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CCXT for Python

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Integrate cryptocurrency exchanges with Python effortlessly.

by ccxt43.6k stars on ccxt/ccxt
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Updated Aug 10, 2026
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What CCXT for Python does

CCXT for Python is a powerful library designed for developers working with cryptocurrency exchanges. It provides a unified interface to interact with various exchanges, allowing users to fetch market data, place orders, and manage their trading activities seamlessly. The library supports both REST and WebSocket APIs, catering to different needsโ€”whether you require one-time data queries or real-time market updates.

With CCXT, you can easily install the library using pip and start integrating with exchanges like Binance, Coinbase, and many others. It offers both synchronous and asynchronous programming models, enabling flexibility in how you structure your applications. For those looking to optimize performance, optional packages like orjson for faster JSON parsing and coincurve for quicker ECDSA signing can be installed to enhance your application's efficiency.

The library includes comprehensive methods for loading market data, fetching tickers, managing orders, and monitoring balances. It also provides clear distinctions between REST and WebSocket functionalities, ensuring that developers can choose the right approach based on their specific use case. Whether you are building trading bots, conducting data analysis, or managing a cryptocurrency portfolio, CCXT simplifies the complexities of API interactions.

This library is particularly useful for developers who need to implement trading strategies or build applications that require real-time data from multiple exchanges. With its robust error handling and authentication methods, CCXT ensures that your interactions with exchanges are secure and reliable.

When to use it

Use this library when developing applications that require market data retrieval, order placement, or real-time updates from cryptocurrency exchanges.

When not to use it

If your project does not involve cryptocurrency trading or requires a different programming language, this library may not be suitable.

What you can build with it

Building a Trading Bot

Utilize CCXT to create a trading bot that fetches market data and executes trades based on predefined strategies.

Real-time Market Monitoring

Implement WebSocket connections to monitor live price changes and order book updates for various cryptocurrency pairs.

Data Analysis for Crypto Assets

Use CCXT to gather historical market data for analysis, helping in portfolio management and investment decisions.

How to install CCXT for Python

View source

1. Install with the skills CLI

npx skills add ccxt/ccxt/ccxt-python --agent claude-code

2. Or install it manually

Download the skill folder and drop it into ~/.claude/skills/ for all projects, or .claude/skills/ to scope it to one repo. Restart Claude Code so it picks up the new skill.

Anthropic's agentic coding CLI, and the reference implementation of Agent Skills. Drop a skill folder into ~/.claude/skills and Claude Code loads it automatically whenever a task matches the skill's description. Claude Code docs

Inside SKILL.md

Written by ccxt

CCXT for Python

A comprehensive guide to using CCXT in Python projects for cryptocurrency exchange integration.

Installation

REST API (Standard)

pip install ccxt

WebSocket API (Real-time, ccxt.pro)

pip install ccxt

Optional Performance Enhancements

pip install orjson      # Faster JSON parsing
pip install coincurve   # Faster ECDSA signing (45ms โ†’ 0.05ms)

Both REST and WebSocket APIs are included in the same package.

Quick Start

REST API - Synchronous

import ccxt

exchange = ccxt.binance()
exchange.load_markets()
ticker = exchange.fetch_ticker('BTC/USDT')
print(ticker)

REST API - Asynchronous

import asyncio
import ccxt.async_support as ccxt

async def main():
    exchange = ccxt.binance()
    await exchange.load_markets()
    ticker = await exchange.fetch_ticker('BTC/USDT')
    print(ticker)
    await exchange.close()  # Important!

asyncio.run(main())

WebSocket API - Real-time Updates

import asyncio
import ccxt.pro as ccxtpro

async def main():
    exchange = ccxtpro.binance()
    while True:
        ticker = await exchange.watch_ticker('BTC/USDT')
        print(ticker)  # Live updates!
    await exchange.close()

asyncio.run(main())

REST vs WebSocket

ImportFor RESTFor WebSocket
Syncimport ccxt(WebSocket requires async)
Asyncimport ccxt.async_support as ccxtimport ccxt.pro as ccxtpro
FeatureREST APIWebSocket API
Use forOne-time queries, placing ordersReal-time monitoring, live price feeds
Method prefixfetch_* (fetch_ticker, fetch_order_book)watch_* (watch_ticker, watch_order_book)
SpeedSlower (HTTP request/response)Faster (persistent connection)
Rate limitsStrict (1-2 req/sec)More lenient (continuous stream)
Best forTrading, account managementPrice monitoring, arbitrage detection

When to use REST:

  • Placing orders
  • Fetching account balance
  • One-time data queries
  • Order management (cancel, fetch orders)

When to use WebSocket:

  • Real-time price monitoring
  • Live orderbook updates
  • Arbitrage detection
  • Portfolio tracking with live updates

Creating Exchange Instance

REST API - Synchronous

import ccxt

# Public API (no authentication)
exchange = ccxt.binance({
    'enableRateLimit': True  # Recommended!
})

# Private API (with authentication)
exchange = ccxt.binance({
    'apiKey': 'YOUR_API_KEY',
    'secret': 'YOUR_SECRET',
    'enableRateLimit': True
})

REST API - Asynchronous

import ccxt.async_support as ccxt

exchange = ccxt.binance({
    'apiKey': 'YOUR_API_KEY',
    'secret': 'YOUR_SECRET',
    'enableRateLimit': True
})

# Always close when done
await exchange.close()

WebSocket API

import ccxt.pro as ccxtpro

# Public WebSocket
exchange = ccxtpro.binance()

# Private WebSocket (with authentication)
exchange = ccxtpro.binance({
    'apiKey': 'YOUR_API_KEY',
    'secret': 'YOUR_SECRET'
})

# Always close when done
await exchange.close()

Common REST Operations

Loading Markets

# Load all available trading pairs
exchange.load_markets()

# Access market information
btc_market = exchange.market('BTC/USDT')
print(btc_market['limits']['amount']['min'])  # Minimum order amount

Fetching Ticker

# Single ticker
ticker = exchange.fetch_ticker('BTC/USDT')
print(ticker['last'])      # Last price
print(ticker['bid'])       # Best bid
print(ticker['ask'])       # Best ask
print(ticker['volume'])    # 24h volume

# Multiple tickers (if supported)
tickers = exchange.fetch_tickers(['BTC/USDT', 'ETH/USDT'])

Fetching Order Book

# Full orderbook
orderbook = exchange.fetch_order_book('BTC/USDT')
print(orderbook['bids'][0])  # [price, amount]
print(orderbook['asks'][0])  # [price, amount]

# Limited depth
orderbook = exchange.fetch_order_book('BTC/USDT', 5)  # Top 5 levels

Creating Orders

Limit Order

# Buy limit order
order = exchange.create_limit_buy_order('BTC/USDT', 0.01, 50000)
print(order['id'])

# Sell limit order
order = exchange.create_limit_sell_order('BTC/USDT', 0.01, 60000)

# Generic limit order
order = exchange.create_order('BTC/USDT', 'limit', 'buy', 0.01, 50000)

Market Order

# Buy market order
order = exchange.create_market_buy_order('BTC/USDT', 0.01)

# Sell market order
order = exchange.create_market_sell_order('BTC/USDT', 0.01)

# Generic market order
order = exchange.create_order('BTC/USDT', 'market', 'sell', 0.01)

Fetching Balance

balance = exchange.fetch_balance()
print(balance['BTC']['free'])   # Available balance
print(balance['BTC']['used'])   # Balance in orders
print(balance['BTC']['total'])  # Total balance

Fetching Orders

# Open orders
open_orders = exchange.fetch_open_orders('BTC/USDT')

# Closed orders
closed_orders = exchange.fetch_closed_orders('BTC/USDT')

# All orders (open + closed)
all_orders = exchange.fetch_orders('BTC/USDT')

# Single order by ID
order = exchange.fetch_order(order_id, 'BTC/USDT')

Fetching Trades

# Recent public trades
trades = exchange.fetch_trades('BTC/USDT', limit=10)

# Your trades (requires authentication)
my_trades = exchange.fetch_my_trades('BTC/USDT')

Canceling Orders

# Cancel single order
exchange.cancel_order(order_id, 'BTC/USDT')

# Cancel all orders for a symbol
exchange.cancel_all_orders('BTC/USDT')

WebSocket Operations (Real-time)

Watching Ticker (Live Price Updates)

import asyncio
import ccxt.pro as ccxtpro

async def main():
    exchange = ccxtpro.binance()
    while True:
        ticker = await exchange.watch_ticker('BTC/USDT')
        print(ticker['last'], ticker['timestamp'])
    await exchange.close()

asyncio.run(main())

Watching Order Book (Live Depth Updates)

async def main():
    exchange = ccxtpro.binance()
    while True:
        orderbook = await exchange.watch_order_book('BTC/USDT')
        print('Best bid:', orderbook['bids'][0])
        print('Best ask:', orderbook['asks'][0])
    await exchange.close()

asyncio.run(main())

Watching Trades (Live Trade Stream)

async def main():
    exchange = ccxtpro.binance()
    while True:
        trades = await exchange.watch_trades('BTC/USDT')
        for trade in trades:
            print(trade['price'], trade['amount'], trade['side'])
    await exchange.close()

asyncio.run(main())

Watching Your Orders (Live Order Updates)

async def main():
    exchange = ccxtpro.binance({
        'apiKey': 'YOUR_API_KEY',
        'secret': 'YOUR_SECRET'
    })
    while True:
        orders = await exchange.watch_orders('BTC/USDT')
        for order in orders:
            print(order['id'], order['status'], order['filled'])
    await exchange.close()

asyncio.run(main())

Watching Balance (Live Balance Updates)

async def main():
    exchange = ccxtpro.binance({
        'apiKey': 'YOUR_API_KEY',
        'secret': 'YOUR_SECRET'
    })
    while True:
        balance = await exchange.watch_balance()
        print('BTC:', balance['BTC'])
        print('USDT:', balance['USDT'])
    await exchange.close()

asyncio.run(main())

Watching Multiple Symbols

async def main():
    exchange = ccxtpro.binance()
    symbols = ['BTC/USDT', 'ETH/USDT', 'SOL/USDT']

    while True:
        # Watch all symbols concurrently
        tickers = await exchange.watch_tickers(symbols)
        for symbol, ticker in tickers.items():
            print(symbol, ticker['last'])
    await exchange.close()

asyncio.run(main())

Complete Method Reference

Market Data Methods

Tickers & Prices

  • fetchTicker(symbol) - Fetch ticker for one symbol
  • fetchTickers([symbols]) - Fetch multiple tickers at once
  • fetchBidsAsks([symbols]) - Fetch best bid/ask for multiple symbols
  • fetchLastPrices([symbols]) - Fetch last prices
  • fetchMarkPrices([symbols]) - Fetch mark prices (derivatives)

Order Books

  • fetchOrderBook(symbol, limit) - Fetch order book
  • fetchOrderBooks([symbols]) - Fetch multiple order books
  • fetchL2OrderBook(symbol) - Fetch level 2 order book
  • fetchL3OrderBook(symbol) - Fetch level 3 order book (if supported)

Trades

  • fetchTrades(symbol, since, limit) - Fetch public trades
  • fetchMyTrades(symbol, since, limit) - Fetch your trades (auth required)
  • fetchOrderTrades(orderId, symbol) - Fetch trades for specific order

OHLCV (Candlesticks)

  • fetchOHLCV(symbol, timeframe, since, limit) - Fetch candlestick data
  • fetchIndexOHLCV(symbol, timeframe) - Fetch index price OHLCV
  • fetchMarkOHLCV(symbol, timeframe) - Fetch mark price OHLCV
  • fetchPremiumIndexOHLCV(symbol, timeframe) - Fetch premium index OHLCV

Account & Balance

  • fetchBalance() - Fetch account balance (auth required)
  • fetchAccounts() - Fetch sub-accounts
  • fetchLedger(code, since, limit) - Fetch ledger history
  • fetchLedgerEntry(id, code) - Fetch specific ledger entry
  • fetchTransactions(code, since, limit) - Fetch transactions
  • fetchDeposits(code, since, limit) - Fetch deposit history
  • fetchWithdrawals(code, since, limit) - Fetch withdrawal history
  • fetchDepositsWithdrawals(code, since, limit) - Fetch both deposits and withdrawals

Trading Methods

Creating Orders

  • createOrder(symbol, type, side, amount, price, params) - Create order (generic)
  • createLimitOrder(symbol, side, amount, price) - Create limit order
  • createMarketOrder(symbol, side, amount) - Create market order
  • createLimitBuyOrder(symbol, amount, price) - Buy limit order
  • createLimitSellOrder(symbol, amount, price) - Sell limit order
  • createMarketBuyOrder(symbol, amount) - Buy market order
  • createMarketSellOrder(symbol, amount) - Sell market order
  • createMarketBuyOrderWithCost(symbol, cost) - Buy with specific cost
  • createStopLimitOrder(symbol, side, amount, price, stopPrice) - Stop-limit order
  • createStopMarketOrder(symbol, side, amount, stopPrice) - Stop-market order
  • createStopLossOrder(symbol, side, amount, stopPrice) - Stop-loss order
  • createTakeProfitOrder(symbol, side, amount, takeProfitPrice) - Take-profit order
  • createTrailingAmountOrder(symbol, side, amount, trailingAmount) - Trailing stop
  • createTrailingPercentOrder(symbol, side, amount, trailingPercent) - Trailing stop %
  • createTriggerOrder(symbol, side, amount, triggerPrice) - Trigger order
  • createPostOnlyOrder(symbol, side, amount, price) - Post-only order
  • createReduceOnlyOrder(symbol, side, amount, price) - Reduce-only order
  • createOrders([orders]) - Create multiple orders at once
  • createOrderWithTakeProfitAndStopLoss(symbol, type, side, amount, price, tpPrice, slPrice) - OCO order

Managing Orders

  • fetchOrder(orderId, symbol) - Fetch single order
  • fetchOrders(symbol, since, limit) - Fetch all orders
  • fetchOpenOrders(symbol, since, limit) - Fetch open orders
  • fetchClosedOrders(symbol, since, limit) - Fetch closed orders
  • fetchCanceledOrders(symbol, since, limit) - Fetch canceled orders
  • fetchOpenOrder(orderId, symbol) - Fetch specific open order
  • fetchOrdersByStatus(status, symbol) - Fetch orders by status
  • cancelOrder(orderId, symbol) - Cancel single order
  • cancelOrders([orderIds], symbol) - Cancel multiple orders
  • cancelAllOrders(symbol) - Cancel all orders for symbol
  • editOrder(orderId, symbol, type, side, amount, price) - Modify order

Margin & Leverage

  • fetchBorrowRate(code) - Fetch borrow rate for margin
  • fetchBorrowRates([codes]) - Fetch multiple borrow rates
  • fetchBorrowRateHistory(code, since, limit) - Historical borrow rates
  • fetchCrossBorrowRate(code) - Cross margin borrow rate
  • fetchIsolatedBorrowRate(symbol, code) - Isolated margin borrow rate
  • borrowMargin(code, amount, symbol) - Borrow margin
  • repayMargin(code, amount, symbol) - Repay margin
  • fetchLeverage(symbol) - Fetch leverage
  • setLeverage(leverage, symbol) - Set leverage
  • fetchLeverageTiers(symbols) - Fetch leverage tiers
  • fetchMarketLeverageTiers(symbol) - Leverage tiers for market
  • setMarginMode(marginMode, symbol) - Set margin mode (cross/isolated)
  • fetchMarginMode(symbol) - Fetch margin mode

Derivatives & Futures

Positions

  • fetchPosition(symbol) - Fetch single position
  • fetchPositions([symbols]) - Fetch all positions
  • fetchPositionsForSymbol(symbol) - Fetch positions for symbol
  • fetchPositionHistory(symbol, since, limit) - Position history
  • fetchPositionsHistory(symbols, since, limit) - Multiple position history
  • fetchPositionMode(symbol) - Fetch position mode (one-way/hedge)
  • setPositionMode(hedged, symbol) - Set position mode
  • closePosition(symbol, side) - Close position
  • closeAllPositions() - Close all positions

Funding & Settlement

  • fetchFundingRate(symbol) - Current funding rate
  • fetchFundingRates([symbols]) - Multiple funding rates
  • fetchFundingRateHistory(symbol, since, limit) - Funding rate history
  • fetchFundingHistory(symbol, since, limit) - Your funding payments
  • fetchFundingInterval(symbol) - Funding interval
  • fetchSettlementHistory(symbol, since, limit) - Settlement history
  • fetchMySettlementHistory(symbol, since, limit) - Your settlement history

Open Interest & Liquidations

  • fetchOpenInterest(symbol) - Open interest for symbol
  • fetchOpenInterests([symbols]) - Multiple open interests
  • fetchOpenInterestHistory(symbol, timeframe, since, limit) - OI history
  • fetchLiquidations(symbol, since, limit) - Public liquidations
  • fetchMyLiquidations(symbol, since, limit) - Your liquidations

Options

  • fetchOption(symbol) - Fetch option info
  • fetchOptionChain(code) - Fetch option chain
  • fetchGreeks(symbol) - Fetch option greeks
  • fetchVolatilityHistory(code, since, limit) - Volatility history
  • fetchUnderlyingAssets() - Fetch underlying assets

Fees & Limits

  • fetchTradingFee(symbol) - Trading fee for symbol
  • fetchTradingFees([symbols]) - Trading fees for multiple symbols
  • fetchTradingLimits([symbols]) - Trading limits
  • fetchTransactionFee(code) - Transaction/withdrawal fee
  • fetchTransactionFees([codes]) - Multiple transaction fees
  • fetchDepositWithdrawFee(code) - Deposit/withdrawal fee
  • fetchDepositWithdrawFees([codes]) - Multiple deposit/withdraw fees

Deposits & Withdrawals

  • fetchDepositAddress(code, params) - Get deposit address
  • fetchDepositAddresses([codes]) - Multiple deposit addresses
  • fetchDepositAddressesByNetwork(code) - Addresses by network
  • createDepositAddress(code, params) - Create new deposit address
  • fetchDeposit(id, code) - Fetch single deposit
  • fetchWithdrawal(id, code) - Fetch single withdrawal
  • fetchWithdrawAddresses(code) - Fetch withdrawal addresses
  • fetchWithdrawalWhitelist(code) - Fetch whitelist
  • withdraw(code, amount, address, tag, params) - Withdraw funds
  • deposit(code, amount, params) - Deposit funds (if supported)

Transfer & Convert

  • transfer(code, amount, fromAccount, toAccount) - Internal transfer
  • fetchTransfer(id, code) - Fetch transfer info
  • fetchTransfers(code, since, limit) - Fetch transfer history
  • fetchConvertCurrencies() - Currencies available for convert
  • fetchConvertQuote(fromCode, toCode, amount) - Get conversion quote
  • createConvertTrade(fromCode, toCode, amount) - Execute conversion
  • fetchConvertTrade(id) - Fetch convert trade
  • fetchConvertTradeHistory(code, since, limit) - Convert history

Market Info

  • fetchMarkets() - Fetch all markets
  • fetchCurrencies() - Fetch all currencies
  • fetchTime() - Fetch exchange server time
  • fetchStatus() - Fetch exchange status
  • fetchBorrowInterest(code, symbol, since, limit) - Borrow interest paid
  • fetchLongShortRatio(symbol, timeframe, since, limit) - Long/short ratio
  • fetchLongShortRatioHistory(symbol, timeframe, since, limit) - L/S ratio history

WebSocket Methods (ccxt.pro)

All REST methods have WebSocket equivalents with watch* prefix:

Real-time Market Data

  • watchTicker(symbol) - Watch single ticker
  • watchTickers([symbols]) - Watch multiple tickers
  • watchOrderBook(symbol) - Watch order book updates
  • watchOrderBookForSymbols([symbols]) - Watch multiple order books
  • watchTrades(symbol) - Watch public trades
  • watchOHLCV(symbol, timeframe) - Watch candlestick updates
  • watchBidsAsks([symbols]) - Watch best bid/ask

Real-time Account Data (Auth Required)

  • watchBalance() - Watch balance updates
  • watchOrders(symbol) - Watch your order updates
  • watchMyTrades(symbol) - Watch your trade updates
  • watchPositions([symbols]) - Watch position updates
  • watchPositionsForSymbol(symbol) - Watch positions for symbol

Authentication Required

Methods marked with ๐Ÿ”’ require API credentials:

  • All create* methods (creating orders, addresses)
  • All cancel* methods (canceling orders)
  • All edit* methods (modifying orders)
  • All fetchMy* methods (your trades, orders)
  • fetchBalance, fetchLedger, fetchAccounts
  • withdraw, transfer, deposit
  • Margin/leverage methods
  • Position methods
  • watchBalance, watchOrders, watchMyTrades, watchPositions

Checking Method Availability

Not all exchanges support all methods. Check before using:

// Check if method is supported
if (exchange.has['fetchOHLCV']) {
    const candles = await exchange.fetchOHLCV('BTC/USDT', '1h')
}

// Check multiple capabilities
console.log(exchange.has)
// {
//   fetchTicker: true,
//   fetchOHLCV: true,
//   fetchMyTrades: true,
//   fetchPositions: false,
//   ...
// }

Method Naming Convention

  • fetch* - REST API methods (HTTP requests)
  • watch* - WebSocket methods (real-time streams)
  • create* - Create new resources (orders, addresses)
  • cancel* - Cancel existing resources
  • edit* - Modify existing resources
  • set* - Configure settings (leverage, margin mode)
  • *Ws suffix - WebSocket variant (some exchanges)

Proxy Configuration

CCXT supports HTTP, HTTPS, and SOCKS proxies for both REST and WebSocket connections.

Setting Proxy

// HTTP Proxy
exchange.httpProxy = 'http://your-proxy-host:port'

// HTTPS Proxy  
exchange.httpsProxy = 'https://your-proxy-host:port'

// SOCKS Proxy
exchange.socksProxy = 'socks://your-proxy-host:port'

// Proxy with authentication
exchange.httpProxy = 'http://user:pass@proxy-host:port'

Proxy for WebSocket

WebSocket connections also respect proxy settings:

exchange.httpsProxy = 'https://proxy:8080'
// WebSocket connections will use this proxy

Testing Proxy Connection

exchange.httpProxy = 'http://localhost:8080'
try {
    await exchange.fetchTicker('BTC/USDT')
    console.log('Proxy working!')
} catch (error) {
    console.error('Proxy connection failed:', error)
}

WebSocket-Specific Methods

Some exchanges provide WebSocket variants of REST methods for faster order placement and management. These use the *Ws suffix:

Trading via WebSocket

Creating Orders:

  • createOrderWs - Create order via WebSocket (faster than REST)
  • createLimitOrderWs - Create limit order via WebSocket
  • createMarketOrderWs - Create market order via WebSocket
  • createLimitBuyOrderWs - Buy limit order via WebSocket
  • createLimitSellOrderWs - Sell limit order via WebSocket
  • createMarketBuyOrderWs - Buy market order via WebSocket
  • createMarketSellOrderWs - Sell market order via WebSocket
  • createStopLimitOrderWs - Stop-limit order via WebSocket
  • createStopMarketOrderWs - Stop-market order via WebSocket
  • createStopLossOrderWs - Stop-loss order via WebSocket
  • createTakeProfitOrderWs - Take-profit order via WebSocket
  • createTrailingAmountOrderWs - Trailing stop via WebSocket
  • createTrailingPercentOrderWs - Trailing stop % via WebSocket
  • createPostOnlyOrderWs - Post-only order via WebSocket
  • createReduceOnlyOrderWs - Reduce-only order via WebSocket

Managing Orders:

  • editOrderWs - Edit order via WebSocket
  • cancelOrderWs - Cancel order via WebSocket (faster than REST)
  • cancelOrdersWs - Cancel multiple orders via WebSocket
  • cancelAllOrdersWs - Cancel all orders via WebSocket

Fetching Data:

  • fetchOrderWs - Fetch order via WebSocket
  • fetchOrdersWs - Fetch orders via WebSocket
  • fetchOpenOrdersWs - Fetch open orders via WebSocket
  • fetchClosedOrdersWs - Fetch closed orders via WebSocket
  • fetchMyTradesWs - Fetch your trades via WebSocket
  • fetchBalanceWs - Fetch balance via WebSocket
  • fetchPositionWs - Fetch position via WebSocket
  • fetchPositionsWs - Fetch positions via WebSocket
  • fetchPositionsForSymbolWs - Fetch positions for symbol via WebSocket
  • fetchTradingFeesWs - Fetch trading fees via WebSocket

When to Use WebSocket Methods

Use *Ws methods when:

  • You need faster order placement (lower latency)
  • You're already connected via WebSocket
  • You want to reduce REST API rate limit usage
  • Trading strategies require sub-100ms latency

Use REST methods when:

  • You need guaranteed execution confirmation
  • You're making one-off requests
  • The exchange doesn't support the WebSocket variant
  • You need detailed error responses

Example: Order Placement Comparison

REST API (slower, more reliable):

const order = await exchange.createOrder('BTC/USDT', 'limit', 'buy', 0.01, 50000)

WebSocket API (faster, lower latency):

const order = await exchange.createOrderWs('BTC/USDT', 'limit', 'buy', 0.01, 50000)

Checking WebSocket Method Availability

Not all exchanges support WebSocket trading methods:

if (exchange.has['createOrderWs']) {
    // Exchange supports WebSocket order creation
    const order = await exchange.createOrderWs('BTC/USDT', 'limit', 'buy', 0.01, 50000)
} else {
    // Fall back to REST
    const order = await exchange.createOrder('BTC/USDT', 'limit', 'buy', 0.01, 50000)
}

Authentication

Setting API Keys

import os

# During instantiation (recommended)
exchange = ccxt.binance({
    'apiKey': os.environ.get('BINANCE_API_KEY'),
    'secret': os.environ.get('BINANCE_SECRET'),
    'enableRateLimit': True
})

# After instantiation
exchange.apiKey = os.environ.get('BINANCE_API_KEY')
exchange.secret = os.environ.get('BINANCE_SECRET')

Testing Authentication

try:
    balance = exchange.fetch_balance()
    print('Authentication successful!')
except ccxt.AuthenticationError:
    print('Invalid API credentials')

Error Handling

Exception Hierarchy

BaseError
โ”œโ”€ NetworkError (recoverable - retry)
โ”‚  โ”œโ”€ RequestTimeout
โ”‚  โ”œโ”€ ExchangeNotAvailable
โ”‚  โ”œโ”€ RateLimitExceeded
โ”‚  โ””โ”€ DDoSProtection
โ””โ”€ ExchangeError (non-recoverable - don't retry)
   โ”œโ”€ AuthenticationError
   โ”œโ”€ InsufficientFunds
   โ”œโ”€ InvalidOrder
   โ””โ”€ NotSupported

Basic Error Handling

import ccxt

try:
    ticker = exchange.fetch_ticker('BTC/USDT')
except ccxt.NetworkError as e:
    print('Network error - retry:', str(e))
except ccxt.ExchangeError as e:
    print('Exchange error - do not retry:', str(e))
except Exception as e:
    print('Unknown error:', str(e))

Specific Exception Handling

try:
    order = exchange.create_order('BTC/USDT', 'limit', 'buy', 0.01, 50000)
except ccxt.InsufficientFunds:
    print('Not enough balance')
except ccxt.InvalidOrder:
    print('Invalid order parameters')
except ccxt.RateLimitExceeded:
    print('Rate limit hit - wait before retrying')
    exchange.sleep(1000)  # Wait 1 second
except ccxt.AuthenticationError:
    print('Check your API credentials')

Retry Logic for Network Errors

def fetch_with_retry(max_retries=3):
    for i in range(max_retries):
        try:
            return exchange.fetch_ticker('BTC/USDT')
        except ccxt.NetworkError:
            if i < max_retries - 1:
                print(f'Retry {i + 1}/{max_retries}')
                exchange.sleep(1000 * (i + 1))  # Exponential backoff
            else:
                raise

Async vs Sync

When to Use Sync

  • Simple scripts
  • Single exchange operations
  • Jupyter notebooks
  • Quick testing

When to Use Async

  • Multiple concurrent operations
  • WebSocket connections (required)
  • High-performance trading bots
  • Multiple exchange monitoring

Sync Example

import ccxt

exchange = ccxt.binance({'enableRateLimit': True})
ticker = exchange.fetch_ticker('BTC/USDT')
print(ticker['last'])

Async Example

import asyncio
import ccxt.async_support as ccxt

async def main():
    exchange = ccxt.binance({'enableRateLimit': True})
    ticker = await exchange.fetch_ticker('BTC/USDT')
    print(ticker['last'])
    await exchange.close()

asyncio.run(main())

Multiple Exchanges Async

async def fetch_all():
    exchanges = [
        ccxt.binance({'enableRateLimit': True}),
        ccxt.coinbase({'enableRateLimit': True}),
        ccxt.kraken({'enableRateLimit': True})
    ]

    # Fetch concurrently
    tasks = [ex.fetch_ticker('BTC/USDT') for ex in exchanges]
    tickers = await asyncio.gather(*tasks, return_exceptions=True)

    for ex, ticker in zip(exchanges, tickers):
        if isinstance(ticker, Exception):
            print(f'{ex.id}: ERROR - {ticker}')
        else:
            print(f'{ex.id}: ${ticker["last"]}')
        await ex.close()

asyncio.run(fetch_all())

Rate Limiting

Built-in Rate Limiter (Recommended)

exchange = ccxt.binance({
    'enableRateLimit': True  # Automatically throttles requests
})

Manual Delays

exchange.fetch_ticker('BTC/USDT')
exchange.sleep(1000)  # Wait 1 second (milliseconds)
exchange.fetch_ticker('ETH/USDT')

Checking Rate Limit

print(exchange.rateLimit)  # Milliseconds between requests

Common Pitfalls

Forgetting await in Async Mode

# Wrong - returns coroutine, not data
async def wrong():
    ticker = exchange.fetch_ticker('BTC/USDT')  # Missing await!
    print(ticker['last'])  # ERROR

# Correct
async def correct():
    ticker = await exchange.fetch_ticker('BTC/USDT')
    print(ticker['last'])  # Works!

Using Sync for WebSocket

# Wrong - WebSocket requires async
import ccxt.pro as ccxtpro
exchange = ccxtpro.binance()
ticker = exchange.watch_ticker('BTC/USDT')  # ERROR: Need await!

# Correct
import asyncio
import ccxt.pro as ccxtpro

async def main():
    exchange = ccxtpro.binance()
    ticker = await exchange.watch_ticker('BTC/USDT')
    await exchange.close()

asyncio.run(main())

Not Closing Async Exchange

# Wrong - resource leak
async def wrong():
    exchange = ccxt.binance()
    await exchange.fetch_ticker('BTC/USDT')
    # Forgot to close!

# Correct
async def correct():
    exchange = ccxt.binance()
    try:
        await exchange.fetch_ticker('BTC/USDT')
    finally:
        await exchange.close()

Using Sync in Async Code

# Wrong - blocks event loop
async def wrong():
    exchange = ccxt.binance()  # Sync import!
    ticker = exchange.fetch_ticker('BTC/USDT')  # Blocking!

# Correct
import ccxt.async_support as ccxt

async def correct():
    exchange = ccxt.binance()
    ticker = await exchange.fetch_ticker('BTC/USDT')
    await exchange.close()

Using REST for Real-time Monitoring

# Wrong - wastes rate limits
while True:
    ticker = exchange.fetch_ticker('BTC/USDT')  # REST
    print(ticker['last'])
    exchange.sleep(1000)

# Correct - use WebSocket
import ccxt.pro as ccxtpro

async def correct():
    exchange = ccxtpro.binance()
    while True:
        ticker = await exchange.watch_ticker('BTC/USDT')  # WebSocket
        print(ticker['last'])
    await exchange.close()

Troubleshooting

Common Issues

1. "ModuleNotFoundError: No module named 'ccxt'"

  • Solution: Run pip install ccxt

2. "RateLimitExceeded"

  • Solution: Enable rate limiter: 'enableRateLimit': True
  • Or add manual delays between requests

3. "AuthenticationError"

  • Solution: Check API key and secret
  • Verify API key permissions on exchange
  • Check system clock is synced (use NTP)

4. "InvalidNonce"

  • Solution: Sync system clock
  • Use only one exchange instance per API key

5. "InsufficientFunds"

  • Solution: Check available balance (balance['BTC']['free'])
  • Account for trading fees

6. "ExchangeNotAvailable"

  • Solution: Check exchange status/maintenance
  • Retry after a delay

7. SSL/Certificate errors

  • Solution: Update certifi: pip install --upgrade certifi

8. Slow performance

  • Solution: Install performance enhancements:
    • pip install orjson (faster JSON)
    • pip install coincurve (faster signing)

Debugging

# Enable verbose logging
exchange.verbose = True

# Check exchange capabilities
print(exchange.has)
# {
#   'fetchTicker': True,
#   'fetchOrderBook': True,
#   'createOrder': True,
#   ...
# }

# Check market information
print(exchange.markets['BTC/USDT'])

# Check last request/response
print(exchange.last_http_response)
print(exchange.last_json_response)

Prediction Markets

CCXT supports prediction-market exchanges (Polymarket, Kalshi, Limitless, Myriad, Hyperliquid) under a dedicated ccxt.prediction namespace (async-only in Python โ€” ccxt.prediction.<id> IS the async class). They use the same unified API, but prices are quoted 0โ€“1 (USDC per outcome share) and the tradeable unit is an outcome (e.g. a market's YES/NO token), not a regular market symbol.

import asyncio
import ccxt.prediction  # async-only

async def main():
    exchange = ccxt.prediction.polymarket()
    await exchange.load_markets()
    # discover events -> markets -> outcomes
    events = await exchange.fetch_events({'query': 'Trump'})
    outcome = events[0]['markets'][0]['outcomes'][0]
    # each outcome has: outcome (handle, e.g. 'TRUMP_OUT_PRESIDENT_2027:YES'),
    # outcomeId, market, label ('YES'/'NO')
    handle = outcome['outcome']
    ticker = await exchange.fetch_ticker(handle)
    book = await exchange.fetch_order_book(handle)
    # limit buy 5 YES shares @ 0.40 USDC (price is 0..1 per share)
    order = await exchange.create_order(handle, 'limit', 'buy', 5, 0.40)
    await exchange.cancel_order(order['id'], handle)
    await exchange.close()

asyncio.run(main())
  • Price/trade methods (fetch_ticker, fetch_order_book, fetch_ohlcv, fetch_trades, create_order, cancel_order, โ€ฆ) take an outcome handle or outcomeId (the outcome / outcomes parameter), not symbol.
  • Check support with exchange.has['prediction']; discover markets via fetch_events / fetch_event (or load_markets).

Learn More

Frequently asked questions about CCXT for Python

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