---
title: Main goals
description: Why heterogeneous telemetry data must be integrated into a single system, and the goals of unifying its representation.
weight: 1
---

import Alert from '@/components/docs/Alert.astro';

Data is received by the system from various IoT devices with different sets of parameters, as well as the structure and protocol of the transmitted data:

- Meters with telemetry (digital household gas, water and electricity meters);
- Industrial telemetry units (for recieving and transmitting data from correctors);
- Household telemetry units for recieving and transmitting data from household meters of natural gas, cold and hot water, electricity;
- Pressure and temperature sensors with rechargable batteries.

<Alert type="info">
  It is necessary to integrate heterogeneous information into a single system for the purpose of
  further effective processing and analysis of data.
</Alert>

Goals of unifying data presentation:

- **Consistency**: Data from different sources should have the same structure and semantics.
- **Easy integration**: Simplify the process of combining data from different systems.
- **Easy analysis**: Ability to use unified tools for data analysis.
- **Increased efficiency**: Simplify the processes of data processing and storage.
- **Scalability**: Ease of adding new data sources without changing the overall structure.