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advanced patterns with Python 3.10's dict merging operator on nested dictionaries

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python dict python-3.10 Python

I'm upgrading from an older version and I'm relatively new to this, so bear with me. I've searched everywhere and can't find a clear answer. I'm working with an scenario with the new dictionary merging operator (`|`) introduced in Python 3.9. My expectation is that when I merge two dictionaries containing nested dictionaries, the nested dictionaries should remain intact. However, I’m observing unexpected behavior that isn't documented well. Here’s a minimal example to illustrate the question: ```python # Sample dictionaries nested_dict_a = {'a': 1, 'b': {'c': 2}} nested_dict_b = {'b': {'d': 3}, 'e': 4} # Merging dictionaries merged_dict = nested_dict_a | nested_dict_b print(merged_dict) ``` I expected the output to maintain the nested structure for the key `'b'`, like this: ```python {'a': 1, 'b': {'c': 2}, 'e': 4} ``` But instead, I get: ```python {'a': 1, 'b': {'d': 3}, 'e': 4} ``` It seems that the value for key `'b'` in `nested_dict_b` is overriding the entire value from `nested_dict_a`, instead of merging them. I've read through the [Python documentation](https://docs.python.org/3.10/whatsnew/3.9.html#dictionary-merge-and-update) on this feature but couldn't find anything that addresses nested merges. I also tried using the `update()` method, but it behaves the same way when it comes to nested dictionaries. Is there a way to merge dictionaries in a manner that retains the nested structures? Or is there a specific best practice or design pattern I should be following for such cases? Any insights would be greatly appreciated! My development environment is macOS. Thanks in advance! My development environment is Windows. What's the best practice here?