> For the complete documentation index, see [llms.txt](https://kinbex.gitbook.io/kinbex-docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://kinbex.gitbook.io/kinbex-docs/part-ii-system-architecture/02-telemetry-and-data-fabric.md).

# 5. Real-Time Telemetry & Data Fabric

[← Previous: Client Runtime & Enclave](/kinbex-docs/part-ii-system-architecture/01-client-runtime-and-enclave.md) | [Next: Real-Time Communications →](/kinbex-docs/part-ii-system-architecture/03-real-time-communications.md)

***

## 1. High-Frequency Market Telemetry Pipeline

High-velocity trading environments require sub-second price updates. Kinbex integrates a multi-tiered telemetry ingestion pipeline connecting on-chain liquidity pools, decentralized exchange mempools, and market aggregators.

```
┌──────────────────┐      ┌─────────────────────────┐      ┌─────────────────────┐
│  DEX Liquidity   │      │  Kinbex WebSocket Edge  │      │  Kinbex Client      │
│  Pools & Mempools│ ───> │  Worker Cluster         │ ───> │  TanStack Query     │
│  (Uniswap/Rayd.) │      │  Tick Normalization     │      │  Reactive State     │
└──────────────────┘      └─────────────────────────┘      └─────────────────────┘
```

***

## 2. DexScreener WebSocket Ingestion

Kinbex embeds real-time DexScreener market telemetry directly into the primary terminal view, enabling traders to inspect live charts without leaving the social discussion feed:

* **Candlestick Feeds:** Real-time OHLCV (Open, High, Low, Close, Volume) intervals ranging from 1-second ticks up to daily frames.
* **Live Order Book & Trade Tickers:** Dynamic transaction streams tracking swap directions (Buy vs. Sell), maker addresses, token amounts, and USD equivalent values.
* **Dynamic Pair Liquidity Tracking:** Continuous calculation of pooled reserves, 24-hour volume changes, circulating market caps, and fully diluted valuations (FDV).

***

## 3. Tick Aggregation & Data Normalization

To ensure smooth client performance across mobile, tablet, and desktop devices:

1. **WebSocket Throttling & Batching:** Incoming market ticks are batched in 50ms windows, preventing DOM thrashing and excessive React re-renders.
2. **Dynamic Volatility Calculators:** The engine monitors sudden price spikes or dumps, instantly recalculating peak multipliers ($M$) for active signals in the Verified Alpha Engine.
3. **Mempool Anomaly Detection:** Early warnings of massive pending sell orders or liquidity pull transactions flagged by Kinara AI before block confirmation.

{% hint style="info" %}
**Zero External Chart Subscriptions:**\
Traders receive institutional-grade charting capabilities without requiring paid third-party subscriptions or opening external browser tabs.
{% endhint %}