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Khaldoon·Esmail

Industry · IoT engineer · architect

IoT energy monitoring for manufacturing SME

Industrial SME · 4 locations

Problem

Energy consumption per machine unknown; reports only at invoice level, too late for steering.

Approach

Edge gateways on existing PLCs, time-series in cloud, dashboarding for operators and leadership.

Result

12% consumption reduction in 4 months. ROI within 7 months. Operators now manage peaks themselves.

Stack

PythonFastAPITimescaleDBGrafanaRailway

Project Impact Score

Human Impact
Business Impact
Tech Depth

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