AI and Observability Role in an E-Government Ecosystem
Talkat Observability Day Europe 2023 · on Tuesday, 2023-04-18· at 11:25· Hall 7, Room E | Ground Floor | Europe Complex·
summary
E‑government platform serving 5M users and 4M eIDs and handling 60 million requests per month runs hundreds of heterogeneous services (on‑prem plus Kubernetes in cloud). Telemetry pipeline uses OpenTelemetry collectors, Fluentd/Fluent Bit, Prometheus, and stores logs/traces/metrics in OpenSearch with Grafana/OpenSearch dashboards and Jupyter analysis. Anomaly detection uses a convolutional autoencoder trained unsupervised then iteratively relabeled and retrained; neural models beat classical methods but require longer training. Alerts group identical errors and route to dedicated email; continuous pipeline rollout is planned.
AI-written summary · about
chapters (5)
related talks
20mGenAIOps - OpenSearch for AI & GenAI Platform Observability
29mAI Driven Observability based on Open Source
25mMonitoring AI with AI
21mFrom Black Box to Glass Box: AI-Driven Observability for Modern APIs
30mEnterprise AI: How To Operationalize Data Analytics At Scale
29mAI-Powered Anomaly Detection in Cloud Data Pipelines
29mNon-Invasive AI Agent Observability With OBI
41mCustomer Centric Observability at Scale Leveraging AIOps & OpenTelemetry
