Market Data & Web Scraping
Intermediate
Stream Real-Time Crypto Order Book Depth & Bid/Ask Spreads via WebSocket in Python
Connect to Binance public WebSocket order book depth streams in Python using asyncio to track live bid-ask imbalance and spread slippage.
#websockets#asyncio
Problem Statement
High-frequency market makers monitor order book depth imbalance (bid vs ask liquidity) to predict immediate micro-price direction.
Formula / Core Logic
Subscribes to wss://stream.binance.com:9443/ws/btcusdt@depth20@100ms for live order book snapshots.
Installation
pip install websockets asyncio
real-time-crypto-order-book-depth-websocket-python.py
import asyncio
import json
import websockets
async def stream_order_book(symbol='btcusdt'):
url = f'wss://stream.binance.com:9443/ws/{symbol}@depth20@100ms'
async async with websockets.connect(url) as ws:
while True:
msg = json.loads(await ws.recv())
bids = msg.get('bids', [])
if bids:
print(f'Top Bid: {bids[0]}')
break
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Buy Full Bundle on Gumroad ($19) →Frequently Asked Questions
Q: What does `@100ms` mean in the Binance WebSocket URL?
It specifies a 100-millisecond snapshot update frequency, providing near-real-time order book depth.