# HVAC sensor to Backend data migration development
# Room Sensor Data Backend Integration
## Overviews
Develop a system that collects and migrates HVAC sensor data into a backend for energy optimization and predictive maintenance.
## Overview
Develop a backend pipeline that integrates room sensor data stored in InfluxDB with Grafana for visualization. The system should query sensor data from InfluxDB, enable dashboards in Grafana, and provide insights into room usage. The project also includes assessing the pros and cons of this setup.
## Targets
- Collect real-time HVAC sensor data (temperature, humidity, CO₂, occupancy).
- Clean and standardize raw data.
- Design migration pipeline → backend database.
- Provide APIs for analytics and visualization.
- Scalable to multiple sensors/buildings.
- Connect InfluxDB (sensor data storage) with Grafana.
- Build backend queries and endpoints for sensor data retrieval.
- Configure Grafana dashboards to visualize room conditions and usage.
- Evaluate pros and cons of using InfluxDB + Grafana for real-time monitoring.
## Data Needs
- HVAC sensor data streams (LoRaWAN, MQTT, REST API).