Delta-Sigma operation has built-in integration path, not only oversampling mechanism itself.
Oversampling can bring down the noise floor for both quantisation and thermal sources.
Integration can reshape the noise profile depending on its nature.
Decimation can filter out the unwanted portion(frequency band) of the noise within the digital stream.