Python dataclasses are a really nice feature for constructing classes that primarily hold or work with data. They can be a good alternative to using dictionaries, since they allow you to add methods, dynamic properties, and subclasses. They can also be a good alternative to building your own class by hand, since they don’t need a custom __init__() that reassigns attributes and provide methods like __eq__() out of the box.

One small tip to keeping dataclasses maintainable is to always construct them with kw_only=True, like so:

from dataclasses import dataclass


@dataclass(kw_only=True)
class MyDataClass:
    x: int
    y: str
    z: bool = True

This will construct an __init__() that looks like this:

class MyDataClass:
    def __init__(
        self,
        *,
        x: int,
        y: str,
        z: bool = True,
    ) -> None:
        self.x = x
        self.y = y
        self.z = z

Instead of:

class MyDataClass:
    def __init__(
        self,
        x: int,
        y: str,
        z: bool = True,
    ) -> None:
        self.x = x
        self.y = y
        self.z = z

That * in the argument list means everything that follows must be passed as a keyword argument, instead of a positional argument.

There are two reasons you probably want to do this:

1. It allows you to reorder the fields on the dataclass without breaking callers. Positional arguments means a caller can use MyDataClass(1, 'foo', False), and if you remove/reorder any of these arguments, you’ll break those callers unexpectedly. By forcing callers to use MyDataClass(x=1, y='foo', z=False), you remove this risk.
2. It allows subclasses to add required fields. Normally, any field with a default value (like z above) will force any fields following it to also have a default. And that includes all fields defined by subclasses. Using kw_only=True gives subclasses the flexibility to decide for themselves which fields must be provided by the caller and which have a default.

These reasons are more important for library authors than anything. We spend a lot of time trying to ensure backwards-compatibility and forwards-extensibility in Review Board, so this is an important topic for us. And if you’re developing something reusable with dataclasses, it might be for you, too.