Network telemetry at carrier scale — 1B+ hourly events, sub-second anomaly detection, CDR pipelines, and churn analytics built on Apache Flink, Kafka, and ClickHouse.
Network elements emit billions of events per hour; by the time batch jobs land, the incident is over. Our Flink + ClickHouse NOC platform processes 1B+ hourly telemetry events with sub-second anomaly detection.
Call detail records arrive in vendor-specific formats at enormous volume, and regulators expect retention and auditability. We build normalised, partitioned CDR pipelines with lineage and retention policies as code.
Dropped sessions, degraded QoE, and billing disputes precede cancellations. We engineer feature pipelines that turn network and billing signals into churn-model-ready datasets.
Network (OSS) and business (BSS) systems rarely share keys. We unify them into one governed model so engineering, care, and marketing see the same subscriber.
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