diff --git a/ocf_datapipes/training/windnet.py b/ocf_datapipes/training/windnet.py
index 6d93fdef1..c6ed11e36 100644
--- a/ocf_datapipes/training/windnet.py
+++ b/ocf_datapipes/training/windnet.py
@@ -14,9 +14,7 @@
 )
 from ocf_datapipes.training.common import (
     AddZeroedNWPData,
-    AddZeroedSatelliteData,
     _get_datapipes_dict,
-    check_nans_in_satellite_data,
     concat_xr_time_utc,
     construct_loctime_pipelines,
     fill_nans_in_arrays,