django-components/docs/examples/ab_testing

A/B Testing

A/B testing, phased rollouts, or other advanced use cases can be made easy by dynamically rendering different versions of a component.

Use the Component.on_render() hook, to decide which version to render based on a component parameter (or a random choice).

How it works

Component.on_render() is called when the component is being rendered. This method can completely override the rendering process, so we can use it to render another component in its place.

class OfferCard(Component):
    ...
    def on_render(self, context, template):
        # Pass all kwargs to the child component
        kwargs_for_child = self.kwargs._asdict()
        use_new = kwargs_for_child.pop("use_new_version")

        # If version not specified, choose randomly
        if use_new is None:
            use_new = random.choice([True, False])

        if use_new:
            return OfferCardNew.render(context=context, kwargs=kwargs_for_child)
        else:
            return OfferCardOld.render(context=context, kwargs=kwargs_for_child)

In the example we render 3 versions of the OfferCard component:

• Variant that always shows an "old" version with use_new_version=False
• Variant that always shows a "new" version with use_new_version=True.
• Variant that randomly shows one or the other, omitting the use_new_version flag.

All extra parameters are passed through to the underlying components.

Variant A (Old)

{% component "offer_card" use_new_version=False savings_percent=10 / %}

Variant B (New)

{% component "offer_card" use_new_version=True savings_percent=25 / %}

Variant C (Random)

{% component "offer_card" savings_percent=15 / %}

Definition

--8<-- "docs/examples/ab_testing/component.py"

Example

To see the component in action, you can set up a view and a URL pattern as shown below.

views.py

--8<-- "docs/examples/ab_testing/page.py"

urls.py

from django.urls import path

from examples.pages.ab_testing import ABTestingPage

urlpatterns = [
    path("examples/ab_testing", ABTestingPage.as_view(), name="ab_testing"),
]