
CCXT for Python
FreeIntegrate cryptocurrency exchanges with Python effortlessly.
Free ยท Opens the source repo
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 needsโwhether 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 source1. Install with the skills CLI
npx skills add ccxt/ccxt/ccxt-python --agent claude-code2. 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 ccxtCCXT 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
| Import | For REST | For WebSocket |
|---|---|---|
| Sync | import ccxt | (WebSocket requires async) |
| Async | import ccxt.async_support as ccxt | import ccxt.pro as ccxtpro |
| Feature | REST API | WebSocket API |
|---|---|---|
| Use for | One-time queries, placing orders | Real-time monitoring, live price feeds |
| Method prefix | fetch_* (fetch_ticker, fetch_order_book) | watch_* (watch_ticker, watch_order_book) |
| Speed | Slower (HTTP request/response) | Faster (persistent connection) |
| Rate limits | Strict (1-2 req/sec) | More lenient (continuous stream) |
| Best for | Trading, account management | Price 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 symbolfetchTickers([symbols])- Fetch multiple tickers at oncefetchBidsAsks([symbols])- Fetch best bid/ask for multiple symbolsfetchLastPrices([symbols])- Fetch last pricesfetchMarkPrices([symbols])- Fetch mark prices (derivatives)
Order Books
fetchOrderBook(symbol, limit)- Fetch order bookfetchOrderBooks([symbols])- Fetch multiple order booksfetchL2OrderBook(symbol)- Fetch level 2 order bookfetchL3OrderBook(symbol)- Fetch level 3 order book (if supported)
Trades
fetchTrades(symbol, since, limit)- Fetch public tradesfetchMyTrades(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 datafetchIndexOHLCV(symbol, timeframe)- Fetch index price OHLCVfetchMarkOHLCV(symbol, timeframe)- Fetch mark price OHLCVfetchPremiumIndexOHLCV(symbol, timeframe)- Fetch premium index OHLCV
Account & Balance
fetchBalance()- Fetch account balance (auth required)fetchAccounts()- Fetch sub-accountsfetchLedger(code, since, limit)- Fetch ledger historyfetchLedgerEntry(id, code)- Fetch specific ledger entryfetchTransactions(code, since, limit)- Fetch transactionsfetchDeposits(code, since, limit)- Fetch deposit historyfetchWithdrawals(code, since, limit)- Fetch withdrawal historyfetchDepositsWithdrawals(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 ordercreateMarketOrder(symbol, side, amount)- Create market ordercreateLimitBuyOrder(symbol, amount, price)- Buy limit ordercreateLimitSellOrder(symbol, amount, price)- Sell limit ordercreateMarketBuyOrder(symbol, amount)- Buy market ordercreateMarketSellOrder(symbol, amount)- Sell market ordercreateMarketBuyOrderWithCost(symbol, cost)- Buy with specific costcreateStopLimitOrder(symbol, side, amount, price, stopPrice)- Stop-limit ordercreateStopMarketOrder(symbol, side, amount, stopPrice)- Stop-market ordercreateStopLossOrder(symbol, side, amount, stopPrice)- Stop-loss ordercreateTakeProfitOrder(symbol, side, amount, takeProfitPrice)- Take-profit ordercreateTrailingAmountOrder(symbol, side, amount, trailingAmount)- Trailing stopcreateTrailingPercentOrder(symbol, side, amount, trailingPercent)- Trailing stop %createTriggerOrder(symbol, side, amount, triggerPrice)- Trigger ordercreatePostOnlyOrder(symbol, side, amount, price)- Post-only ordercreateReduceOnlyOrder(symbol, side, amount, price)- Reduce-only ordercreateOrders([orders])- Create multiple orders at oncecreateOrderWithTakeProfitAndStopLoss(symbol, type, side, amount, price, tpPrice, slPrice)- OCO order
Managing Orders
fetchOrder(orderId, symbol)- Fetch single orderfetchOrders(symbol, since, limit)- Fetch all ordersfetchOpenOrders(symbol, since, limit)- Fetch open ordersfetchClosedOrders(symbol, since, limit)- Fetch closed ordersfetchCanceledOrders(symbol, since, limit)- Fetch canceled ordersfetchOpenOrder(orderId, symbol)- Fetch specific open orderfetchOrdersByStatus(status, symbol)- Fetch orders by statuscancelOrder(orderId, symbol)- Cancel single ordercancelOrders([orderIds], symbol)- Cancel multiple orderscancelAllOrders(symbol)- Cancel all orders for symboleditOrder(orderId, symbol, type, side, amount, price)- Modify order
Margin & Leverage
fetchBorrowRate(code)- Fetch borrow rate for marginfetchBorrowRates([codes])- Fetch multiple borrow ratesfetchBorrowRateHistory(code, since, limit)- Historical borrow ratesfetchCrossBorrowRate(code)- Cross margin borrow ratefetchIsolatedBorrowRate(symbol, code)- Isolated margin borrow rateborrowMargin(code, amount, symbol)- Borrow marginrepayMargin(code, amount, symbol)- Repay marginfetchLeverage(symbol)- Fetch leveragesetLeverage(leverage, symbol)- Set leveragefetchLeverageTiers(symbols)- Fetch leverage tiersfetchMarketLeverageTiers(symbol)- Leverage tiers for marketsetMarginMode(marginMode, symbol)- Set margin mode (cross/isolated)fetchMarginMode(symbol)- Fetch margin mode
Derivatives & Futures
Positions
fetchPosition(symbol)- Fetch single positionfetchPositions([symbols])- Fetch all positionsfetchPositionsForSymbol(symbol)- Fetch positions for symbolfetchPositionHistory(symbol, since, limit)- Position historyfetchPositionsHistory(symbols, since, limit)- Multiple position historyfetchPositionMode(symbol)- Fetch position mode (one-way/hedge)setPositionMode(hedged, symbol)- Set position modeclosePosition(symbol, side)- Close positioncloseAllPositions()- Close all positions
Funding & Settlement
fetchFundingRate(symbol)- Current funding ratefetchFundingRates([symbols])- Multiple funding ratesfetchFundingRateHistory(symbol, since, limit)- Funding rate historyfetchFundingHistory(symbol, since, limit)- Your funding paymentsfetchFundingInterval(symbol)- Funding intervalfetchSettlementHistory(symbol, since, limit)- Settlement historyfetchMySettlementHistory(symbol, since, limit)- Your settlement history
Open Interest & Liquidations
fetchOpenInterest(symbol)- Open interest for symbolfetchOpenInterests([symbols])- Multiple open interestsfetchOpenInterestHistory(symbol, timeframe, since, limit)- OI historyfetchLiquidations(symbol, since, limit)- Public liquidationsfetchMyLiquidations(symbol, since, limit)- Your liquidations
Options
fetchOption(symbol)- Fetch option infofetchOptionChain(code)- Fetch option chainfetchGreeks(symbol)- Fetch option greeksfetchVolatilityHistory(code, since, limit)- Volatility historyfetchUnderlyingAssets()- Fetch underlying assets
Fees & Limits
fetchTradingFee(symbol)- Trading fee for symbolfetchTradingFees([symbols])- Trading fees for multiple symbolsfetchTradingLimits([symbols])- Trading limitsfetchTransactionFee(code)- Transaction/withdrawal feefetchTransactionFees([codes])- Multiple transaction feesfetchDepositWithdrawFee(code)- Deposit/withdrawal feefetchDepositWithdrawFees([codes])- Multiple deposit/withdraw fees
Deposits & Withdrawals
fetchDepositAddress(code, params)- Get deposit addressfetchDepositAddresses([codes])- Multiple deposit addressesfetchDepositAddressesByNetwork(code)- Addresses by networkcreateDepositAddress(code, params)- Create new deposit addressfetchDeposit(id, code)- Fetch single depositfetchWithdrawal(id, code)- Fetch single withdrawalfetchWithdrawAddresses(code)- Fetch withdrawal addressesfetchWithdrawalWhitelist(code)- Fetch whitelistwithdraw(code, amount, address, tag, params)- Withdraw fundsdeposit(code, amount, params)- Deposit funds (if supported)
Transfer & Convert
transfer(code, amount, fromAccount, toAccount)- Internal transferfetchTransfer(id, code)- Fetch transfer infofetchTransfers(code, since, limit)- Fetch transfer historyfetchConvertCurrencies()- Currencies available for convertfetchConvertQuote(fromCode, toCode, amount)- Get conversion quotecreateConvertTrade(fromCode, toCode, amount)- Execute conversionfetchConvertTrade(id)- Fetch convert tradefetchConvertTradeHistory(code, since, limit)- Convert history
Market Info
fetchMarkets()- Fetch all marketsfetchCurrencies()- Fetch all currenciesfetchTime()- Fetch exchange server timefetchStatus()- Fetch exchange statusfetchBorrowInterest(code, symbol, since, limit)- Borrow interest paidfetchLongShortRatio(symbol, timeframe, since, limit)- Long/short ratiofetchLongShortRatioHistory(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 tickerwatchTickers([symbols])- Watch multiple tickerswatchOrderBook(symbol)- Watch order book updateswatchOrderBookForSymbols([symbols])- Watch multiple order bookswatchTrades(symbol)- Watch public tradeswatchOHLCV(symbol, timeframe)- Watch candlestick updateswatchBidsAsks([symbols])- Watch best bid/ask
Real-time Account Data (Auth Required)
watchBalance()- Watch balance updateswatchOrders(symbol)- Watch your order updateswatchMyTrades(symbol)- Watch your trade updateswatchPositions([symbols])- Watch position updateswatchPositionsForSymbol(symbol)- Watch positions for symbol
Authentication Required
Methods marked with ๐ 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,fetchAccountswithdraw,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 resourcesedit*- Modify existing resourcesset*- Configure settings (leverage, margin mode)*Wssuffix - 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 WebSocketcreateMarketOrderWs- Create market order via WebSocketcreateLimitBuyOrderWs- Buy limit order via WebSocketcreateLimitSellOrderWs- Sell limit order via WebSocketcreateMarketBuyOrderWs- Buy market order via WebSocketcreateMarketSellOrderWs- Sell market order via WebSocketcreateStopLimitOrderWs- Stop-limit order via WebSocketcreateStopMarketOrderWs- Stop-market order via WebSocketcreateStopLossOrderWs- Stop-loss order via WebSocketcreateTakeProfitOrderWs- Take-profit order via WebSocketcreateTrailingAmountOrderWs- Trailing stop via WebSocketcreateTrailingPercentOrderWs- Trailing stop % via WebSocketcreatePostOnlyOrderWs- Post-only order via WebSocketcreateReduceOnlyOrderWs- Reduce-only order via WebSocket
Managing Orders:
editOrderWs- Edit order via WebSocketcancelOrderWs- Cancel order via WebSocket (faster than REST)cancelOrdersWs- Cancel multiple orders via WebSocketcancelAllOrdersWs- Cancel all orders via WebSocket
Fetching Data:
fetchOrderWs- Fetch order via WebSocketfetchOrdersWs- Fetch orders via WebSocketfetchOpenOrdersWs- Fetch open orders via WebSocketfetchClosedOrdersWs- Fetch closed orders via WebSocketfetchMyTradesWs- Fetch your trades via WebSocketfetchBalanceWs- Fetch balance via WebSocketfetchPositionWs- Fetch position via WebSocketfetchPositionsWs- Fetch positions via WebSocketfetchPositionsForSymbolWs- Fetch positions for symbol via WebSocketfetchTradingFeesWs- 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
โโ NetworkError (recoverable - retry)
โ โโ RequestTimeout
โ โโ ExchangeNotAvailable
โ โโ RateLimitExceeded
โ โโ DDoSProtection
โโ ExchangeError (non-recoverable - don't retry)
โโ AuthenticationError
โโ InsufficientFunds
โโ InvalidOrder
โโ 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 0โ1 (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, โฆ) take an outcome handle or outcomeId (theoutcome/outcomesparameter), notsymbol. - Check support with
exchange.has['prediction']; discover markets viafetch_events/fetch_event(orload_markets).
Learn More
Frequently asked questions about CCXT for Python
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