Guides
Step-by-step guides to help you master trading with Echo Zero.

How to Build a Cross-Exchange Statistical Arbitrage Bot in Python
Learn how to build a statistical arbitrage bot in Python that trades crypto pairs across multiple exchanges using cointegration and z-score signals.

How to Build a Volatility-Adjusted Position Sizing System
Learn how to size positions using volatility crypto metrics like ATR. Build a systematic risk framework that scales with market conditions.

How to Backtest a Crypto Trading Strategy Using Python
Learn how to backtest a crypto trading strategy in Python using vectorbt and pandas, with walk-forward validation to avoid overfitting.

How to Build a Multi-Signal On-Chain Trading Alert System
Learn how to build an on-chain trading alert system that combines whale movements, exchange flows, and mempool data into actionable Python alerts.

How to Evaluate and Manage Impermanent Loss in Uniswap V3
Learn how to manage impermanent loss in Uniswap V3 with practical strategies, real calculations, and LP risk management techniques for concentrated liquidity.

How to Use On-Chain Data to Time DeFi Entry and Exit Points
Learn how to use on-chain data for DeFi timing — from TVL shifts to whale flows — to find smarter entry and exit points.

How to Build a Funding Rate Arbitrage Bot in Python
Learn how to build a funding rate arbitrage bot in Python that captures perpetual futures premiums with a delta neutral strategy.

How to Build a Portfolio Rebalancing Bot Using Python
Learn how to build a portfolio rebalancing bot in Python with step-by-step code, rebalancing strategies, backtesting tips, and exchange integration.

How to Read and Interpret On-Chain Metrics for Trading
Learn how to use on-chain metrics for trading decisions — from exchange flows to whale movements and NVT ratio signals.

How to Identify and Avoid Rug Pulls in DeFi Projects
Learn how to spot rug pull warning signs before investing. Practical checklist for verifying token contracts and avoiding scams.

How to Analyze Tokenomics Before Investing
Learn how to evaluate tokenomics using a structured checklist to assess token distribution, supply mechanics, and utility.

How to Calculate Position Size for Crypto Trades
Master crypto position sizing with formulas that protect your capital and optimize returns across volatile markets.

How to Build a Simple Mean Reversion Trading Bot
Build your first mean reversion bot in Python with step-by-step code, backtesting setup, and real risk management strategies.

How to Set Up Trailing Stop Loss Orders
Master trailing stops to lock in crypto profits while letting winners run. Step-by-step setup guide with real examples.

How to Set Stop Losses and Take Profit Orders in Crypto Trading
Learn to protect your crypto portfolio with stop losses and take profit orders. Step-by-step guide for beginners with real examples.