Beginner’s Guide to Order Types in Backtrader

In the backtrader platform, orders are used to translate the decisions made by the logic in a strategy into a message suitable for the broker to execute an action. There are a number of different order types available in backtrader, each of which has its own specific characteristics and behavior.
Here is a summary of the different order types available in backtrader:
Market orders: A market order is an order to buy or sell a security at the current market price. Market orders are typically used to execute trades quickly, but they do not guarantee a specific price and may result in a fill at a price that is different from the current market price.
To create a market order in backtrader, you can use the Market order type and pass it to the buy or sell methods of the Strategy class. Here's an example of how to create and place a market order in backtrader:
from backtrader import Order
class MyStrategy(bt.Strategy):
def __init__(self):
# Other initialization code goes here
self.order = None
def next(self):
# Code for generating signals goes here
if self.order is None:
self.order = Order.Market(self.datas[0], size=100)
self.buy(self.order)
In this example, the MyStrategy class is a subclass of bt.Strategy that includes an order attribute to store a reference to the order. In the next method, the buy method is called with the self.datas[0] parameter specifying the data feed to use and the size parameter set to 100. This creates a market order to buy 100 units of the data feed.
Limit orders: A limit order is an order to buy or sell a security at a specific price or better. Limit orders are used to specify the maximum price that the trader is willing to pay for a buy order, or the minimum price at which the trader is willing to sell for a sell order. Limit orders are not guaranteed to be filled and may remain in the market until they are either filled or cancelled.
To create a limit order in backtrader, you can use the Limit order type and pass it to the buy or sell methods of the Strategy class. Here's an example of how to create and place a limit order in backtrader:
from backtrader import Order
class MyStrategy(bt.Strategy):
def __init__(self):
# Other initialization code goes here
self.order = None
def next(self):
# Code for generating signals goes here
if self.order is None:
self.order = Order.Limit(self.datas[0], size=100, price=10)
self.sell(self.order)
Stop orders: A stop order is an order to buy or sell a security when the price of the security reaches a specific price, known as the stop price. Stop orders can be used as a risk management tool to limit potential losses on a trade. When the stop price is reached, the stop order becomes a market order and is executed at the next available price.
To create a stop order in backtrader, you can use the Stop order type and pass it to the buy or sell methods of the Strategy class. Here's an example of how to create and place a stop order in backtrader:
from backtrader import Order
class MyStrategy(bt.Strategy):
def __init__(self):
# Other initialization code goes here
self.order = None
def next(self):
# Code for generating signals goes here
if self.order is None:
self.order = Order.Stop(self.datas[0], size=100, price=10)
self.buy(self.order)
In this example, the MyStrategy class is a subclass of bt.Strategy that includes an order attribute to store a reference to the order. In the next method, the buy method is called with the self.datas[0] parameter specifying the data feed to use, the size parameter set to 100, and the price parameter set to 10. This creates a stop order to buy 100 units of the data feed when the price reaches 10.
Stop limit orders: A stop limit order is a combination of a stop order and a limit order. When the stop price is reached, the stop limit order becomes a limit order with a specified limit price. The limit order is then filled at the specified price or better, up to the limit price. Stop limit orders allow the trader to specify a maximum price for a trade, but they are not guaranteed to be filled and may remain in the market until they are either filled or cancelled.
To create a stop limit order in backtrader, you can use the StopLimit order type and pass it to the buy or sell methods of the Strategy class. Here's an example of how to create and place a stop limit order in backtrader:
from backtrader import Order
class MyStrategy(bt.Strategy):
def __init__(self):
# Other initialization code goes here
self.order = None
def next(self):
# Code for generating signals goes here
if self.order is None:
self.order = Order.StopLimit(self.datas[0], size=100, price=10, plimit=9)
self.sell(self.order)
In this example, the MyStrategy class is a subclass of bt.Strategy that includes an order attribute to store a reference to the order. In the next method, the sell method is called with the self.datas[0] parameter specifying the data feed to use, the size parameter set to 100, the price parameter set to 10, and the plimit parameter set to 9. This creates a stop limit order to sell 100 units of the data feed when the price reaches 10, with a limit price of 9.
I hope this article has provided a more detailed explanation of the different order types available in the backtrader platform and how to create and use each type of order.





