of Internet and Edge Performance - Enhanced Infrastructure Visibility - DNS Security and DDoS Attack Mitigation - Data Center Analytics - Application Performance Monitoring - Strategic Capacity Planning - Container Networking Solutions - Insights for Service Providers - Real-Time Network Forensics - Network Cost Analytics All of these features are integrated into a single platform designed for optimal security, performance, and visibility. Our services are trusted by a diverse range of organizations, including Pandora, Box, Tata, Yelp, the University of Washington, GTT, and many more. Experience it for yourself with a free trial! -
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InsightCat
InsightCat
Streamline monitoring and enhance security with effortless efficiency.InsightCat is a comprehensive platform designed for effective hardware and software monitoring, enabling users to search, analyze, aggregate, and summarize system metrics seamlessly from a single interface. It was crafted with simplicity in mind, catering to the primary needs of DevOps and SecOps professionals, such as system administrators and IT specialists, focusing on issues like infrastructure monitoring and security log management. This solution empowers users to conduct thorough infrastructure monitoring and swiftly identify and rectify anomalies to prevent future occurrences. Additionally, it offers synthetic monitoring, ensuring that web services are continuously monitored around the clock, allowing for early detection of critical downtimes. The log management feature is robust, while a smart alerting and escalation system keeps your team updated on any unusual activity, spikes, or errors, fostering a proactive approach to system health. Overall, InsightCat provides a unified solution to safeguard and optimize your infrastructure efficiently. -
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EV Observe
EasyVista
Empower your business with proactive monitoring and insights.Improving the efficiency of service and support, as well as increasing business satisfaction, starts with the capability to anticipate and mitigate downtime. EV Observe functions as an all-encompassing monitoring solution specifically designed for networks, IoT devices, IT infrastructure, cloud environments, and application oversight, guaranteeing a smooth end-to-end service experience. This innovative platform enables organizations to take a proactive and predictive approach to service support, delivery, and observability, promoting collaborative self-help and self-healing features while offering deep insights into performance and availability metrics. By adopting this strategy, teams can focus on enhancing value and driving innovation that fuels business success, which in turn results in improved employee engagement, enriched customer experiences, increased productivity, and bolstered resilience. Tailored for SaaS monitoring across multiple clients and locations, it also includes a robust software production tool that covers all software processes and encourages the adoption of DevOps methodologies for greater operational efficiency. Ultimately, the comprehensive design of our platform empowers organizations to swiftly adapt to the evolving demands of today's digital landscape, ensuring they remain competitive and responsive. This flexibility is crucial for navigating the complexities of modern business environments. -
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Intel Deep Insight
Intel Corporation
Unmatched visibility into every packet for superior performance.Intel® Deep Insight Network Analytics Software represents a groundbreaking advancement in network and server packet management, addressing the four fundamental truths associated with each packet passing through these systems. It captures every packet from all switches and routers at line rate and in-band, ensuring no data is left untracked. Utilizing standard servers, it analyzes and interprets real-time factors that impede packet flow efficiently. Users can trace the path and assess the latency of each packet across their network and server environments. The software features a sophisticated adaptive triggering mechanism that detects and reports incidents with nanosecond accuracy, allowing for immediate awareness of network events. It highlights every packet drop, providing detailed insights into the circumstances of these losses regarding timing, location, and the affected stakeholders. Conventional sampling techniques often miss critical performance issues, making this software essential. Therefore, Intel® Deep Insight Network Analytics Software emerges as the premier all-in-one monitoring solution, delivering unparalleled visibility into every packet within the network and server framework and thereby enhancing performance management. This exceptional transparency proves to be crucial for companies aiming to refine and elevate their network operations effectively. -
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Sumo Logic
Sumo Logic
Empower your IT with seamless log management solutions.Sumo Logic offers a cloud-centric solution designed for log management and monitoring tailored for IT and security teams of various scales. By integrating logs, metrics, and traces, it facilitates quicker troubleshooting processes. This unified platform serves multiple functions, enhancing your ability to resolve issues efficiently. With Sumo Logic, organizations can diminish downtime, transition from reactive to proactive monitoring, and leverage cloud-based analytics augmented by machine learning to enhance troubleshooting capabilities. The Security Analytics feature enables swift detection of Indicators of Compromise, expedites investigations, and helps maintain compliance. Furthermore, Sumo Logic's real-time analytics framework empowers businesses to make informed, data-driven decisions. It also provides insights into customer behavior, allowing for better market strategies. Overall, Sumo Logic’s platform streamlines the investigation of operational and security concerns, ultimately giving you more time to focus on other critical tasks and initiatives. -
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BMC Helix Operations Management
BMC Software
"Optimize operations with AI-driven observability and insights."BMC Helix Operations Management presents a robust, cloud-native platform designed for observability and AIOps, tailored to navigate the intricacies of hybrid-cloud environments. By implementing a service-oriented approach to observability data, the solution fosters effective AIOps. It consolidates third-party observability information—encompassing metrics, events, logs, incidents, changes, and topologies—into a cohesive IT data repository. Users can effectively monitor the health of services and achieve advanced root cause isolation thanks to dynamically generated business service models. The system improves the signal-to-noise ratio through AI-enhanced event suppression, de-duplication, and correlation methods that result in actionable insights. With AI probability assignments to causal nodes, rapid identification of root causes becomes feasible, leveraging both data and service models efficiently. The platform aids in proactive management through Business Service Health monitoring and AI-driven outage forecasts, helping to prevent potential complications. Furthermore, the troubleshooting process is expedited with enhanced log analytics and enrichment, leading to faster problem resolution. The solution also allows for seamless requests and implementations of automations from BMC and external tools, which further boosts operational productivity. This comprehensive offering not only enables organizations to sustain peak performance but also significantly reduces the likelihood of downtime and operational disruptions, ensuring that businesses can operate smoothly and efficiently. -
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Aviz Networks
Aviz Networks
Elevate network performance with flexibility and vendor independence.Aviz presents a flexible, data-centric platform that operates independently of any specific vendor, supporting a wide array of ASICs, switches, NOS, cloud environments, and LLMs, while seamlessly integrating with AI and security solutions. Designed for open-source networking, it is ideally suited for modern network architectures, simplifying the transition process. This innovative solution allows users to make autonomous decisions free from vendor restrictions, offering an enterprise-grade experience across a varied multi-vendor ecosystem. By utilizing our conversational tool, users can gain critical insights and implement Gen AI throughout their networks, obtaining prompt answers to queries related to compliance and capacity management. Experience smooth integration paired with a guaranteed 40% return on investment through our non-disruptive, predefined AI use cases tailored specifically for your needs. Furthermore, significant cost reductions can be achieved with our software-defined packet broker, which functions on your chosen switches and leverages open-source technologies to enhance both efficiency and adaptability in network administration. With Aviz, organizations can genuinely elevate their network performance while preserving control and flexibility, ultimately leading to improved operational outcomes. As the networking landscape continues to evolve, embracing such solutions becomes increasingly vital for staying competitive. -
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VIAVI Observer Platform
VIAVI Solutions
Transform your IT management with unparalleled performance insights.The Observer Platform is a comprehensive solution for network performance monitoring and diagnostics (NPMD) that guarantees top-notch performance across all IT services. This integrated system provides valuable insights into critical key performance indicators (KPIs) through a variety of established workflows, which include everything from overarching dashboards to pinpointing the root causes of service disruptions. It is exceptionally designed to fulfill business goals and tackle challenges throughout the complete lifecycle of IT enterprises, whether that involves adopting new technologies, efficiently managing current resources, resolving service-related issues, or optimizing the use of IT assets. Additionally, the Observer Management Server (OMS) features a user-friendly interface that functions as a cybersecurity tool, allowing for easy navigation to detect security threats, oversee user access and password security, manage updates to web applications, and unify various management tools into one centralized interface. This streamlined approach not only boosts operational efficiency but also aids organizations in sustaining a secure and effective IT environment, ultimately fostering greater productivity and resilience against potential threats. Overall, the Observer Platform stands out as an essential asset for businesses looking to enhance their IT service performance and security posture. -
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Linkerd
Buoyant
Enhance Kubernetes security and performance effortlessly with ease.Linkerd significantly improves the security, observability, and reliability of your Kubernetes setup without requiring any changes to the existing codebase. It is licensed under Apache and has a vibrant, growing, and friendly community surrounding it. Developed with Rust, the data plane proxies of Linkerd are incredibly lightweight, weighing in at under 10 MB, and they deliver impressive performance with sub-millisecond latency for 99th percentile requests. There’s no need for complicated APIs or intricate configurations to grapple with. In many cases, Linkerd runs effortlessly right after installation. The control plane can be deployed within a single namespace, facilitating a gradual and secure service integration into the mesh. Furthermore, it offers a comprehensive suite of diagnostic tools, such as automatic mapping of service dependencies and real-time traffic monitoring. Its exceptional observability capabilities enable you to monitor vital metrics, including success rates, request volumes, and latency, ensuring every service in your stack performs at its best. This allows development teams to concentrate on building their applications while reaping the benefits of improved operational visibility and insights. As a result, Linkerd stands out as a valuable addition to any cloud-native architecture. -
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Azure Network Watcher
Microsoft
"Proactively monitor, troubleshoot, and secure your network effortlessly."Leverage Network Watcher to oversee and resolve networking issues without having to access your virtual machines (VMs) directly. You can trigger packet capturing in response to alerts, providing you with immediate insights into performance metrics at the packet level. In the event of a network complication, you are equipped to perform an in-depth investigation for more precise diagnostics. By examining network security group flow logs and virtual network flow logs, you can deepen your understanding of network traffic dynamics. The knowledge derived from these flow logs is valuable for gathering data needed for compliance, auditing, and maintaining a comprehensive view of your network's security posture. Furthermore, Network Watcher supplies you with essential tools to troubleshoot frequent VPN gateway and connection issues, allowing you to not only identify the source of the problem but also utilize the comprehensive logs created for further examination and resolution. This functionality plays a crucial role in ensuring that your network is both secure and managed effectively, reinforcing your overall network integrity. Additionally, the proactive nature of Network Watcher helps in anticipating potential issues before they escalate into significant problems. -
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Barracuda Firewall Insights
Barracuda
"Empower your network with proactive analytics for security."As threats evolve and network systems become increasingly complex, leveraging analytics is essential for effectively protecting your network. By utilizing analytics, you can quickly pinpoint potential data breaches, which is crucial since the challenge of rapidly detecting breaches after they occur presents a significant risk to security. Detailed and consolidated reports are essential for maintaining a strong security posture, while compliance with regulations is equally important for safeguarding sensitive information. Monitoring key metrics such as latency and bandwidth through customizable dashboards is also necessary for optimal performance. Continuous real-time monitoring can significantly enhance your network's efficiency and responsiveness. Furthermore, implementing real-time tracking along with tailored reporting aids in demonstrating compliance with regulations such as GDPR. It is critical to consistently process a vast amount of real-time data to maintain security and ensure reliable connectivity. Timely responses to changes in network traffic, bandwidth use, line integrity, and other variables are vital. This ongoing analysis not only allows for the assessment of your security measures' effectiveness but also contributes to building a more resilient network. The proactive management of these components bolsters security while simultaneously fostering optimal network performance, ultimately creating a more secure and efficient operational environment. By integrating these practices, organizations can better navigate the complexities of modern cybersecurity challenges. -
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OCI Observability
Oracle
Empower your cloud management with seamless visibility and automation.Leverage the Oracle Cloud Observability and Management Platform to effectively manage, assess, and control applications and infrastructure across multiple cloud environments, ensuring comprehensive visibility, integrated analytics, and automated solutions. Gain complete insights through the utilization of infrastructure tracking, evaluations of real user experiences, synthetic monitoring, and distributed tracing technologies. Accelerate the process of identifying and resolving issues by utilizing information from various sources, all presented in user-friendly, interactive dashboards. Implement a unified approach to monitoring, capacity planning, and database management that caters to both on-premises and cloud-based databases. Seamlessly deploy and manage Oracle Cloud resources through automation driven by Terraform, while ensuring smooth data transfers. Achieve in-depth insights into application performance through assessments of real user experiences, synthetic monitoring, and distributed tracing techniques. Enhanced capabilities for monitoring and managing databases lead to improved efficiency for both on-premises and cloud environments. Furthermore, swiftly analyze log data, troubleshoot issues, and configure alerts using customizable triggers to enable proactive management and response. This all-encompassing strategy guarantees that organizations can sustain peak performance across all their cloud platforms while remaining agile in addressing any emerging challenges. Such a comprehensive management solution not only boosts operational efficiency but also empowers teams to focus on innovation and growth. -
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Noction IRP
Noction
Maximize network efficiency and reduce costs effortlessly today!Noction IRP actively oversees the network edge and assesses traffic patterns to identify issues such as network congestion or outages. By evaluating affected paths for crucial metrics like latency and packet loss across all available providers, it effectively redirects traffic to the most optimal routes. Additionally, IRP helps decrease bandwidth expenses by channeling outbound data through more affordable provider links while still maintaining reliable traffic delivery standards. Furthermore, IRP enhances the decision-making process for multi-homed routing by integrating intelligence and insight into the existing infrastructure, resulting in considerable improvements in network performance. This technology not only optimizes current Internet connectivity but also reduces overall operational costs associated with network management. On average, Noction IRP boosts network performance by 30% to 50%, cuts latency by as much as 50%, and can potentially double network availability. Ultimately, this leads to a more efficient and economically sustainable network environment. -
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SparrowIQ
Solana Networks
Empower your network performance with efficient, insightful monitoring.SparrowIQ serves as a holistic network traffic monitoring tool designed for IT teams to quickly detect and address network issues while also providing valuable insights into application performance and its effects on user experience. Its renowned 'resource efficient' design incorporates strong performance monitoring features within a simple and easily deployable framework, which lightens the workload for overburdened IT staff. Specifically designed for small to medium-sized businesses, SparrowIQ delivers high-quality monitoring capabilities akin to those of larger companies, while considering the technical, time, and financial limitations that these organizations frequently encounter. This innovative solution ensures that smaller enterprises can uphold competitive operational standards without incurring the significant costs often associated with conventional monitoring systems. By facilitating a more efficient troubleshooting process, SparrowIQ enables organizations to not only improve their network performance but also boost user satisfaction and engagement. Ultimately, this empowers businesses to thrive in an increasingly digital landscape. -
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Jolata
Jolata
Achieve unparalleled network visibility and performance insights effortlessly.Jolata boasts the ability to monitor each packet with microsecond accuracy while correlating data at intervals of a millisecond. It efficiently processes and visualizes packet information in mere seconds through a user-friendly and aesthetically pleasing interface. Moreover, Jolata can examine every packet and flow across an extensive national network, offering a broad scope of analysis. Many users face challenges due to insufficient visibility into their network environments, making it difficult to pinpoint performance-related problems. To combat this issue, Jolata provides real-time metrics that break down performance segment by segment based on current network traffic. Customers frequently need to evaluate vendor equipment to determine if it meets their performance expectations. Jolata empowers users by enabling them to benchmark various equipment under actual traffic conditions. Additionally, as traffic patterns change, it becomes essential for customers to confirm that their networks can accommodate future demands. Jolata supports this need by helping operators assess whether their current infrastructure can meet impending requirements while also offering valuable insights for potential upgrades. This comprehensive functionality ensures that users are well-prepared to tackle both present and future network challenges. -
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Apica
Apica
Streamline data management effortlessly, optimize performance, enhance efficiency.Apica provides a cohesive solution for streamlined data management, tackling issues related to complexity and expenses effectively. With the Apica Ascent platform, users can efficiently gather, manage, store, and monitor data while quickly diagnosing and addressing performance challenges. Notable features encompass: *Real-time analysis of telemetry data *Automated identification of root causes through machine learning techniques *Fleet tool for the management of agents automatically *Flow tool leveraging AI/ML for optimizing data pipelines *Store offering limitless, affordable data storage options *Observe for advanced management of observability, including MELT data processing and dashboard creation This all-encompassing solution enhances troubleshooting in intricate distributed environments, ensuring a seamless integration of both synthetic and real data, ultimately improving operational efficiency. By empowering users with these capabilities, Apica positions itself as a vital asset for organizations facing the demands of modern data management. -
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Symantec Network Forensics
Broadcom
Transform security infrastructure with scalable, flexible, and efficient solutions.Achieve a holistic view of security, advanced analysis of network traffic, and swift detection of threats with enhanced full-packet capture capabilities. The acclaimed Symantec Security Analytics, renowned for its expertise in Network Traffic Analysis (NTA) and forensic investigations, is now available on an advanced hardware platform that markedly improves storage density, deployment flexibility, scalability, and overall cost-effectiveness. This new architecture enables a clear separation between hardware and software expenses, introducing an innovative enterprise licensing model that allows for versatile deployment options, whether on-premises, as a virtual appliance, or in the cloud. By leveraging this state-of-the-art hardware development, users can benefit from comparable performance and expanded storage capacity while occupying significantly less rack space. Security teams are granted the ability to position the system strategically within their organization, and they can effortlessly scale their deployments as needed, all without modifying existing licenses. This streamlined approach not only reduces costs but also simplifies the deployment process, enhancing accessibility for teams. The adaptability and efficiency of this solution empower organizations to meet their security demands effectively, ensuring they remain robust against potential threats. Ultimately, this innovation redefines how security infrastructure is managed, paving the way for a more proactive stance against cyber risks. -
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meshIQ
meshIQ
Unlock visibility, efficiency, and proactive management for integration.Middleware observability and management software designed for messaging, event processing, and streaming within hybrid cloud environments is known as MESH. - It offers a comprehensive situational awareness® that ensures full observability of Integration MESH. - The platform facilitates secure management of configuration, administration, and deployment processes while also automating these tasks. - Users can track and trace transactions, messages, and data flows effectively. - It enables the collection of data, performance monitoring, and benchmarking. meshIQ empowers users with detailed controls for managing configurations within the MESH, which minimizes downtime and accelerates recovery following outages. The software supports searching, browsing, tracking, and tracing messages to identify bottlenecks, enhance root cause analysis, and increase efficiency. By unlocking the integration black box, it provides visibility across the MESH infrastructure for thorough visualization, analysis, reporting, and predictive capabilities. Additionally, it equips users with the ability to initiate automated actions based on set criteria or intelligent AI/ML-driven decisions, further enhancing operational efficiency and responsiveness. This holistic approach not only improves system reliability but also fosters a proactive stance in managing integration challenges. -
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Tigera
Tigera
Empower your cloud-native journey with seamless security and observability.Security and observability specifically designed for Kubernetes ecosystems are crucial for the success of contemporary cloud-native applications. Adopting security and observability as code is vital for protecting various elements, such as hosts, virtual machines, containers, Kubernetes components, workloads, and services, ensuring the safeguarding of both north-south and east-west traffic while upholding enterprise security protocols and maintaining ongoing compliance. Additionally, Kubernetes-native observability as code enables the collection of real-time telemetry enriched with contextual information from Kubernetes, providing a comprehensive overview of interactions among all components, from hosts to services. This capability allows for rapid troubleshooting through the use of machine learning techniques to identify anomalies and performance challenges effectively. By leveraging a unified framework, organizations can seamlessly secure, monitor, and resolve issues across multi-cluster, multi-cloud, and hybrid-cloud environments that utilize both Linux and Windows containers. The capacity to swiftly update and implement security policies in just seconds empowers businesses to enforce compliance and tackle emerging vulnerabilities without delay. Ultimately, this efficient approach is essential for sustaining the integrity, security, and performance of cloud-native infrastructures, allowing organizations to thrive in increasingly complex environments. -
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Cilium
Cilium
Revolutionizing cloud-native networking with enhanced security and performance.Cilium is a cutting-edge open-source solution aimed at improving, securing, and monitoring network communications within container workloads and cloud-native setups, harnessing the innovative Kernel technology referred to as eBPF. In contrast to conventional configurations, Kubernetes lacks an inherent Load Balancing mechanism, which is typically managed by cloud providers or the networking teams handling private cloud environments. Cilium effectively oversees incoming traffic by employing BGP while utilizing XDP and eBPF to enhance overall performance. The integration of these technologies results in a robust and secure load balancing system. Operating directly at the kernel level, Cilium paired with eBPF facilitates informed connectivity decisions for various workloads, whether they exist on the same node or are distributed across multiple clusters. By utilizing eBPF and XDP, Cilium not only boosts latency and performance but also eliminates the necessity for Kube-proxy, making operations more efficient and optimizing resource allocation. This transformation not only simplifies the network architecture but also allows developers to dedicate more attention to application development instead of being bogged down by infrastructure issues, ultimately fostering innovation and productivity. As a result, Cilium stands out as an essential tool for modern cloud-native environments. -
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Riverbed IQ
Riverbed
Transform insights into actions for unparalleled digital success.When organizations opt to implement a robust observability platform that seamlessly combines data, insights, and actions across their IT environments, they can respond to problems more quickly while simultaneously eliminating data silos, minimizing the dependence on resource-heavy war rooms, and reducing alert fatigue. The Riverbed IQ unified observability solution empowers both business leaders and IT teams to make prompt and informed decisions by consolidating expert troubleshooting knowledge, thus allowing less experienced personnel to achieve a higher number of first-level resolutions. This capability not only drives digital innovation but also significantly enhances the overall digital experience for customers and employees alike. By leveraging comprehensive telemetry, organizations can gain an integrated perspective on performance and insights, laying a strong foundation for unified observability that is vital for delivering all other capabilities. Riverbed IQ’s approach to unified observability begins with our full-fidelity telemetry, which encompasses both network and infrastructure elements while incorporating metrics pertinent to the end-user experience, guaranteeing a thorough understanding of system performance. This all-encompassing methodology not only simplifies troubleshooting processes but also equips organizations to adeptly adapt to the changing demands of the digital landscape, ultimately positioning them for greater success in their operations. Moreover, as organizations embrace this advanced observability framework, they can foster a culture of continuous improvement and innovation, further strengthening their competitive edge in the market. -
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SolarWinds NetFlow Traffic Analyzer
SolarWinds
Streamline network performance with comprehensive traffic analysis tools.NetFlow Traffic Analyzer, along with bandwidth management tools, streamlines the tasks associated with NetFlow analysis and bandwidth management. By integrating NetFlow Traffic Analyzer with Network Performance Monitor, you can augment your NetFlow monitoring capabilities, allowing for thorough assessments of your network, identification of traffic patterns, and management of bandwidth-heavy applications. The synergy between NetFlow Traffic Analyzer (NTA) and User Device Tracker enables rapid resolution of issues, enhances operational efficiency, and provides a better grasp of potentially malicious or misconfigured traffic behaviors. These tools seamlessly integrate with the Orion Platform suite, which encompasses Network Performance Monitor and Network Configuration Manager. When you combine NTA with Network Configuration Manager (NCM), it's possible to visualize traffic interactions based on policies directly from the NCM Policy Details page. Additionally, you can gain valuable insights from both IPv4 and IPv6 flow data while monitoring a variety of flow data types, including Cisco NetFlow, Juniper J-Flow, sFlow, Huawei NetStream, and IPFIX, which helps you determine which applications and protocols are consuming the most bandwidth in your network. This extensive strategy for network monitoring not only enhances performance but also reinforces security measures, allowing organizations to adapt and respond to changing network demands effectively. Ultimately, embracing such comprehensive tools ensures that businesses can thrive in a securely managed network environment. -
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Nagios Network Analzyer
Nagios Enterprises
Gain unparalleled insight and control over your network.The Network Analyzer provides administrators with a comprehensive insight into various sources of network traffic and potential security vulnerabilities. This tool enables system administrators to efficiently obtain vital information regarding the overall status of the network, alongside detailed data that facilitates thorough network evaluations. Offering a centralized perspective on all network traffic and bandwidth usage, the Network Analyzer also highlights possible network breaches. The main dashboard presents a snapshot of critical netflow and sflow data sources, server performance metrics, unusual network activities, and other related issues, serving as a rapid assessment tool for network health. Users have the ability to delve into specific details concerning IP addresses, source and destination ports, or any mix of these parameters for a more focused analysis. Moreover, Network Analyzer's sophisticated alerting and reporting features enhance IT personnel's understanding of their network landscape. For deeper investigation and monitoring, users can not only access but also store exceptionally detailed packet-level data, ensuring they have all necessary information at their disposal for effective network management. This multifaceted approach empowers administrators to proactively address issues before they escalate into serious problems. -
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KloudMate
KloudMate
Transform your operations with unmatched monitoring and insights!Minimize delays, identify inefficiencies, and effectively resolve issues. Join a rapidly expanding network of global enterprises that are achieving up to 20 times the value and return on investment through the use of KloudMate, which significantly surpasses other observability solutions. Seamlessly monitor crucial metrics and relationships while detecting anomalies with alerts and tracking capabilities. Quickly locate vital 'break-points' in your application development cycle to tackle challenges before they escalate. Analyze service maps for each element of your application, unveiling intricate connections and dependencies among components. Track every request and action to obtain a thorough understanding of execution paths and performance metrics. No matter whether you are functioning within a multi-cloud, hybrid, or private setting, leverage unified infrastructure monitoring tools to evaluate metrics and derive meaningful insights. Improve your debugging precision and speed with a comprehensive overview of your system, enabling you to uncover and address problems more promptly. By adopting this strategy, your team can uphold exceptional performance and reliability across your applications, ultimately fostering a more resilient digital infrastructure. This proactive approach not only enhances operational efficiency but also contributes significantly to overall business success. -
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Broadcom WatchTower Platform
Broadcom
Streamline incident resolution for superior operational efficiency today!Enhancing business efficiency hinges on the prompt identification and resolution of critical incidents. The WatchTower Platform functions as an observability solution, streamlining incident resolution in mainframe settings by integrating and correlating metrics, data flows, and events from diverse IT silos. This platform offers a unified and user-friendly interface for operations teams, empowering them to optimize their workflows with greater effectiveness. By utilizing proven AIOps strategies, WatchTower proactively identifies potential issues at an early stage, which aids in preventing larger complications from arising. Furthermore, it incorporates OpenTelemetry to relay mainframe data and insights to observability frameworks, enabling enterprise Site Reliability Engineers (SREs) to detect bottlenecks and enhance operational efficiency. The platform enhances alerts with pertinent context, thus removing the need for multiple logins across various tools to obtain vital information. Additionally, the workflows integrated within WatchTower drastically speed up the processes of identifying, investigating, and resolving problems while simplifying the handover and escalation of issues, ultimately contributing to a more streamlined operational environment. The combination of these features not only strengthens incident management capabilities but also positions WatchTower as an essential resource for organizations aiming to elevate their operational efficiency. In a rapidly changing technological landscape, adopting such advanced tools is crucial for maintaining a competitive edge. -
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MIVU
Splitpoint Solutions
Enhance network reliability and security with real-time insights.MIVU’s network monitoring services provide real-time statistical insights into performance hurdles, ensuring that your network operates smoothly and reliably. By offering a comprehensive analysis of bandwidth usage, traffic trends, and device status, MIVU enables IT teams to quickly pinpoint and resolve potential problems that might lead to significant disruptions, while facilitating timely corrective actions. This proactive strategy not only boosts system reliability by addressing issues before they worsen but also enhances resource allocation and strengthens network security. Additionally, the sophisticated monitoring tools provided by MIVU allow organizations to effectively tackle possible performance declines, ensuring that business operations remain uninterrupted and efficient. Consequently, companies can concentrate on their growth and innovation strategies, confident that their network management is being handled by experts. In the ever-evolving digital landscape, such assurance can significantly contribute to a competitive edge. -
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SolarWinds Network Performance Monitor (NPM)
SolarWinds
Maximize network efficiency with advanced troubleshooting and insights.SolarWinds' Network Performance Monitor (NPM) offers sophisticated network troubleshooting capabilities through a detailed hop-by-hop analysis of critical paths, catering to both hybrid environments and traditional on-premises as well as cloud services. This contemporary network monitoring solution stands out for its combination of strength and cost-effectiveness. IT teams can swiftly pinpoint, diagnose, and resolve network disruptions, thereby enhancing overall network efficiency. Among its notable features are a performance analysis dashboard, visualization of critical paths with NetPath, smart alert systems, support for multi-vendor network monitoring, and specialized insights for Cisco ASA devices. With these tools, organizations can ensure their networks operate at optimal levels while minimizing downtime. -
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NetFlow Analyzer
ManageEngine
Optimize your network performance with powerful bandwidth insights.NetFlow Analyzer offers immediate insights into network bandwidth performance by utilizing flow technologies effectively. This tool delivers an in-depth perspective on your network's bandwidth consumption and traffic behaviors. It has successfully optimized countless networks around the globe. Serving as a unified solution, NetFlow Analyzer examines, reports, and gathers information regarding your network's bandwidth consumption. With the capability to enhance bandwidth management across over a million interfaces globally, it also includes features for network forensics and traffic analysis. By adjusting policies through traffic shaping with ACLs and class-based rules, you can exercise control over the most frequently used applications. Furthermore, NetFlow Analyzer employs Cisco NBAR technology to provide an intricate understanding of Layer 7 traffic. It is also proficient in detecting applications that utilize dynamic port numbers or conceal themselves behind commonly used ports, ensuring comprehensive network management. Ultimately, this tool is essential for maintaining optimal network performance and security. -
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ManageEngine OpManager Plus
ManageEngine
Comprehensive IT management solution for seamless infrastructure oversight.OpManager Plus is an all-encompassing IT Infrastructure Management solution that equips IT administrators with a unified dashboard to oversee and control their complete IT ecosystem. With its extensive full-stack functionality, it enables administrators to monitor all seven layers of infrastructure, encompassing servers, networks, IP addresses, switch ports, storage devices, applications, and firewall settings. This comprehensive oversight empowers admins to meticulously assess performance, swiftly identify potential issues, troubleshoot efficiently, and optimize resource allocation. Furthermore, it enhances compliance and security measures, streamlines IT processes, and facilitates integration with various tools. Ultimately, OpManager Plus stands out as a robust instrument that fosters the creation of a stable, secure, and efficient IT environment, ensuring that organizations can respond effectively to the challenges of modern IT management. Its versatility makes it an invaluable asset for any IT team. -
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Calico Cloud
Tigera
Elevate your cloud security effortlessly with real-time insights.A subscription-based security and observability software-as-a-service (SaaS) solution tailored for containers, Kubernetes, and cloud environments offers users an immediate view of service dependencies and interactions across multi-cluster, hybrid, and multi-cloud architectures. This platform simplifies the onboarding experience and enables rapid resolution of Kubernetes-related security and observability issues within just a few minutes. Calico Cloud stands out as a cutting-edge SaaS solution that equips organizations of all sizes to protect their cloud workloads and containers, detect threats, ensure ongoing compliance, and promptly tackle service disruptions in real-time across varied deployments. Built on the foundation of Calico Open Source, acknowledged as the premier framework for container networking and security, Calico Cloud empowers teams to utilize a managed service approach rather than dealing with a complex platform, which significantly enhances their ability to conduct swift analyses and make informed decisions. Furthermore, this advanced platform is designed to evolve with changing security requirements, guaranteeing that users have access to the most up-to-date tools and insights necessary for effectively protecting their cloud infrastructure. Ultimately, this adaptability not only improves security but also fosters a proactive approach to managing potential vulnerabilities. -
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SolarWinds Observability Self-Hosted
SolarWinds
Empowering organizations with comprehensive visibility and proactive performance.Previously known as Hybrid Cloud Observability, SolarWinds Observability Self-Hosted is a powerful and comprehensive platform designed to help organizations sustain system availability while reducing the time needed for troubleshooting across both on-premises and multi-cloud environments. It enhances visibility, intelligence, and efficiency by integrating data from diverse elements of the IT ecosystem such as networks, servers, applications, and databases, offering a unified view of service performance and the relationships between components. The platform's primary features include monitoring network performance, analyzing traffic patterns, managing configurations of network devices, overseeing IP address distributions, and tracking users along with their devices, in addition to managing servers and applications. It also encompasses virtualization management, log monitoring and analysis, governance of server configurations, and ensuring the quality of VoIP and network services. By delivering these interconnected capabilities, SolarWinds empowers organizations to proactively resolve issues and refine their IT systems for optimal performance. Furthermore, this holistic approach fosters a more agile and responsive IT infrastructure, enabling businesses to adapt to ever-evolving technological demands. -
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Jaeger
Jaeger
Unlock performance insights for seamless microservices operation today!Distributed tracing platforms such as Jaeger are essential for the effective operation of modern software systems built on microservices architecture. By monitoring the flow of requests and data across a distributed network, Jaeger offers insights into the interactions among various services, which can sometimes result in delays or errors. This tool skillfully connects these components, allowing users to identify performance bottlenecks, troubleshoot issues, and improve the overall dependability of their applications. In addition, Jaeger is notable for being a fully open-source solution that is designed to be cloud-native and can scale without limits. Its capacity to deliver profound insights into intricate systems makes it a crucial asset for developers looking to enhance application performance. Moreover, the insights gained from using Jaeger can contribute to more efficient resource allocation and better user experiences.