Big Data Quality must always be verified to ensure that data is safe, accurate, and complete. Data is moved through multiple IT platforms or stored in Data Lakes. The Big Data Challenge: Data often loses its trustworthiness because of (i) Undiscovered errors in incoming data (iii). Multiple data sources that get out-of-synchrony over time (iii). Structural changes to data in downstream processes not expected downstream and (iv) multiple IT platforms (Hadoop DW, Cloud). Unexpected errors can occur when data moves between systems, such as from a Data Warehouse to a Hadoop environment, NoSQL database, or the Cloud. Data can change unexpectedly due to poor processes, ad-hoc data policies, poor data storage and control, and lack of control over certain data sources (e.g., external providers). DataBuck is an autonomous, self-learning, Big Data Quality validation tool and Data Matching tool.
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NetCrunch is commercial, self-hosted, agentless network and IT infrastructure monitoring software for Windows Server. It monitors network devices, servers, virtualization platforms, cloud services, applications, websites, logs, telemetry, and network traffic across distributed environments.
NetCrunch supports 680+ monitoring targets and provides 270+ ready-to-use Monitoring Packs for devices, applications, and operating systems. Policy-based monitoring automatically applies monitoring settings, Monitoring Packs, thresholds, and alerts to matching devices and systems. Licensing is based on monitored nodes and network interfaces rather than individual sensors, checks, or metrics.
NetCrunch provides real-time dashboards and automatic Layer 2 and routing topology maps for visibility into network status and performance. Network traffic analysis supports NetFlow, sFlow, IPFIX, and other flow technologies. Its alerting system supports event correlation, dependency-aware suppression, predictive thresholds, escalation, and 40+ automated response actions, including scripts, notifications, API calls, and integrations with external systems.
Distributed Monitoring Probes extend monitoring to remote and isolated locations. NetCrunch also provides a REST API for integration and automation with external IT management, service management, and operational systems.
NetCrunch is self-hosted on Windows Server and can monitor on-premises, air-gapped, cloud, and hybrid IT environments.
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Coroot
Coroot is a cutting-edge, open-source observability platform enhanced by AI, aimed at providing teams with comprehensive insight into their applications and infrastructure while simultaneously detecting and elucidating issues in real-time. The platform gathers and analyzes telemetry data—such as metrics, logs, traces, and profiling details—without necessitating any alterations to the code or intricate configurations, utilizing eBPF for seamless system instrumentation and prompt insights. By constructing a holistic model of your system, it effectively maps services, dependencies, databases, and network links, facilitating a clear visualization of component interactions and enabling swift identification of anomalies or performance issues. Moreover, Coroot’s AI-driven root cause analysis functions like a virtual assistant, systematically examining frequent failure scenarios, pinpointing incident sources, and offering actionable recommendations, thereby minimizing the need for manual debugging and drastically reducing resolution times. This innovative approach not only streamlines the troubleshooting process but also empowers teams to enhance their overall operational efficiency and reliability.
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IBM SevOne
Enhance your IT operations with actionable insights derived from application-focused network observability. Are you finding it challenging to manage the increasing complexities associated with contemporary network systems? As digital transformation progresses, network infrastructures necessitate monitoring solutions that mirror their dynamic, adaptable, and scalable nature. Tailored for today's networks, IBM® SevOne® Network Performance Management (IBM SevOne NPM) offers application-centric observability, empowering NetOps to identify, tackle, and avert network performance challenges within hybrid setups. By actively monitoring multi-vendor networks, you can elevate network performance and enhance user application experiences while translating insights into concrete actions across enterprise, communication, and managed service provider landscapes. In addition to merely identifying issues, SevOne NPM integrates leading industry knowledge with cutting-edge analytics, enabling your teams to focus on what truly matters: optimizing network performance and ensuring seamless connectivity. With this powerful tool, organizations can navigate the complexities of modern networking more effectively.
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