Anomaly Detection with Machine Learning
In modern IT environments ingesting terabytes of data daily, security analysts cannot find "Waldo" manually. Anomaly detection with machine learning (ML) automates the identification of subtle deviations that signify emerging threats.
Types of Security Anomalies
Point Anomalies
A single data instance that deviates significantly from the norm, such as an unusual login attempt from a foreign IP.
Contextual Anomalies
Activity that is normal in one context but suspicious in another, such as off-hours data access by a standard user.
Collective Anomalies
A group of related events that indicate an attack when chained together, common in lateral movement and exfiltration.
Key Cybersecurity Use Cases
- Network Intrusion: Establishing baselines for protocols and data volumes to flag spikes or unusual communication.
- Malware Detection: Identifying system behavior shifts, such as unusual registry modifications or file access patterns.
- Insider Threats: Surfacing deviations in user activity profiles over time to detect potential misuse or credential theft.
Elevate Your Visibility with Graylog Security
Graylog Security utilizes ML-driven anomaly detection to turn routine logs into early warning signals. By pairing behavioral baselines with real-time scoring and enriched metadata, Graylog enables teams to focus on high-confidence insights rather than chasing noise.
About Graylog
At Graylog, our vision is a secure digital world where organizations of all sizes can effectively guard against cyber threats. We’re committed to turning this vision into reality by providing Threat Detection & Response that sets the standard for excellence. Our cloud-native architecture delivers SIEM, API Security, and Enterprise Log Management solutions that are not just efficient and effective—whether hosted by us, on-premises, or in your cloud—but also deliver a fantastic Analyst Experience at the lowest total cost of ownership. We aim to equip security analysts with the best tools for the job, empowering every organization to stand resilient in the ever-evolving cybersecurity landscape.
About Version 2 Limited
Version 2 Digital is one of the most dynamic IT companies in Asia. The company distributes a wide range of IT products across various areas including cyber security, cloud, data protection, end points, infrastructures, system monitoring, storage, networking, business productivity and communication products.
Through an extensive network of channels, point of sales, resellers, and partnership companies, Version 2 offers quality products and services which are highly acclaimed in the market. Its customers cover a wide spectrum which include Global 1000 enterprises, regional listed companies, different vertical industries, public utilities, Government, a vast number of successful SMEs, and consumers in various Asian cities.