diff --git a/pyproject.toml b/pyproject.toml
index 37ba2f4..490ff6e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,6 +40,7 @@ classifiers = [
 dynamic = [ "version" ]
 dependencies = [
   "anemoi-utils>=0.4.4",
+  "cfunits",
   "earthkit-data",
   "earthkit-meteo",
 ]
diff --git a/src/anemoi/transform/filters/rescale.py b/src/anemoi/transform/filters/rescale.py
new file mode 100644
index 0000000..24eb5ba
--- /dev/null
+++ b/src/anemoi/transform/filters/rescale.py
@@ -0,0 +1,82 @@
+# (C) Copyright 2024 Anemoi contributors.
+#
+# This software is licensed under the terms of the Apache Licence Version 2.0
+# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0.
+#
+# In applying this licence, ECMWF does not waive the privileges and immunities
+# granted to it by virtue of its status as an intergovernmental organisation
+# nor does it submit to any jurisdiction.
+
+
+from cfunits import Units
+
+from . import filter_registry
+from .base import SimpleFilter
+
+class Rescale(SimpleFilter):
+    """A filter to rescale a parameter from a scale and an offset, and back.
+    """
+
+    def __init__(
+        self,
+        *,
+        scale,
+        offset,
+        param,
+    ):
+        self.scale = scale
+        self.offset = offset
+        self.param = param
+
+    def forward(self, data):
+        return self._transform(
+            data,
+            self.forward_transform,
+            self.param        
+            )
+
+    def backward(self, data):
+        return self._transform(
+            data,
+            self.backward_transform,
+            self.param,
+        )
+
+    def forward_transform(self, x):
+        """x to ax+b"""
+
+        rescaled = x.to_numpy() * self.scale + self.offset
+
+        yield self.new_field_from_numpy(rescaled, template=x, param=self.param)
+    
+    def backward_transform(self, x):
+        """ax+b to x"""
+
+        descaled = (x.to_numpy() - self.offset)/ self.scale 
+
+        yield self.new_field_from_numpy(descaled, template=x, param=self.param)
+
+class Convert(Rescale):
+    """A filter to convert a parameter in a given unit to another unit, and back.
+    """
+
+    def __init__(
+        self,
+        *,
+        unit_in,
+        unit_out,
+        param
+    ):
+        u0 = Units(unit_in)
+        u1 = Units(unit_out)
+        x1, x2 = 0.0, 1.0
+        y1, y2 = Units.conform([x1, x2], u0, u1)
+        a = (y2 - y1) / (x2 - x1)
+        b = y1 - a * x1
+        self.scale = a
+        self.offset = b
+        self.param = param
+
+
+filter_registry.register("rescale", Rescale)
+filter_registry.register("convert", Convert)
diff --git a/tests/test_filters.py b/tests/test_filters.py
new file mode 100644
index 0000000..0351907
--- /dev/null
+++ b/tests/test_filters.py
@@ -0,0 +1,61 @@
+# (C) Copyright 2024 Anemoi contributors.
+#
+# This software is licensed under the terms of the Apache Licence Version 2.0
+# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0.
+#
+# In applying this licence, ECMWF does not waive the privileges and immunities
+# granted to it by virtue of its status as an intergovernmental organisation
+# nor does it submit to any jurisdiction.
+
+
+from anemoi.transform.filters.rescale import Rescale, Convert
+import earthkit.data as ekd
+from pytest import approx
+
+
+def test_rescale():
+    # rescale from K to °C
+    temp = ekd.from_source(
+        "mars", {"param": "2t", "levtype": "sfc", "dates": ["2023-11-17 00:00:00"]}
+    )
+    fieldlist = temp.to_fieldlist()
+    k_to_deg = Rescale(scale=1.0, offset=-273.15, param="2t")
+    rescaled = k_to_deg.forward(fieldlist)
+    assert rescaled[0].values.min() == temp.values.min() - 273.15
+    assert rescaled[0].values.std() == approx(temp.values.std())
+    # and back
+    rescaled_back = k_to_deg.backward(rescaled)
+    assert rescaled_back[0].values.min() == temp.values.min()
+    assert rescaled_back[0].values.std() == approx(temp.values.std())
+    # rescale from °C to F
+    deg_to_far = Rescale(scale=9 / 5, offset=32, param="2t")
+    rescaled_farheneit = deg_to_far.forward(rescaled)
+    assert rescaled_farheneit[0].values.min() == 9 / 5 * rescaled[0].values.min() + 32
+    assert rescaled_farheneit[0].values.std() == approx(
+        (9 / 5) * rescaled[0].values.std()
+    )
+    # rescale from F to K
+    rescaled_back = k_to_deg.backward(deg_to_far.backward(rescaled_farheneit))
+    assert rescaled_back[0].values.min() == temp.values.min()
+    assert rescaled_back[0].values.std() == approx(temp.values.std())
+
+
+def test_convert():
+    # rescale from K to °C
+    temp = ekd.from_source(
+        "mars", {"param": "2t", "levtype": "sfc", "dates": ["2023-11-17 00:00:00"]}
+    )
+    fieldlist = temp.to_fieldlist()
+    k_to_deg = Convert(unit_in="K", unit_out="degC", param="2t")
+    rescaled = k_to_deg.forward(fieldlist)
+    assert rescaled[0].values.min() == temp.values.min() - 273.15
+    assert rescaled[0].values.std() == approx(temp.values.std())
+    # and back
+    rescaled_back = k_to_deg.backward(rescaled)
+    assert rescaled_back[0].values.min() == temp.values.min()
+    assert rescaled_back[0].values.std() == approx(temp.values.std())
+
+
+if __name__ == "__main__":
+    test_rescale()
+    test_convert()