How to serialize SqlAlchemy result to JSON?

Cover Image for How to serialize SqlAlchemy result to JSON?
Matheus Mello
Matheus Mello
published a few days ago. updated a few hours ago

How to Serialize SqlAlchemy Result to JSON? πŸπŸ’ΎπŸ”ƒ

If you've ever worked with SqlAlchemy, you might have found yourself in a situation where you need to serialize the query result into JSON format. Unfortunately, SqlAlchemy doesn't provide a built-in JSON serializer for its ORM objects. But fret not! In this blog post, we will explore some easy solutions to tackle this problem. Let's dive right in! πŸ’ͺ🏼

The Challenge πŸ€”

When attempting to serialize a SqlAlchemy query result using well-known methods like jsonpickle.encode or json.dumps, you may encounter the dreaded TypeError: <Product('3', 'some name', 'some desc')> is not JSON serializable error. This occurs because these methods struggle to serialize the actual SqlAlchemy ORM objects directly into JSON. 😱

Solution 1: Custom Serializer πŸ§ͺ

One way to overcome this challenge is by implementing a custom serializer. Let's take a look at an example:

def serialize(obj):
    if isinstance(obj.__class__, DeclarativeMeta):
        # Handle SqlAlchemy ORM objects
        return obj.__dict__

    # Handle other non-serializable types if needed
    return None

The serialize function above detects if the object is an ORM object and returns its __dict__, which represents the object's attributes in a dictionary format. You can then use this function while serializing the query result using json.dumps:

import json

# Assuming 'items' is the result of a SqlAlchemy query
serialized_items = json.dumps(items, default=serialize)

Using this approach, you can now successfully serialize the query result to JSON!

Solution 2: Custom Mixin 🍳

Another approach is to utilize a custom mixin class that extends the functionality of SqlAlchemy's base model. Here's an example:

class JsonSerializableMixin(object):
    def to_json(self):
        return {column.name: getattr(self, column.name) for column in self.__table__.columns}

The to_json method above creates a dictionary mapping the column names to their corresponding values in the ORM object. You can then call this method on your ORM object to get the JSON representation:

# Assuming 'item' is a single ORM object
json_item = item.to_json()

This way, you can convert individual objects to JSON easily.

Bring on the JSON! πŸš€

With these solutions in your arsenal, you can effortlessly serialize your SqlAlchemy query results into JSON format. Whether you opt for a custom serializer or a mixin class, the choice ultimately depends on your project requirements.

So go ahead, serialize those objects like a pro and unleash the power of JSON in your data-driven applications! πŸŽ‰

If you have any other tips, tricks, or alternative methods for serializing SqlAlchemy results to JSON, please share them in the comments below. Let's keep the conversation going! πŸ’¬βœ¨


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