Discovery and automated topology are the single biggest unmet need in monitoring today, and a core piece of CommandLinks platform differentiation. This role brings applied data science, the engineering discipline to run it in production, and a working grounding in networking and telemetry protocols to that problem and to the broader set of data challenges the Classification and Discovery team encounters as it turns raw telemetry into a living, queryable map of customer infrastructure.

As a Senior Data Scientist, you will build the models and evaluation frameworks that resolve entities, score confidence in candidate matches, and separate reliable signal from noise, and you will own those models end to end once they ship. That work depends on understanding what the underlying data actually represents: you need to reason about what a syslog message, an SNMP trap, or an OpenTelemetry span tells you about a real system, not just treat telemetry as an abstract feature set. Your work extends past the classification layer itself. You will partner with adjacent teams in security, alerting,



and observability to apply statistical thinking and modeling to problems across the platform, from anomaly detection to alert quality to telemetry pattern recognition.

This is a hands-on, production-first role. You will spend as much time in the codebase, in streaming pipelines, and monitoring model health in production as you spend in exploratory analysis and model development.

Key Responsibilities:
- Design, build, and ship models for entity resolution and deduplication directly into production pipelines, including confidence scoring approaches that distinguish reliable matches from ambiguous ones.
- Own the full lifecycle of models you build in production: deployment, monitoring, retraining triggers, and incident response when model performance degrades.
- Build and maintain the model-serving and evaluation infrastructure itself, including precision and recall tracking, confidence ca

📌 Sr Data Scientist, Classification (India)
🏢 CommandLink
📍 India