ERROR PCA Apply 2:6 Unable to clone input data at port 1 (Transformation model): Java heap space

Have you tried splitting that into two workflows. Save the PCA model and the data and start a new workflow maybe with a garbage collector at the start (without any other workflows running).

Another idea could be to try the new columnar storage format.