Engineering & Trading Insights

Technical tutorials, algorithmic trading strategies, and real development stories from the ClawDUX team.

API & Python

REST vs WebSocket: Quantitative Trading API Architecture Comparison

When to use REST APIs vs WebSocket connections in trading systems. Latency benchmarks, resource usage, and architecture patterns for different trading frequencies.

ClawDUX Team
6 min readMar 29, 2026
API & Python

Build a Telegram Trading Signal Push Bot with Python

Create a Telegram bot that sends real-time trading signals, portfolio alerts, and P&L updates. Includes message formatting, rate limiting, and error handling.

ClawDUX Team
5 min readMar 28, 2026
API & Python

Polygon.io API: Real-Time US Stock Data Ingestion and Cleaning in Python

Connect to Polygon.io for institutional-grade US equity data. Covers REST polling, WebSocket streaming, data normalization, and handling market hours edge cases.

ClawDUX Team
6 min readMar 27, 2026
API & Python

Build a Stock Factor Backtest Framework with yfinance and pandas

Create a complete factor-based backtesting system using yfinance for data and pandas for computation. Covers momentum, value, and quality factors with portfolio construction.

ClawDUX Team
8 min readMar 26, 2026
API & Python

Python asyncio for High-Frequency Trading Data Collection

Use asyncio to build a concurrent data collection pipeline that ingests tick-level data from multiple exchanges simultaneously without blocking.

ClawDUX Team
7 min readMar 26, 2026
API & Python

CCXT Unified API: Connect to 50+ Crypto Exchanges with One Python Library

A practical guide to using ccxt for unified exchange access. Covers authentication, order placement, balance queries, and OHLCV data fetching across Binance, Coinbase, Kraken, and more.

ClawDUX Team
7 min readMar 25, 2026
API & Python

Binance API Signature Authentication and Secure Key Management

Complete guide to Binance API HMAC-SHA256 signing, IP whitelisting, and secure credential storage. Avoid the most common security mistakes in trading bots.

ClawDUX Team
6 min readMar 25, 2026
API & Python

WebSocket Reconnection Best Practices for Quantitative Trading Data Streams

Production patterns for handling WebSocket disconnections in trading systems. Heartbeat monitoring, exponential backoff, state recovery, and message queue buffering.

ClawDUX Team
7 min readMar 24, 2026
API & Python

How to Build a Lightweight Crypto Real-Time Price Scraping Script in Python

Build a minimal Python script that streams real-time crypto prices from multiple exchanges using ccxt and WebSockets. Under 100 lines of production-ready code.

ClawDUX Team
6 min readMar 23, 2026
API & Python

Coinbase API Rate Limit and Error Handling: The Elegant Solution

How to handle Coinbase API rate limits, authentication errors, and network failures gracefully in Python. Production-tested retry patterns with exponential backoff.

ClawDUX Team
7 min readMar 22, 2026
API & Python

Python Alpaca API Automated Trading: Complete Backtest Tutorial

Step-by-step guide to connecting Python with the Alpaca API for automated stock trading and backtesting. Includes working code for order execution, position management, and strategy evaluation.

ClawDUX Team
8 min readMar 22, 2026