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Sabrish Kumar Pradeep Kumar
Mid-Level Software Engineer specializing in data pipelines, observability, and analytics
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About
Meta engineer who improved a critical revenue estimation dataset pipeline that was arriving ~6 days late—diagnosed via raw logs/lineage, redesigned legacy scans to only process the needed window, and shipped validation plus freshness/lag dashboards. Delivered ~50% latency reduction (to ~3 days) and regained adoption by running old/new pipelines in parallel with gated cutover and evidence-based customer communication. Applies incident-response rigor to real-time LLM/agentic workflow debugging and regularly runs developer demos/workshops.
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Key Strengths
- Took a late-arriving revenue estimation dataset from unreliable to production-ready via end-to-end pipeline tracing and redesign
- Reduced data latency from ~6 days to ~3 days (~50% improvement) by eliminating unnecessary historical scans
- Restored stakeholder trust through parallel runs, output equivalence proof, and gated cutover
- Strong incident-style triage for LLM/agentic workflow issues (stabilize first, reproduce via traces, targeted probes, invariants)
- Builds operational transparency with dashboards (freshness/lag) to speed debugging and set expectations
- Effective technical enablement: demos as working systems, workshops with reusable mental models and starter kits
- Partners well with sales by translating vague concerns into measurable actions and removing integration friction
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Experience
Education
Awards
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Publications
2 publications
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