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You can convert your clouds and shadows to null / no data and then interpolate those "null areas" based on the surrounding values using the Fill nodata tool, see the documentation here: Additionally, there is a "fill gaps" tool.


You can also do it in one step without replacing values with NULL values. Use the SAGA provided Majority filter for that:

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