How does PCA perform in streaming data environments?

Standard PCA is not suitable for streaming data; Incremental PCA is used instead.

Streaming environments require models that update continuously. PCA must be adapted using incremental updates or online algorithms. Incremental PCA updates principal components using mini-batches without retraining on full dataset.