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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Motadata
Most IT teams run separate tools for metrics, logs, flow analytics, and traces, then waste hours stitching the data together during an incident. Motadata ObserveOps replaces those silos with a single unified observability platform that triangulates logs, metrics, and flow data in one view.
The platform is built on DFIT, Motadata's deep learning framework for IT operations, and uses adaptive AI that requires no pre-training. It handles anomaly detection, alert correlation, noise reduction, and predictive monitoring out of the box, and integrates natively with Motadata ServiceOps to turn detected issues into tickets automatically. Available across SaaS, on-premise, private cloud, public cloud, and hybrid deployments for enterprises, SRE teams, and MSPs.
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Threat Landscape
The Threat Landscape is an automated platform designed for security analysts and SOC teams, providing them with reliable and actionable intelligence while eliminating the need for manual triage. This system continuously gathers and analyzes global open-source intelligence (OSINT) and darknet data, efficiently extracting relevant structured information and minimizing irrelevant data before it reaches the analysts. All gathered intelligence is formatted into STIX 2.1, mapped to the MITRE ATT&CK framework, and cross-referenced with various elements such as threat actors, malware families, CVEs, TTPs, and IOCs, enabling teams to focus their efforts on utilizing intelligence rather than generating it.
Among its notable features are interactive dashboards, visual representations of STIX threat graphs, sophisticated search and filtering options, monitoring of the darknet for claims related to leak sites and criminal discussions, automated daily and weekly reports, as well as a RESTful API that allows seamless integration with SIEM, SOAR, and TIP platforms. This platform ultimately empowers security teams to respond swiftly and effectively to emerging threats, improving their overall cybersecurity posture.
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