Ibrahim H. El-Shal Applied Data Scientist
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MLOPS · RESILIENCE 2022

NetFix DRaaS — Disaster Recovery as a Service

Status
Completed
PythonDjangoElasticsearchLogstashOpenDistroKafkaAnsibleLinuxDockerTelemetrySNMPMachine Learning

Context

Disaster-recovery operations involved multiple automation scenarios, infrastructure components, monitoring signals, and operational workflows that needed to be managed centrally.

What I Built

Developed a centralized DR management platform using Django and automation infrastructure including Ansible, Kafka, Elasticsearch/OpenDistro, Linux, and Docker.

Monitoring

Applied machine-learning techniques to operational logs and telemetry to support detection of critical failure scenarios.

Why It Matters

The project connected automation, infrastructure operations, observability, and machine learning in a single operational platform.