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CASE STUDY / CRYPTO / PYTHON

Python Crypto Bot with Persistent State

A Python spot-trading engine designed around exchange API execution, breakeven, ATR trailing, cooldown logic, persistent state and operational alerts.

PythonREST APIExchange APIsJSON stateTelegram
PROJECT BREAKDOWN

The challenge

A live crypto bot must remember what happened before a restart, reconcile its position state and avoid treating every process start as a clean slate. Trade management also needed to react dynamically after entry.

The engineering approach

The bot architecture keeps strategy state separate from exchange communication and persists critical position information. Trade lifecycle rules include breakeven, ATR-based trailing and cooldown behavior, with notifications and logs for remote operation.

IMPLEMENTED CAPABILITIES
01Python trading engine
02Crypto exchange API integration
03Spot-market workflow
04Breakeven management
05ATR-based trailing
06Cooldown after exits
07Persistent position state
08Restart recovery logic
09Telegram notifications
10Structured logs
ENGINEERING OUTCOME

The bot can preserve operational context across restarts and apply trade-management rules consistently instead of relying only on in-memory state.

Exchange names and proprietary entry logic are intentionally not required to demonstrate the engineering pattern. No performance claim is made.

Important: FX Nova Bot provides software development services, not investment advice or managed trading. Case studies describe software architecture and implemented capabilities, not guaranteed trading performance.
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