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+---
+Title: 'Hybrid Inheritance'
+Description: 'Hybrid inheritance combines multiple types of inheritance, allowing a class to inherit features from more than one parent and represent complex real-world relationships.'
+Subjects:
+  - 'AI'
+  - 'Computer Science'
+  - 'Data Science'
+  - 'Machine Learning'
+Tags:
+  - 'AI'
+  - 'Inheritance'
+  - 'Machine Learning'
+  - 'Python'
+CatalogContent:
+  - 'learn-python-3'
+  - 'paths/computer-science'
+---
+
+**Hybrid inheritance** in Python combines multiple types of inheritance, such as single, multiple, and multilevel inheritance, within a single class hierarchy. It allows a class to inherit attributes and methods from multiple parent classes, often through a complex structure. Hybrid inheritance is useful for modeling real-world relationships where a class needs behaviors from various sources, but it requires careful design to avoid ambiguity, such as the diamond problem.
+
+## Diagram
+
+The following diagram shows a hybrid inheritance structure where a class inherits from multiple parent classes, combining multilevel and multiple inheritance:
+
+![Hybrid-Inheritance-Diagram](https://raw.githubusercontent.com/Codecademy/docs/main/media/Hybrid-Inheritance.png)
+
+- `System`: Base class with general functionality.
+- `Database`: Inherits from `System`, adds data storage capabilities.
+- `API`: Inherits from `System`, adds request handling capabilities.
+- `App`: Inherits from both `Database` and `API`, combining their features.
+
+## Syntax
+
+```python
+# Base class attributes and methods
+class BaseClass:
+
+# Inherits from BaseClass
+class DerivedClass1(BaseClass):
+
+# Inherits from BaseClass
+class DerivedClass2(BaseClass):
+
+# Inherits from DerivedClass1 and DerivedClass2
+class HybridClass(DerivedClass1, DerivedClass2):
+```
+
+- `BaseClass`: The top-level parent class.
+- `DerivedClass1`, `DerivedClass2`: Intermediate classes inheriting from `BaseClass`.
+- `HybridClass`: Inherits from both intermediate classes, forming a hybrid structure (mix of multilevel and multiple inheritance).
+
+> **Note:** Use commas in the class definition to specify multiple parent classes. Python’s Method Resolution Order (MRO) determines which parent class method is called in case of conflicts.
+
+## Example
+
+This example defines an `System` base class with a `process` method. `Database` and `API` inherit from `System`, adding `store` and `request` methods, respectively. `App` uses hybrid inheritance to inherit from both `Database` and `API`, combining their behaviors. The `describe` method in `App` calls methods from all parent classes, demonstrating access to inherited functionality.
+
+```py
+class System:
+  def process(self):
+    return "Processing data"
+
+class Database(System):
+  def store(self):
+    return "Storing data"
+
+class API(System):
+  def request(self):
+    return "Handling request"
+
+class App(Database, API):
+  def describe(self):
+    return f"{self.process()}, {self.store()}, {self.request()}"
+
+app = App()
+print(app.describe())
+```
+
+The output would be:
+
+```shell
+Processing data, Storing data, Handling request
+```
+
+## Codebyte
+
+```codebyte/python
+class System:
+  def process(self):
+    return "Processing data"
+
+class Database(System):
+  def store(self):
+    return "Storing data"
+
+class API(System):
+  def request(self):
+    return "Handling request"
+
+class App(Database, API):
+  def describe(self):
+    return f"{self.process()}, {self.store()}, {self.request()}"
+
+app = App()
+print(app.describe())
+```
+
+Hybrid inheritance can lead to the diamond problem, where a class inherits the same method from multiple parents. Python resolves this using the Method Resolution Order (MRO), accessible via **`ClassName.mro()`**. Use hybrid inheritance judiciously to avoid complex hierarchies that are hard to maintain. Ensure parent classes are designed to work together to prevent method conflicts.
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