diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 6b4d4b9cb..f85d72b51 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -4,11 +4,15 @@ Changelog
 
 v0.54.0 (unreleased)
 --------------------
-Contributors to this version: Trevor James Smith (:user:`Zeitsperre`),
+Contributors to this version: Trevor James Smith (:user:`Zeitsperre`), Pascal Bourgault (:user:`aulemahal`).
 
 Breaking changes
 ----------------
-* The minimum required version of `dask` has been increased to `2024.8.1`. `dask` versions at or above `2024.11` are not yet supported. (:issue:`1992`, :pull:`1991`).
+* The minimum required version of `dask` has been increased to `2024.8.1`. (:issue:`1992`, :pull:`1991`).
+
+Bug fixes
+^^^^^^^^^
+* Fixed pickling issue with ``xclim.sdba.Grouper`` and other classes for usage with `dask>=2024.11`. (:issue:`1992`, :pull:`1993`).
 
 Internal changes
 ^^^^^^^^^^^^^^^^
diff --git a/environment.yml b/environment.yml
index 7a5f08ad9..88f13bce9 100644
--- a/environment.yml
+++ b/environment.yml
@@ -9,7 +9,7 @@ dependencies:
   - cf_xarray >=0.9.3
   - cftime >=1.4.1
   - click >=8.1
-  - dask >=2024.8.1,<2024.11.0
+  - dask >=2024.8.1
   - filelock >=3.14.0
   - jsonpickle >=3.1.0
   - numba >=0.54.1
diff --git a/pyproject.toml b/pyproject.toml
index c1c10f6d2..50940c858 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,7 +39,7 @@ dependencies = [
   "cf-xarray >=0.9.3", # cf-xarray is differently named on conda-forge
   "cftime >=1.4.1",
   "click >=8.1",
-  "dask[array] >=2024.8.1,<2024.11.0",
+  "dask[array] >=2024.8.1",
   "filelock >=3.14.0",
   "jsonpickle >=3.1.0",
   "numba >=0.54.1",
diff --git a/xclim/sdba/base.py b/xclim/sdba/base.py
index 5036058ef..03ec7d091 100644
--- a/xclim/sdba/base.py
+++ b/xclim/sdba/base.py
@@ -5,6 +5,7 @@
 
 from __future__ import annotations
 
+from collections import UserDict
 from collections.abc import Callable, Sequence
 from inspect import _empty, signature  # noqa
 
@@ -20,7 +21,7 @@
 
 
 # ## Base class for the sdba module
-class Parametrizable(dict):
+class Parametrizable(UserDict):
     """Helper base class resembling a dictionary.
 
     This object is _completely_ defined by the content of its internal dictionary, accessible through item access
@@ -35,24 +36,23 @@ class Parametrizable(dict):
 
     def __getstate__(self):
         """For (json)pickle, a Parametrizable should be defined by its internal dict only."""
-        return self.parameters
+        return self.data
 
     def __setstate__(self, state):
         """For (json)pickle, a Parametrizable in only defined by its internal dict."""
-        self.update(state)
+        # Unpickling skips the init, so we must _set_ data, we can't just update it - it's not there yet
+        self.data = {**state}
 
     def __getattr__(self, attr):
         """Get attributes."""
-        try:
-            return self.__getitem__(attr)
-        except KeyError as err:
-            # Raise the proper error type for getattr
-            raise AttributeError(*err.args) from err
+        if attr == "data" or attr not in self.data:
+            return self.__getattribute__(attr)
+        return self.data[attr]
 
     @property
     def parameters(self) -> dict:
         """All parameters as a dictionary. Read-only."""
-        return {**self}
+        return {**self.data}
 
     def __repr__(self) -> str:
         """Return a string representation."""