List of the Best AppQoS Alternatives in 2025
Explore the best alternatives to AppQoS 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 AppQoS. Browse through the alternatives listed below to find the perfect fit for your requirements.
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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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Uptime.com offers exceptional website monitoring services that enhance visibility and ensure availability, enabling engineering, operations, and SRE teams to effectively track and address their critical services. Our features, which are simple to use and of enterprise-grade quality, are consistently enhanced and offered at a competitive price. For multiple years running, we have been acknowledged by platforms such as G2, Sourceforge, and TechRadar Pro as one of the finest uptime monitoring solutions globally. Experience our services with a completely free trial to see the difference for yourself.
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Elecard Boro
Elecard
Optimize video quality management with effortless, real-time oversight.Introducing a video quality control tool, this software solution enables effective quality management and measurement of QoS across all segments of distributed networks via UDP streams. With probes operational 24/7, users gain comprehensive oversight of their network. Initiating stream monitoring takes less than 30 minutes, allowing for significant savings on equipment and network upkeep. The web interface is designed for ease of use, featuring an intuitive data layout that enhances user experience. Ongoing quality assessment and swift rectification of any issues help maintain a loyal customer base. This tool can be utilized as a cloud-based service or as a standalone option for local networks. Elecard Boro software probes diligently track packet loss, video freezes, and SCTE35 labels across various protocols, including UDP, HLS, DASH, RTP, and HTTP. This solution not only facilitates quick and cost-effective monitoring of content delivery networks but also aids in identifying the most prevalent issues. By implementing this advanced tool, organizations can ensure high service quality and customer satisfaction consistently. -
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Bigleaf
Bigleaf Networks
Transform your internet experience with seamless connectivity solutions.In today's landscape where Cloud and Internet technologies are crucial for achieving business objectives, having dependable internet connectivity is essential. Bigleaf's SD-WAN solution for network optimization provides an efficient and straightforward way to minimize downtime while enhancing the performance of cloud and SaaS applications. Our integrated Cloud Access Network, edge router, and intelligent software collaboratively monitor your internet traffic, adapting to varying circuit conditions and traffic needs—proactively addressing potential interruptions and ensuring superior internet performance. Additionally, Bigleaf equips you with valuable insights into both circuit and traffic performance through an intuitive single interface, complete with comprehensive reports and prompt alerts. Overall, the architecture of Bigleaf is designed to go beyond mere backup solutions; it truly transforms the way you experience internet connectivity. Explore the advantages for yourself by signing up for a complimentary demo today, and discover how Bigleaf can elevate your internet reliability and management experience to unprecedented levels. -
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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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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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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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myEPITIRO
Epitiro
Real-time network insights for optimal performance and experience.The Epitiro remote network monitoring probes provide real-time insights into the performance of your Ethernet, Wi-Fi, and/or LTE services, along with the overall user experience. By strategically placing Epitiro hardware probes in essential locations, you can conduct continuous assessments of network performance and bandwidth across various broadband connections. The user-friendly cloud interface allows for seamless configuration of test networks and scheduling preferences. You have the flexibility to initiate tests either on-demand or at specified intervals. Additionally, you and your team can establish performance alerts to stay informed about any issues. The system also ensures the proper functioning of your splash page and captive portal, while allowing customers and team members to securely monitor performance through their mobile apps or desktops. With enterprise-level administrative functionalities and scalability, these probes offer comprehensive end-to-end performance testing, which includes metrics from Ookla Speedtest, latency, jitter, and packet loss, as well as performance assessments for applications such as Dropbox and YouTube, plus iPerf support. The integration of Quality of Service (QoS) and Quality of Experience (QoE) features elevates the monitoring capabilities, making it an invaluable asset for maintaining optimal network health. In this way, you can ensure that your network consistently meets the demands of users and applications alike. -
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Accedian Skylight
Accedian
Transforming network performance with intelligent, adaptable monitoring solutions.Skylight provides comprehensive monitoring solutions designed to enhance network performance and user experience across various applications, clouds, and network setups. As a performance assurance platform, it delivers in-depth visibility into the performance of networks, applications, and services, ranging from the user's edge to the core network and cloud infrastructures. By actively managing performance metrics, Skylight guarantees that networks and cloud applications meet rising performance benchmarks, enhance overall network capacity, and fulfill the high expectations customers have for their experiences. Leveraging sophisticated analytics and machine learning, Skylight adeptly utilizes high-quality performance data to detect, anticipate, and resolve potential issues that could affect users. Users can gather precise and detailed information on networks, applications, and services through Skylight's sensors, which come in both software and hardware formats. These sensors can be deployed anywhere within the network, from remote locations to cloud environments, allowing organizations to tailor their monitoring approaches according to their unique requirements. This adaptability ensures that organizations can effectively enhance their monitoring strategies and optimize overall operational efficiency. -
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CySight
IdeaData
Unlock unparalleled network intelligence for secure, efficient operations.CySight’s groundbreaking Actionable Intelligence is relied upon by Fortune 500 companies worldwide, providing organizations with a highly efficient and secure solution to address the growing challenges posed by the complexity and scale of contemporary physical and cloud networking. By leveraging cyber network intelligence, CySight enhances the capabilities of network and security teams, allowing them to significantly speed up incident response times by revealing hidden vulnerabilities, scrutinizing network data to identify irregularities, detecting cyber threats, and assessing the usage and performance of assets. Additionally, CySight’s innovative Dropless Collection technique grants unparalleled visibility into vast network data, ensuring that information is stored in the most compact manner possible, which in turn boosts machine learning, artificial intelligence, and automation efforts to maximize the potential of all types of metadata, regardless of size or complexity. This comprehensive approach not only streamlines operations but also empowers organizations to stay ahead in an ever-evolving digital landscape. -
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Witbe
Witbe
Revolutionizing Quality of Experience across all interactive services.Witbe stands at the forefront of the Quality of Experience sector, providing an acclaimed solution for assessing QoE across various interactive services—whether they be telephony, video, or web—on any device, including PCs, smartphones, and set-top boxes, while traversing any network type, be it fixed, mobile, or over-the-top. Established in 2000, the company has expanded its reach and is now a reliable partner for more than 300 clients across more than 50 nations, earning the trust of broadcasters, operators, and content providers alike through the use of Witbe Robots. Additionally, Witbe's presence on Euronext Growth as a publicly-traded entity further underscores its commitment to excellence and transparency in the industry. The company continues to innovate and adapt, ensuring that it remains a leader in delivering outstanding quality experiences to its clients. -
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Enigma NMS
NetSAS
Empower your enterprise with unmatched network visibility and control.Enigma NMS stands at the forefront of the Enterprise Network Management and Monitoring industry. It provides a diverse array of distinctive features, adheres to industry best practices, and boasts an enterprise-level design. Additionally, it is marked by remarkable scalability, robust automation, and consistent stability. Clients are empowered to monitor, report, alert, and oversee all aspects of their enterprise, IoT, and OT systems, irrespective of their complexity or scale. With Enigma, network professionals gain enhanced visibility and comprehensive situational awareness, allowing for increased proactivity in identifying faults, performing analysis, and generating reports, ultimately leading to more informed decision-making. Key features of Enigma include all performance metrics with 60-second polling capabilities for up to five years without averaging, along with NetFlow and configuration management, Quality of Service (QoS), SNMP traps, and comprehensive environmental monitoring across various device types. This includes support for any Object Identifier (OID), applications, routers, switches, servers, firewalls, WAN optimizers, wireless LAN controllers, uninterruptible power supplies, VLANs, SNMPv3, and telecommunications equipment. Furthermore, Enigma NMS's extensive capabilities ensure that it can adapt to the evolving needs of enterprises, making it an essential tool for modern network management. -
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FirstWave Secure Traffic Manager
FirstWave
FirstWave is a software organization located in Australia that was started in 2001 and provides software named FirstWave Secure Traffic Manager. FirstWave Secure Traffic Manager provides 24/7 live support and online support. FirstWave Secure Traffic Manager has a free version. FirstWave Secure Traffic Manager is a type of network monitoring software. FirstWave Secure Traffic Manager is offered as Windows software. FirstWave Secure Traffic Manager includes training through documentation, live online, and videos. Some alternatives to FirstWave Secure Traffic Manager are Cirries DART, Accedian Skylight, and AppQoS. -
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Cirries DART
Cirries Technologies
Elevate user experience with real-time network performance insights.With the rise of cloud-based applications and the expansion of 5G technology, Communication Service Providers (CSPs) find themselves under pressure to focus on providing an exceptional user experience. Both business clients and everyday users demand flawless performance, showing little patience for slow or faulty applications, as well as subpar audio or video quality during virtual interactions. Ensuring high Quality of Service (QoS) alongside an improved Quality of Experience (QoE) is crucial for showcasing the superiority of their networks. To meet these demands, CSPs must achieve an unparalleled understanding of their networks' performance. Cirries' Data Analysis in Real Time (DART) provides this crucial insight. Serving as a comprehensive network performance monitoring tool, DART delivers extensive visibility across various environments, which include physical, virtual, software-defined, and cloud-based networks. By assessing all network traffic and application interactions in real-time, DART produces a wealth of detailed metrics related to voice, video, and application performance. Its capabilities extend to pinpointing network bottlenecks, performance hiccups, application delays, and issues within web applications, thereby ensuring users receive a flawless experience. Furthermore, this groundbreaking tool enables CSPs to make data-driven decisions that further elevate their service quality, ultimately fostering customer loyalty and satisfaction. -
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appNeura
appNeura
Unlock actionable insights for enhanced application performance today!appNeura provides businesses with immediate and actionable insights into the quality of their application services. This capability allows Developers, IT/Ops Managers, and Product Owners to quickly enact solutions that enhance both application performance and scalability. Gartner’s report on Innovation Insight for Digital Experience Monitoring emphasizes the necessity of investing in Digital Experience Monitoring (DEM) to prevent obsolescence, warning that IT leaders who overlook this area may struggle with inadequate skills and tools amidst growing operational complexities and the demand for more proactive, personalized, and adaptive services. Additionally, achieving better visibility into both overworked and underutilized personnel fosters increased accountability and transparency among employees, while also enabling effective management of remote workers without infringing on their privacy. As organizations confront these emerging challenges, embracing such insights is essential not only for survival but also for thriving in a competitive landscape. Ultimately, the integration of these insights into business strategies will be pivotal for long-term success. -
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MyConnection Server
Visualware
Maximize user satisfaction with comprehensive, automated network testing solutions.A wide range of network testing solutions exists, covering VoIP and Bandwidth Quality evaluations, in addition to global edge-to-edge implementations. Evaluating VoIP and Video Quality is essential to maintaining the user experience in applications such as voice calls and video meetings. The significance of traditional "speed" tests diminishes if the underlying testing protocol is not fully comprehended. Tackling bandwidth quality is critical to resolving user experience issues that may arise. Automated testing facilitates the seamless and secure gathering of crucial network performance metrics across both single and multi-edge networks. User experience holds the highest priority, irrespective of the application involved. It is crucial to implement comprehensive tests to confirm that a network fulfills its designated purpose. Determining whether a connection's capacity can handle its anticipated load is vital, as even robust connections can suffer from over-subscription, which may result in performance issues. Additionally, regular assessments can help preemptively identify and mitigate potential network bottlenecks. Ultimately, ensuring the dependability and efficiency of network services is key to enhancing user satisfaction. -
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ORION-OTT
Interra Systems
Empower your video performance with comprehensive, adaptive monitoring solutions.ORION-OTT provides a powerful and adaptable solution for validating ABR videos, prioritizing both Quality of Service (QoS) and Quality of Experience (QoE). It also supports the passive monitoring of origin servers and end-user devices, allowing for the identification of recurring issues and their root causes. The platform features an intuitive interface that effectively showcases monitoring results across various assets. Users have the ability to explore monitoring sessions to identify critical problems, their precise locations, and how often they occur within an asset, while also obtaining contextual information to aid in troubleshooting. Thanks to its web-based architecture, ORION-OTT allows for remote monitoring from any device that has internet access, thus offering a comprehensive array of monitoring and reporting capabilities that are easily available. This adaptability not only keeps users informed but also empowers them to take proactive steps in managing video performance across multiple platforms. Moreover, the continuous updates and enhancements to ORION-OTT ensure that users benefit from the latest features and advancements in video performance monitoring. -
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IxChariot
Keysight Technologies
Elevate network performance, ensure service reliability, exceed expectations.As the dynamics of contemporary networks continue to shift, organizations are persistently introducing new business services, all while their network infrastructures undergo constant improvements and updates. However, the capability of current network devices to support these new services often remains unclear, which can result in unexpected challenges. To address these potential risks, it is crucial for companies to conduct thorough evaluations of their networks, scrutinize performance metrics, and anticipate the quality of experience (QoE) associated with newly launched services. For quality assurance engineers and IT teams, having swift and efficient strategies to validate and assess performance prior to product or service deployment is of utmost importance. IxChariot emerges as a critical tool that facilitates the rapid evaluation and resolution of issues within networks and applications both before and after deployment. This powerful assessment solution employs software agents termed Performance Endpoints to simulate application traffic, thereby capturing essential performance data that can be easily managed from a centralized console. By leveraging such tools, organizations can substantially improve their service reliability and enhance user satisfaction, ultimately leading to a more resilient network infrastructure that meets evolving business demands. In a landscape where customer expectations are continuously rising, this proactive approach is not just beneficial but necessary for sustained success. -
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Ascentac Hawkeye Distributed
Ascentac
Optimize multimedia streaming with advanced monitoring and alerts.Ascentac Hawkeye Distributed is a sophisticated monitoring system that specializes in Quality of Service (QoS) for multimedia video streaming, enabling the supervision of multiple channels at once. It seamlessly integrates with various services, including SMS, email alerts, alarm systems, and simple network management protocol (SNMP), which empowers users to keep track of video service conditions from remote locations, thereby greatly improving management efficiency. The interface for real-time monitoring is highly customizable, permitting users to modify settings based on different parameters like VLAN ID, MPLS Label, ToS, and IP address, which aids in the swift detection and resolution of problems. Moreover, users gain access to extensive real-time analysis data, including metrics such as program clock reference (PCR) jitter, packet loss, and throughput, all in accordance with TR 101 290 standards. Additionally, the system can generate a variety of detailed statistical reports that users can effortlessly save in PDF format for further review. This robust set of features equips users with the essential tools needed to ensure their multimedia streaming services operate at peak performance, fostering a more reliable viewing experience for end-users. In an environment where streaming quality is paramount, such a system becomes indispensable for maintaining high standards in service delivery. -
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Qligent Vision
Qligent
Streamlined analytics for reliable content distribution and performance.Vision is designed for ease of implementation and use, showcasing a streamlined architecture that effectively reduces costs while providing immediate, action-oriented root cause analysis. Its software-based probes are capable of unlimited scalability throughout the network, offering broadcasters, network operators, and content distributors a budget-friendly solution for obtaining direct analytical insights at the crucial last mile. By enhancing the reliability of content distribution, Vision enables the real-time monitoring of more points than ever before, guaranteeing an unmatched level of fault tolerance and redundancy through features like hot-swap backups, load balancing, and clustering. Engineered for perpetual operation, Vision supports thorough root cause analysis by capturing video footage of incidents around the clock and preserving a time-correlated trend history. When deployed network-wide, Vision provides a precise view of channel delivery right to the last mile, empowering users to make informed decisions that boost overall performance. This pioneering strategy not only enhances operational efficiency but also greatly elevates the quality of service experienced by end-users, ensuring consistent satisfaction and reliability. Furthermore, the advanced capabilities of Vision pave the way for innovative solutions to emerging challenges in the broadcasting landscape. -
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VQmon
Telchemy
Revolutionize media analysis with real-time QoE insights.VQmon is a specialized embedded library designed for real-time analysis of media streams such as VoIP, IP videoconferencing, and video streaming. It delivers in-depth analytics and Quality of Experience (QoE) scores for IP-based media streams. The library offers APIs and standardized payloads compliant with RFC 635 (SIP PUBLISH) and RFC 3611, enabling users to obtain critical metrics. With a successful integration into over 500 million IP phones, media gateways, and testing tools, VQmon has proven its widespread utility. It operates efficiently and scales remarkably, requiring only a minuscule fraction of a microprocessor's resources to monitor individual voice or video streams. Furthermore, it can handle substantial quantities of streams on multicore servers, processing more than 2 million packets for each core. This adaptability allows VQmon to function seamlessly across diverse operating systems and processor architectures, making it a versatile choice for organizations. -
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StreamProbe
TestTree
"Empower your media services with real-time, holistic monitoring."The StreamProbe solution delivers an all-encompassing perspective on service availability and video quality at every essential phase of media processing and delivery through round-the-clock monitoring. It serves a diverse range of media organizations, such as television service providers, network operators, and platforms involved in linear broadcasting, IPTV, cable, satellite TV, OTT, VOD, nPVR, and transport contribution and distribution, all striving to improve the user experience while reducing operational costs. With its continuous real-time monitoring and alerting system, it empowers operators to detect issues proactively, preventing any negative impact on customers and enhancing overall system uptime. Furthermore, it aids in contribution, encoding, packaging, transport, and linear VOD services, which accelerates the training process for operational teams. The solution's architecture is adaptable, capable of supporting centralized or distributed configurations across bare metal, virtualized settings, or cloud platforms such as AWS. Thanks to its high-density and scalable features, multiple services can be monitored concurrently within a single device, whether in an integrated or distributed setup, all while offering a cohesive monitoring interface. This holistic strategy guarantees that service providers can sustain peak performance and dependability amidst the rapidly changing media landscape, ensuring they remain competitive and effective. Ultimately, the effective use of StreamProbe can lead to improved customer satisfaction and loyalty, making it an invaluable asset for media organizations. -
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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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Touchstream VirtualNOC
Touchstream
Optimize performance and enhance quality with seamless monitoring.The OTT Operations hub is built to manage performance on a large scale while improving Quality of Service (QoS). With the help of Touchstream's unique CDN data-sharing collaborations, the root causes of errors can be pinpointed in a matter of minutes. Our all-encompassing monitoring solution, VirtualNOC, collects data from every stage of the video delivery pipeline and ensures uninterrupted monitoring throughout the day and night. This functionality allows operators to easily spot issues and take corrective measures before any negative impact is felt by viewers. By facilitating real-time data exchange with CDNs, any disputes with technology providers are effectively removed, enabling teams to focus on the real challenges and address them swiftly. The cloud-based framework of VirtualNOC allows for operations to be conducted from any location, seamlessly connecting to the internet and equipping your operations team with crucial visibility tools needed to navigate their complex workflows. Furthermore, the capability to review past errors assists in accurately determining underlying issues, which helps to prevent their recurrence and boosts long-term QoS. By ensuring that operators have complete visibility over their processes, the potential for mistakes is significantly reduced, leading to a more streamlined operational workflow. This comprehensive system not only enhances the speed of issue resolution but also encourages a forward-thinking mindset toward consistently upholding service quality, ultimately contributing to a more reliable viewing experience for all users. -
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IT-Conductor
IT-Conductor
Streamline SAP performance with advanced orchestration and automation.IT-Conductor serves as a comprehensive service orchestration and automation platform that specializes in detailed application performance management for SAP® environments and related infrastructure elements, offering an array of sophisticated features. Among these are an integrated monitoring and automation framework that facilitates the manual, triggered, or scheduled execution of various jobs, tasks, and process workflows, as well as time-synchronized data to enhance correlation, root-cause analysis, and analytics capabilities. Additionally, the platform provides extensive metrics monitoring and reporting, role-based dashboards tailored for personalized insights, and a highly adaptable SAP Service Level Reporting system. Furthermore, IT-Conductor ensures seamless integration with SAPGUI, making it a versatile tool for optimizing SAP performance management. -
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AppNeta
Broadcom
Unmatched insights for optimal application performance and reliability.AppNeta stands out as a unique network monitoring platform that offers insights into the user experience for any application, no matter its location. This SaaS-based tool enables IT and Network Operations teams to swiftly pinpoint problems that affect both cloud and network performance. Many Fortune 1000 enterprises, including three of the largest companies globally and four of the five leading cloud service providers, rely on AppNeta for their network monitoring needs. Its widespread adoption among top-tier organizations highlights its effectiveness and reliability in managing network performance. -
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F5 BIG-IP
F5
Unlock application potential with optimal performance and security.As applications continue to rule the landscape of modern business, leveraging advanced technology becomes crucial for achieving success. The effectiveness of your enterprise hinges on these applications, and with BIG-IP application services, you can ensure that you have the necessary performance, security, and availability to meet your operational demands. By utilizing BIG-IP application delivery controllers, you can maintain the efficiency and uptime of your applications. Both the BIG-IP Local Traffic Manager (LTM) and BIG-IP DNS are tailored to manage application traffic effectively while protecting your infrastructure from potential threats. Regardless of whether your applications reside in a private data center or in the cloud, you gain access to integrated traffic management and security services, along with enhancements in performance. Additionally, solutions like BIG-IP Diameter Traffic Management, BIG-IP Policy Enforcement Manager (PEM), and BIG-IP Carrier-Grade NAT (CGNAT) are instrumental in monitoring network resources to ensure that your applications consistently perform at optimal levels, adhering to carrier-grade requirements. These sophisticated tools not only help in identifying avenues for network optimization and monetization but also contribute to a more favorable financial performance for your business. By harnessing the power of these advanced services, you can truly unleash the full potential of your applications, fostering innovation and driving growth throughout your organization. Ultimately, investing in such technology is not just about keeping pace; it’s about leading the charge in a competitive marketplace. -
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Infovista Ativa
Infovista
Transform network management with seamless automation and insights.Infovista Ativa™ is a comprehensive suite of cloud-native applications designed to ensure the automated assurance of sophisticated and cloud-based networks. The applications within Ativa can function independently or collectively, offering an integrated view for complete end-to-end automated assurance. With Automated Ops by Ativa™, the efficiency of network and service operations is significantly improved, facilitating automation use cases like 5G slicing assurance, automated anomaly detection, and troubleshooting, while also enhancing data experiences and ensuring seamless VoNR services. This suite also supports API-based data monetization and IoT network assurance, among other capabilities. By leveraging advanced AI and machine learning algorithms alongside network configuration tools and open APIs, Ativa automates workflows and analytics, delivering precise insights and predictions without the need for manual configuration or active validation, ultimately streamlining network management processes. The result is a powerful toolset that empowers organizations to optimize their network performance and reliability. -
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Riverbed APM
Riverbed
Unify visibility, streamline performance, and elevate user experience.Enhanced high-definition Application Performance Management (APM) visibility is achieved through a combination of real user monitoring, synthetic monitoring, and OpenTelemetry, which provides a scalable, user-friendly solution that streamlines the integration of insights from end users, applications, networks, and cloud-native environments. The proliferation of microservices in containerized settings across dynamic cloud infrastructures has created a highly distributed and transient landscape that presents unprecedented challenges. Traditional APM enhancement techniques, which depend on sampled transactions, partial traces, and aggregate metrics, are proving inadequate as legacy solutions falter in pinpointing the causes of sluggish or stalled business applications. The Riverbed platform offers unified visibility across today’s application landscape, ensuring straightforward deployment and management while enabling faster resolution of even the most complex performance issues. Specifically designed for cloud-native contexts, Riverbed APM delivers in-depth monitoring and observability for transactions operating on modern cloud and application infrastructures, significantly improving both operational efficiency and user experience. By embracing this all-encompassing strategy, organizations not only tackle existing performance hurdles but are also well-equipped to navigate future technology evolutions effortlessly, thus ensuring sustained success in a rapidly changing digital landscape. -
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Cradlepoint NetCloud Service
Cradlepoint
Empowering seamless connectivity with innovative cloud-based wireless solutions.Cradlepoint stands out as a worldwide frontrunner in delivering cloud-based 4G and 5G wireless network edge solutions. Their NetCloud™ platform, along with cellular routers, creates a robust, secure, and software-defined Wireless WAN edge that seamlessly connects individuals, locations, devices, and everything in between, no matter where they are. With over 25,000 government and business clients worldwide, including numerous Global 2000 organizations and leading public sector agencies, Cradlepoint is a trusted partner for maintaining connectivity at crucial sites, commercial points, field teams, and vehicles. Founded in 2006, the company was acquired by Ericsson in late 2020 and now operates as a distinct subsidiary within Ericsson’s Business Area Technologies and New Businesses. Headquartered in Boise, Idaho, Cradlepoint also boasts development facilities in Silicon Valley and India, along with international offices in the UK and Australia, showcasing its commitment to global reach and innovation in wireless solutions. The company's strategic position and technological advancements continue to enhance how entities manage their network needs across diverse environments. -
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Heroix Longitude
Heroix
Streamline IT monitoring, save time and resources effortlessly.Heroix is committed to making IT monitoring more straightforward, enabling clients to conserve their time, financial resources, and energy. With decades of expertise in system management, Heroix understands the essentials for delivering sophisticated yet effective IT solutions. Our comprehensive agentless monitoring platform, Longitude, encompasses the entire technology landscape, spanning from physical and virtual environments to cloud infrastructures and server networks, as well as IT frameworks and applications. Utilized by tens of thousands of organizations globally, both large and small, Longitude's smart and efficient design yields superior outcomes while minimizing effort. Its remarkable adaptability addresses both unique management issues and routine operations, allowing clients to save both time and money effectively. For additional insights, you can explore our online demo environment at https://go.heroix.com/longitude-live-demo-and-download, where you can see Longitude in action. This demonstration showcases the capabilities that can transform your IT monitoring experience. -
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Telestream iQ
Telestream
Empowering video providers with unparalleled quality monitoring solutions.Telestream iQ has established itself as a leading entity in the field of video quality monitoring, having been formed from the acquisitions of IneoQuest in 2017 and Tektronix Sentry in 2019, both of which were dominant players in the industry. The organization supports service providers in navigating the complexities of transitioning from SDI to IP, evolving from traditional linear television to OTT streaming, and embracing cloud solutions for various video delivery needs. By utilizing its sophisticated offerings, Telestream iQ improves visibility, furnishes diagnostic and troubleshooting capabilities, and guarantees adherence to service level agreements (SLA), collectively resulting in reduced operational expenses, enhanced efficiency, and increased revenue streams for video service providers. Its platform includes automated monitoring throughout every step of the video delivery process, delivering a thorough end-to-end perspective along with detailed analytics that assist in identifying video quality issues and their root causes. This comprehensive suite of solutions not only enables operators to refine their processes but also ensures that they uphold high standards in video delivery while adapting to an ever-evolving market landscape. Ultimately, Telestream iQ positions itself as an indispensable partner for companies striving to excel in the competitive digital media environment. -
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IBM SevOne Network Performance Management
IBM
Empower your network performance with actionable insights today!Transform your IT operations by leveraging actionable insights from a network observability solution that prioritizes applications. Are you struggling to cope with the growing intricacies of modern network systems? As digital transformation evolves, there is a pressing need for monitoring solutions that align with the flexible, adaptable, and scalable demands of today's network architectures. Designed specifically for contemporary networks, IBM® SevOne® Network Performance Management (IBM SevOne NPM) provides an application-centric view that empowers NetOps teams to detect, address, and prevent network performance issues within hybrid environments. By continuously monitoring networks from diverse vendors, organizations can boost network performance and improve user experiences while effectively translating insights into actionable strategies across various sectors such as enterprise, communication, and managed service providers. Beyond simple issue detection, SevOne NPM combines industry best practices with state-of-the-art analytics, allowing your teams to concentrate on the critical task of enhancing network performance and maintaining uninterrupted connectivity. This robust tool not only simplifies the management of complex networking environments but also equips organizations with the capabilities to adapt and thrive in an ever-evolving digital landscape. -
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nGeniusPULSE
NETSCOUT
Transforming IT insights into seamless operational excellence for users.nGeniusPULSE delivers vital insights into the fast-evolving IT landscape, helping to ensure that essential business services remain consistently available, reliable, and performant across various multi-cloud environments. It actively identifies potential problems that may impact remote users, regardless of their connection type, whether through Ethernet or Wi-Fi, thus protecting the overall user experience. By merging real-time wire-data analysis from the nGeniusONE Service Assurance platform with synthetic testing and assessments of infrastructure health from user locations, NETSCOUT has set a standard in the field of monitoring and visibility. This holistic strategy provides IT teams with the necessary tools to significantly improve the quality of the user experience. Furthermore, interactive dashboards equipped with drill-down capabilities showcase the results of continuous automated testing, highlighting both the extent and effects of any detected issues, which supports informed strategic decision-making. Such comprehensive visibility is essential for organizations that aim to ensure seamless operations within a complex digital landscape, ultimately contributing to higher levels of customer satisfaction and operational efficiency. -
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GroundWork
GroundWork Open Source Solutions
Comprehensive monitoring solution for seamless IT management everywhere.GroundWork Monitor Enterprise serves as a comprehensive IT monitoring solution capable of overseeing physical, virtual, and cloud infrastructures alike. It ensures that every facet of your IT environment is under surveillance, providing a seamless experience regardless of the specific setup you have in place. This enterprise-level monitoring tool effectively integrates cloud-scale and on-premise analytics, allowing for a unified approach to data management. With GroundWork, users can gather and scrutinize all operational and performance metrics from a single platform, enhancing visibility across the entire application stack. The software facilitates flexible and customizable workflows coupled with robust integrations, making it an essential resource for IT departments. Acting as the central hub for collecting IT monitoring data, GroundWork excels in status alerting and application health monitoring. Additionally, it automates the deployment of monitoring capabilities and swiftly detects network-related issues. Thanks to its API-based monitoring agents, real-time data collection becomes a reality, ensuring that information is always current and actionable. Furthermore, GroundWork simplifies processes by minimizing the need for manual intervention through automated network discovery and device registration, ultimately streamlining IT operations. This effectiveness empowers organizations to maintain optimal performance and quickly respond to potential challenges. -
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DX Application Performance Management
Broadcom
Transform your applications with proactive insights and unparalleled performance.Boost the efficiency of your applications and deliver outstanding user experiences through unmatched insights and intelligence. As modern applications grow more complex and the expectation for flawless customer interactions escalates, traditional Application Performance Management (APM) solutions often fall short in providing the crucial visibility needed to identify and resolve issues before they impact users. Hence, it is vital for APM technologies to advance by incorporating AIOps capabilities, which enable earlier anomaly detection, predictive behavior analysis, and the implementation of informed automatic corrective actions. DX Application Performance Management, formerly known as CA Application Performance Management or CA APM, integrates smoothly with our AIOps framework, allowing for the correlation and analysis of data across users, applications, infrastructure, and network services, thus offering real-time insights into the health of vital business services. By leveraging advanced algorithms and machine learning techniques, DX APM can quickly and accurately identify potential problem sources, ensuring that issues are addressed proactively before they disrupt user experiences. This strategic approach not only improves operational efficiency but also significantly enhances overall customer satisfaction, fostering long-term loyalty and trust. In a rapidly evolving digital landscape, such capabilities are not just advantageous; they are essential for maintaining a competitive edge. -
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Uila
Uila
Seamless big data analytics and infrastructure performance optimization.At the core of the Uila virtual infrastructure framework is a sophisticated big data storage and analytics system, designed to grow seamlessly alongside large data center configurations that can include thousands of servers, while also being adept at fine-tuning to capture high-resolution data and retain historical records without compromising on real-time performance. Its inherent redundancy guarantees outstanding availability, reduces downtime, and streamlines maintenance tasks significantly. UMAS demonstrates remarkable flexibility, allowing for deployment in Private, Public, or SaaS Cloud environments. Serving as the analytical engine, it effectively links application performance with infrastructure metrics, which aids in pinpointing the root causes behind any performance challenges. Moreover, the historical data produced can create trending reports that help identify infrastructure hotspots, ensuring that optimal application performance is consistently maintained. Additionally, uObserve introduces Application Dependency Mapping, which improves insight into the relationships between applications within the infrastructure, further strengthening operational efficiency. These features combined make Uila a comprehensive solution for modern data management needs. -
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Riverbed AppResponse
Riverbed
Unlock unparalleled network insights for enhanced operational efficiency.As companies progress and become more decentralized, the importance of effective network management grows significantly. Riverbed AppResponse provides a holistic solution that encompasses packet capture, application analysis, transactional insights, and flow export all within a single platform. With dedicated modules designed for a variety of applications, it accelerates the process of identifying and resolving issues. The flexible architecture of Riverbed AppResponse enables users to select the precise analytical tools they need, which include network forensics, metrics for both TCP and UDP applications, evaluations of web application performance, database analysis, VoIP and video assessments, along with Citrix app evaluations. It is commonly acknowledged that packets represent the ultimate truth in the realm of networking. By continuously capturing and archiving all packets at one-minute intervals, Riverbed AppResponse guarantees that essential information is always available when needed. Furthermore, users can explore second- and micro-second-level details for deeper analysis, offering an unmatched level of insight into network performance. This robustness makes Riverbed AppResponse an essential tool for organizations striving to ensure peak network efficiency and reliability. Ultimately, the ability to access detailed packet data can lead to more informed decision-making and enhanced operational strategies. -
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ServicePilot
ServicePilot
Empowering seamless IT operations with innovative monitoring solutions.ServicePilot is dedicated to providing an accurate depiction of IT systems and applications, emphasizing critical elements like security, availability, and performance. Ensuring that applications run seamlessly while upholding high standards of performance and security presents a considerable challenge for teams. This endeavor has become even more daunting within the framework of agile development, characterized by frequent changes, rapid progression, and an increasing intricacy in the architecture of information systems. The IT landscape has undergone a profound transformation due to the rise of various technologies: cloud computing has become mainstream, mobile devices have gained immense capabilities, the Internet of Things is advancing swiftly, and the emergence of microservices and containers is reshaping the landscape of application development. These technological advancements have introduced new requirements, leaving traditional tools struggling to meet the evolving demands of modern environments. As a result, there is an urgent necessity for a new generation of monitoring solutions that can keep pace with these changes. Furthermore, it is vital to recognize that the foundational infrastructure, network, and storage components are equally important, as they form the backbone upon which applications rely for their operation. Hence, adopting a comprehensive approach to monitoring is crucial for thriving in today’s intricate IT ecosystem. In this context, the integration of innovative monitoring solutions can significantly enhance the effectiveness and reliability of IT operations. -
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Cavisson NetStorm
Cavisson Systems
Optimize performance, boost satisfaction, and ensure future success.Cavisson NetStorm presents a cost-effective and intuitive solution aimed at optimizing enterprise application performance. This powerful load generator offers accurate evaluations of Client Perceived Response Time (CPRT), enabling IT organizations to confidently maintain their Service Level Agreements (SLA). With its advanced technology, it skillfully navigates a variety of load parameters, along with the realism of users, applications, and networks. NetStorm has built a reputation as a trustworthy option, uncovering underlying issues that legacy systems failed to detect, which has led many Fortune 100 companies to incorporate it. Its ability to generate substantial loads ensures reliable assessments of client perceived response times. As the digital landscape continues to change, service providers are increasingly focused on maximizing profits, while end-users are becoming more discerning about performance quality. By adopting NetStorm, organizations can better manage their IT budgets, ultimately boosting their operational efficiency. Additionally, this thoughtful investment not only elevates user satisfaction but also fortifies the company's standing in an ever-competitive market, positioning it for future success. In this way, NetStorm not only serves immediate needs but also lays the groundwork for long-term growth and stability. -
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Oracle APM
Oracle
Maximize application performance, enhance reliability, boost customer satisfaction.OCI Application Performance Monitoring (APM) provides in-depth visibility into application performance, empowering DevOps teams to quickly detect and rectify issues, thereby ensuring consistent service reliability. As businesses increasingly depend on their applications for critical operations, it becomes vital to implement proactive strategies that ensure seamless access to information and smooth transaction processes for their online customers. The introduction of APM has enabled organizations to significantly reduce performance-related challenges by 90%, achieving this feat with less effort and lower costs. Acting as a robust distributed tracing solution, APM functions as a service, allowing DevOps professionals to oversee every transaction step without relying on sampling or aggregation, applicable to both new and legacy applications running on OCI, on-premises, or across various cloud platforms. This service adeptly caters to both microservices-based applications and traditional multi-tier legacy systems, broadening the scope of applications that can take advantage of superior performance insights. By embracing APM, companies can not only enhance their operational efficiency but also boost customer satisfaction significantly, leading to a stronger competitive edge in the market. Ultimately, APM represents a pivotal investment for any organization aiming to thrive in today’s digital landscape. -
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ASG-TMON
ASG Technologies Group
Achieve IT excellence with comprehensive monitoring and management solutions.ASG-TMON provides organizations with the tools needed to effectively achieve their IT performance goals. Its monitoring and management capabilities span a wide range of supporting systems and applications, all the way to the end-user experience. The solutions from ASG are crafted to ensure that organizations can improve their IT management, optimize performance, and enhance accessibility, all while facilitating quick implementation and reducing total cost of ownership (TCO). Specifically tailored for the IBM zSeries platform, the ASG-TMON suite offers detailed solutions that monitor the health, availability, and performance of system and subsystem resources, which are essential for the critical business applications that run in z/OS and z/VSE environments. By unifying all ASG-TMON offerings into a comprehensive collection of performance monitors, ASG provides organizations with a significant competitive edge. Furthermore, ASG-TMON ensures that operating systems, middleware, databases, and network components operate efficiently and effectively, thereby bolstering organizational success. This all-encompassing strategy positions ASG-TMON as a crucial resource for businesses as they navigate the complexities of modern IT landscapes. Ultimately, its robust features and integrated approach not only enhance performance but also foster innovation and growth within organizations. -
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Riverbed Aternity
Riverbed Technology
Empower productivity and satisfaction with AI-driven insights.The Riverbed Aternity platform utilizes AI-driven analytics and self-repair capabilities to boost employee productivity and enhance customer satisfaction, all while facilitating rapid market entry with high-quality applications, decreasing IT operational costs, and addressing the challenges of IT transformation. By offering AI-based insights from genuine end-user experience data and accurate telemetry spanning various endpoints, applications, infrastructure, and networks, Riverbed Aternity provides Digital Workplace teams with crucial resources, including DXI for benchmarking, an Intelligent Service Desk, and AI-augmented troubleshooting. These functionalities not only promote ongoing service improvements but also help in preventing incidents proactively throughout the organization. Discover how Aternity can empower businesses to achieve a holistic view of their environments, reduce IT asset expenditures, and advocate for sustainable IT practices, while simultaneously enhancing the satisfaction levels of employees and customers, ultimately contributing to the overall success of the organization. Additionally, embracing these innovations can lead to a more resilient and agile IT infrastructure, positioning enterprises for future growth and adaptation in an ever-evolving market landscape. -
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Graphite
Graphite
Transforming monitoring: efficiency, accessibility, and informed decision-making.Graphite stands out as a powerful monitoring solution that is equally effective on cost-effective hardware and cloud platforms, which makes it a compelling option for diverse teams. Organizations leverage Graphite to efficiently track the performance metrics of their websites, applications, business services, and server networks. This innovative tool ushered in a new era of monitoring technologies, streamlining the processes involved in storing, retrieving, sharing, and visualizing time-series data. Initially conceived in 2006 by Chris Davis during his tenure at Orbitz as a side endeavor, Graphite gradually became a vital part of their monitoring toolkit. In 2008, Orbitz opted to release Graphite under the open-source Apache 2.0 license, enhancing its availability to a wider audience. Since then, numerous leading companies have adopted Graphite in their production settings to manage their e-commerce operations and plan for future expansion. The information gathered is processed through the Carbon service, which then archives it in Whisper databases for long-term retention and analysis, ensuring that essential performance metrics are consistently accessible. This detailed approach to monitoring not only empowers organizations but also enables them to make informed decisions while expanding their operations effectively. Furthermore, as technology continues to advance, the adaptability of Graphite positions it well for future developments in monitoring practices. -
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Akamas
Akamas
Optimize performance, reduce costs, and enhance agility effortlessly.Businesses must deliver top-notch services while keeping costs low and maintaining agility in their operations. The landscape of contemporary applications, whether they are on-premises or cloud-based, and whether they utilize monolithic or microservices architectures, is intricate, featuring thousands of parameters and various instance types that need to be fine-tuned to find the perfect configuration that balances performance, resilience, and cost efficiency. By utilizing Akamas, organizations can clearly define their optimization goals and constraints, such as service level objectives (SLOs), which allows for effective optimization of their applications and IT infrastructures. Those who leverage Akamas can enjoy remarkable benefits, including a 60% decrease in infrastructure and cloud expenses without compromising application performance, a 30% increase in transactions per second with the same resources, a 70% reduction in response times while maintaining stability, and an astounding 80% decrease in tuning time. Furthermore, the AI-driven optimization capabilities offered by Akamas enable companies and digital enterprises to improve service quality, strengthen resilience, and achieve significant savings, fostering a more streamlined operational environment. This holistic approach not only enhances performance metrics but also positions organizations for future growth and adaptability in a competitive market. -
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DymaxIO
Condusiv Technologies
Unlock peak performance and efficiency with effortless data management.DymaxIO is an advanced data management tool designed for high-speed operation both on-site and in the cloud, effectively recovering more than 40% of throughput that would otherwise be lost due to I/O inefficiencies. This innovative solution combines speed with user-friendliness, providing full transparency and automation to streamline operations. It proficiently tackles challenges such as application slowdowns, freezes, timeouts, and sluggish SQL queries, all while assisting in reducing cloud computing costs. With DymaxIO, you can quickly restore lost performance and optimize your system's overall efficiency. Furthermore, its Undelete functionality guarantees immediate recovery of deleted files through continuous data protection, eliminating the need for time-consuming backup restorations. This feature protects both local and network-shared files, allowing for the simple restoration of any deleted file or its previous iterations. In just a few clicks, you can retrieve valuable content that might have taken hours to generate, thereby alleviating the hassle of data loss. By directly addressing performance challenges without requiring intricate tuning, DymaxIO can improve your infrastructure's efficiency by over 30%, positively impacting both your systems and users. Choose DymaxIO today to maximize the longevity of your current assets and circumvent unnecessary spending on expensive new hardware, all while experiencing a significant enhancement in your data management and operational efficiency. Discover the remarkable improvements DymaxIO can bring to your organization today! -
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Hazelcast
Hazelcast
Empower real-time innovation with unparalleled data access solutions.The In-Memory Computing Platform is crucial in today's digital landscape, where every microsecond counts. Major organizations around the globe depend on our technology to operate their most critical applications efficiently at scale. By fulfilling the need for instant data access, innovative data-driven applications can revolutionize your business operations. Hazelcast's solutions seamlessly enhance any database, providing results that significantly outpace conventional systems of record. Designed with a distributed architecture, Hazelcast ensures redundancy and uninterrupted cluster uptime, guaranteeing that data is always accessible to meet the needs of the most demanding applications. As demand increases, the system's capacity expands without sacrificing performance or availability. Moreover, our cloud infrastructure offers the quickest in-memory data grid alongside cutting-edge third-generation high-speed event processing capabilities. This unique combination empowers organizations to harness their data in real-time, driving growth and innovation. -
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Splunk APM
Splunk
Empower your cloud-native business with AI-driven insights.Innovating in the cloud allows for faster development, enhanced user experiences, and ensures that applications remain relevant for the future. Splunk is specifically tailored for cloud-native businesses, offering solutions to present-day challenges. It enables you to identify issues proactively before they escalate into customer complaints. With its AI-driven Directed Troubleshooting, the mean time to resolution (MTTR) is significantly reduced. The platform's flexible, open-source instrumentation prevents vendor lock-in, allowing for greater adaptability. By utilizing AI-driven analytics, you can optimize performance across your entire application landscape. To deliver an exceptional user experience, comprehensive observation of all elements is essential. The NoSample™ feature, which facilitates full-fidelity trace ingestion, empowers you to utilize all trace data and pinpoint any irregularities. Additionally, Directed Troubleshooting streamlines MTTR by rapidly identifying service dependencies, uncovering correlations with the infrastructure, and mapping root-cause errors. You can dissect and analyze any transaction according to various dimensions or metrics, and it becomes straightforward to assess your application's performance across different regions, hosts, or versions. This extensive analytical capability ultimately leads to better-informed decision-making and enhanced operational efficiency. -
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Original Software
Original Software
Effortless test automation for enhanced productivity and quality.Original Software streamlines the processes of test automation, capturing, and management across your ERP and any associated applications, functioning flawlessly from the start. With pre-built test case templates and a fully code-free interface, business users can conduct tests with ease, eliminating the need for any technical expertise. Wave goodbye to traditional approaches such as spreadsheets and screenshots. Our solution enhances productivity immediately, often cutting testing time in half. When you're prepared to elevate your testing strategy, our AI-driven automation allows you to create an entirely automated regression suite—without any coding requirements. Whether you’re dealing with on-premise, cloud, custom-built, or legacy applications, Original Software has you covered. Our platform is designed to accommodate testing across any system, guaranteeing effective, dependable, and streamlined quality assurance processes. With such versatility and efficiency, your team can focus on innovation rather than repetitive testing tasks. -
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Pepperdata
Pepperdata, Inc.
Unlock 30-47% savings with seamless, autonomous resource optimization.Pepperdata's autonomous, application-level cost optimization achieves significant savings of 30-47% for data-heavy tasks like Apache Spark running on Amazon EMR and Amazon EKS, all without requiring any modifications to the application. By utilizing proprietary algorithms, the Pepperdata Capacity Optimizer effectively and autonomously fine-tunes CPU and memory resources in real time, again with no need for changes to application code. The system continuously analyzes resource utilization in real time, pinpointing areas for increased workload, which allows the scheduler to efficiently allocate tasks to nodes that have available resources and initiate new nodes only when current ones reach full capacity. This results in a seamless and ongoing optimization of CPU and memory usage, eliminating delays and the necessity for manual recommendations while also removing the constant need for manual tuning. Moreover, Pepperdata provides a rapid return on investment by immediately lowering wasted instance hours, enhancing Spark utilization, and allowing developers to shift their focus from manual tuning tasks to driving innovation. Overall, this solution not only improves operational efficiency but also streamlines the development process, leading to better resource management and productivity.