Write your trading strategies in Python. Real Python, not a closed scripting language. TradeGrub runs your code directly against live market data. No translation layer, no vendor lock-in. If you know the language, you own the strategy. #AlgoTrading #Python #TradingStrategy

Different way of setting up a vwap. #44emirr #orochipaid #orderflow #nq #tradingstrategy

How to combine Volume profile and VWAP #44emirr #orochipaid #orderflow #nq #tradingstrategy

Can you just trade with VWAP and Volume profile? #44emirr #orochipaid #orderflow #nq #tradingstrategy

Is TradingView CVD and Delta metrics reliable? #44emirr #orochipaid #orderflow #nq #tradingstrategy

is amt vp and vwap enough? Adding CVD and footprint to your framework #44emirr #orochipaid #orderflow #nq #tradingstrategy

Walk-forward optimization isn't magic. You train on past data, test on future data, then shift the window forward and repeat. Most traders treat it like gospel. #Backtesting #AlgoTrading #TradingStrategy

you need open interest to understand what delta is doing. open interest shows net positioning so if longs are opening or closing vice versa. #tradingstrategy #nq #orderflow #daytrading #ict

Your backtest looks perfect in a spreadsheet. Then live trading melts it. Three culprits: survivorship bias (only testing winners), lookahead bias (peeking at future data by accident), and ignoring slippage and commissions. They're subtle. #AlgoTrading #Backtesting #TradingStrategy

Most people think migrating to Python is just rewriting syntax. Wrong. The real trap: your old backtests lied to you. Slippage, order fills, timezone bugs, floating point math—they're all hiding in your pine scripts. #Python #Backtesting #TradingStrategy

Your backtest can hide the edge. Split results by session, compare expectancy after friction, and test 1 variable at a time. Link in bio to join. #TradingEducation #TradingStrategy