Dynamically select which fields a Django REST Framework serializer returns, reducing payload size and improving database performance by avoiding unnecessary serialization of unrequested fields and relations.
Project description
Django Dynamic Serializer
Dynamically select which fields a Django REST Framework serializer returns per view, without duplicating serializer classes or over-fetching from the database.
Full documentation: https://django-dynamic-serializer.readthedocs.io/en/latest/
The problem without this library
Repeated serializers with similar fields. It is common to need different field sets for the same model: a list endpoint might return only id, title, and a minimal nested author (id, name), while a detail endpoint returns full author and reviews. Without dynamic field selection you end up maintaining multiple serializers that differ only in Meta.fields or nested declarations — and keeping them in sync when the model or API contract changes.
# Same model, three serializers to maintain
class BookListSerializer(serializers.ModelSerializer):
author = AuthorMinimalSerializer()
class Meta:
model = Book
fields = ["id", "title", "author"]
class BookDetailSerializer(serializers.ModelSerializer):
author = AuthorSerializer()
reviews = ReviewSerializer(many=True)
class Meta:
model = Book
fields = ["id", "title", "isbn", "author", "reviews"]
class BookMinimalSerializer(serializers.ModelSerializer):
class Meta:
model = Book
fields = ["id", "title"]
Database performance with "fat" serializers. When a single serializer declares many relations (e.g. author, reviews, category), every view that uses it may trigger prefetches for all of them, even when the view only needs a subset. If you strip fields only in the response (e.g. with a custom to_representation), Django has already executed the joins and prefetches for data you never use.
# List view only needs id/title, but the serializer pulls in everything
class BookListView(ListAPIView):
serializer_class = BookSerializer # has author, reviews, isbn, ...
queryset = Book.objects.select_related("author").prefetch_related("reviews")
# ^ Two extra queries and JOINs even though list response omits them
# Or you hide fields in to_representation — but DB work is already done
def to_representation(self, instance):
data = super().to_representation(instance)
if self.context.get("view").action == "list":
return {k: data[k] for k in ("id", "title")}
return data
# Django still ran select_related/prefetch_related; you just threw the data away
What this library does
You define one serializer with all possible fields and nested relations. Each view declares exactly which fields it needs via get_serializer_fields(). The library prunes the serializer's field set before serialization, so:
- Smaller payloads — only the declared fields appear in the response.
- Fewer queries — relations that are not in the field set are never accessed, so you can align your queryset (
select_related,prefetch_related,only()) with what the view actually serializes. - No serializer duplication — one serializer class, many field shapes.
Optional integration with django-virtual-models lets the queryset be optimized automatically from the same field declaration (see documentation).
Quick example
from rest_framework.generics import ListAPIView
from django_dynamic_serializer import DynamicSerializerView
class BookListView(DynamicSerializerView, ListAPIView):
serializer_class = BookSerializer
queryset = Book.objects.select_related("author")
def get_serializer_fields(self):
return [
"id",
"title",
{"object_name": "author", "fields": ["id", "name"]},
]
Only id, title, and nested author with id and name appear in the response; isbn and reviews are omitted. Because they are not in the field set, you can avoid prefetching reviews for this view entirely.
Installation
pip install django-dynamic-serializer
Requirements: Python ≥ 3.9, Django ≥ 3.2, Django REST Framework ≥ 3.0.
Optional (for automatic query optimization with virtual models):
pip install django-dynamic-serializer[virtual-models]
Field specification format
| Entry type | Meaning |
|---|---|
"field_name" |
Include a top-level field |
{"object_name": "nested", "fields": [...]} |
Include a nested serializer and recursively select its fields |
Nesting can go as deep as your serializer hierarchy requires.
Documentation
Installation, API reference, usage examples, and django-virtual-models integration:
https://django-dynamic-serializer.readthedocs.io/en/latest/
Contributing
Contributions are welcome. See CONTRIBUTING.md for how to run tests, set up a development environment, and submit changes.
Running tests
python runtests.py
Or with Django's test runner:
DJANGO_SETTINGS_MODULE=tests.settings python -m django test tests
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