GuruFinance Insights

GuruFinance Insights

How to trade MACD with Python

A walk through guide

Ayrat Murtazin's avatar
Ayrat Murtazin
Jun 08, 2025
∙ Paid

The Moving Average Convergence Divergence (MACD) is a widely utilized tool in algorithmic trading and technical analysis, comprising three key elements:

  1. MACD Line: This represents the discrepancy between two exponential moving averages (EMAs) of a security’s price, commonly the 12-day and 26-day EMAs.

  2. Signal Line: An EMA of the MACD line, usually calculated over a 9-day period.

  3. Histogram: This depicts the difference between the MACD line and the Signal line.


A prevalent trading signal involves observing crossovers between the MACD line and the Signal line. An upward crossover is considered bullish, while a downward crossover is deemed bearish.

User's avatar

Continue reading this post for free, courtesy of Ayrat Murtazin.

Or purchase a paid subscription.
© 2026 Ayrat Murtazin · Privacy ∙ Terms ∙ Collection notice
Start your SubstackGet the app
Substack is the home for great culture