DERIV
It is an end to monitoring system that ingests real time data through agents responsible for- Daily active users, Trade Volume, Data Completeness. Data can be injected amanually or demo streams that simulate live production traffic. All events flow asynchronously through a stream bus, are aggregated and enriched with timestamps and persisted for analysis. On top of traditional Monitoring , an AI insights engine continously evaluates the system state. It detects anomalies like drop in data completeness, Abnormal trade volume spikes, Sudden DAU drops Indicating outages. AI layer Generated:Natural Language explanation of issues,confidence scores to indicate certainity, predictive Impact anlaysis, Actionable Recommendations. Frontend Dashboard provides real time charts, AI insights and one click incident report generations. This tranforms raw monitoring data into operational decision Intelligence following AIops principles. The system is fully deployable on Replit
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