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What is the difference between data normalization and flattening?

An example of an AI chatbot conversation about data normalization vs flattening.

😀
You

What is the difference between data normalization and flattening?

MagicBuddy
MagicBuddy

Data normalization is the process of organizing data to reduce redundancy, while flattening involves converting nested data structures into a single level.

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You

Can you give me an example of when to use normalization?

MagicBuddy
MagicBuddy

Sure! Normalization is often used in relational databases to ensure data integrity and eliminate duplicate entries.

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You

And when would I use flattening instead?

MagicBuddy
MagicBuddy

Flattening is useful when you need to prepare data for analysis or visualization, especially when dealing with nested JSON objects.

😀
You

Are there any downsides to either method?

MagicBuddy
MagicBuddy

Yes, normalization can lead to complex queries, while flattening can result in data loss if not done carefully.

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