Legacy Monitoring & First Generation Analytics

Computer Science Approach

Machine Learning Analytics

Data Science Approach

Manual Implementation: Requires configuration & continual adjustment Self-Configuring: Automatically learns environment, requires minimal setup – self adjusting
Threshold-based Rules: Limited insight into operations causing alert storms Self-Learning: Identifies subtle, meaningful issues. Differentiates anomalies from expected fluctuations.
Reactive: Reports current events that
IT must react to
Proactive, Preventative: Predictive analytics identifies impending issues.
Provides Data: IT left to analyze multiple sources Provides Intelligence: Deep analytical understanding with recommendations