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Which design pattern you prefer for large scale software development?

Design patterns, IMHO, depend on type of application rather than just the scale of the application.
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There's no one design pattern that I would say that I prefer. Typically, the large developments I work on demand multiple patterns, from Observers, Mediators, MVVM/MVC/MVP, Facades, Data layers and the likes.
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Large scale - you would need tons of patterns.
However, facade might be a start.

Also, I suppose you would be making this multi-tiered or layered.
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