diff --git a/copernicusmarine/download_functions/subset_xarray.py b/copernicusmarine/download_functions/subset_xarray.py
index 211844c6..ed43a28f 100644
--- a/copernicusmarine/download_functions/subset_xarray.py
+++ b/copernicusmarine/download_functions/subset_xarray.py
@@ -21,10 +21,7 @@
     VariableDoesNotExistInTheDataset,
 )
 from copernicusmarine.core_functions.models import SubsetMethod
-from copernicusmarine.core_functions.utils import (
-    ServiceNotSupported,
-    convert_datetime64_to_netcdf_timestamp,
-)
+from copernicusmarine.core_functions.utils import ServiceNotSupported
 from copernicusmarine.download_functions.subset_parameters import (
     DepthParameters,
     GeographicalParameters,
@@ -56,8 +53,6 @@
     "units",
     "unit_long",
     "axis",
-    "valid_min",
-    "valid_max",
 ]
 NETCDF_CONVENTION_DATASET_ATTRIBUTES = [
     "title",
@@ -359,34 +354,15 @@ def _update_dataset_coordinate_attributes(
                     NETCDF_CONVENTION_COORDINATE_ATTRIBUTES.copy()
                 )
                 if "time" in coordinate_label:
-                    min_time_dimension = coord.values.min()
-                    max_time_dimension = coord.values.max()
-                    netcdf_unit = coord.encoding["units"]
-                    valid_min = convert_datetime64_to_netcdf_timestamp(
-                        min_time_dimension, netcdf_unit
-                    )
-                    valid_max = convert_datetime64_to_netcdf_timestamp(
-                        max_time_dimension, netcdf_unit
-                    )
                     attrs["standard_name"] = "time"
                     attrs["long_name"] = "Time"
-                    attrs["valid_min"] = valid_min
-                    attrs["valid_max"] = valid_max
                     attrs["axis"] = "T"
                     attrs["unit_long"] = (
                         coord.encoding["units"].replace("_", " ").title()
                     )
                     coordinate_attributes.remove("units")
                 elif coordinate_label in ["depth", "elevation"]:
-                    attrs["valid_min"] = coord.values.min()
-                    attrs["valid_max"] = coord.values.max()
                     coordinate_attributes.append("positive")
-                elif coordinate_label == "latitude":
-                    attrs["valid_min"] = coord.values.min()
-                    attrs["valid_max"] = coord.values.max()
-                elif coordinate_label == "longitude":
-                    coordinate_attributes.remove("valid_min")
-                    coordinate_attributes.remove("valid_max")
                 coord.attrs = _filter_attributes(attrs, coordinate_attributes)
 
     dataset.attrs = _filter_attributes(
diff --git a/tests/test_command_line_interface.py b/tests/test_command_line_interface.py
index 562a9c84..4b908661 100644
--- a/tests/test_command_line_interface.py
+++ b/tests/test_command_line_interface.py
@@ -494,36 +494,6 @@ def check_subset_request_with_no_subsetting(self):
             b"copernicusmarine get --dataset-id " + bytes(dataset_id, "utf-8")
         ) in self.output.stderr
 
-    def test_if_dataset_coordinate_valid_minmax_attributes_are_setted(
-        self, tmp_path
-    ):
-        self.base_request_dict = {
-            "--dataset-id": "cmems_mod_glo_phy-so_anfc_0.083deg_P1D-m",
-            "--variable": "so",
-            "--start-datetime": "2024-01-01",
-            "--end-datetime": "2024-01-02",
-            "--minimum-latitude": "0.0",
-            "--maximum-latitude": "0.1",
-            "--minimum-longitude": "0.2",
-            "--maximum-longitude": "0.3",
-            "--minimum-depth": "0.0",
-            "--maximum-depth": "5.0",
-            "-f": "self.output.nc",
-            "--output-directory": tmp_path,
-        }
-
-        self.check_default_subset_request(self.GEOSERIES.subpath, tmp_path)
-
-        dataset_path = pathlib.Path(tmp_path) / "self.output.nc"
-        dataset = xarray.open_dataset(dataset_path)
-
-        assert dataset.latitude.attrs["valid_min"] >= 0
-        assert dataset.latitude.attrs["valid_max"] <= 0.1
-        assert dataset.depth.attrs["valid_min"] >= 0
-        assert dataset.depth.attrs["valid_max"] <= 5
-        assert dataset.time.attrs["valid_min"] == 648672
-        assert dataset.time.attrs["valid_max"] == 648696
-
     def test_retention_period_works(self):
         self.command = [
             "copernicusmarine",
diff --git a/tests/test_python_interface.py b/tests/test_python_interface.py
index 0c0be704..2742d970 100644
--- a/tests/test_python_interface.py
+++ b/tests/test_python_interface.py
@@ -221,7 +221,7 @@ def test_open_dataset_with_retention_date(self):
             password=os.getenv("COPERNICUSMARINE_SERVICE_PASSWORD"),
             dataset_id="cmems_obs-oc_atl_bgc-plankton_nrt_l4-gapfree-multi-1km_P1D",
         )
-        assert dataset.time.valid_min >= 45388
+        assert int(dataset.time.min().values) >= 1720735200000
 
     def test_subset_modify_attr_for_depth(self):
         dataset = open_dataset(
@@ -256,10 +256,6 @@ def test_subset_keeps_fillvalue_empty(self, tmp_path):
         assert "_FillValue" not in subsetdata.time.attrs
         assert "_FillValue" not in subsetdata.latitude.attrs
         assert "_FillValue" not in subsetdata.depth.attrs
-        assert "valid_max" not in subsetdata.longitude.attrs
-        assert "valid_min" not in subsetdata.longitude.attrs
-        assert "valid_max" in subsetdata.latitude.attrs
-        assert "valid_max" in subsetdata.latitude.attrs
         assert subsetdata.time.attrs["calendar"] == "gregorian"
         assert subsetdata.time.attrs["units"] == "hours since 1950-01-01"