diff --git a/cf_xarray/utils.py b/cf_xarray/utils.py
index 5644774c..5d040262 100644
--- a/cf_xarray/utils.py
+++ b/cf_xarray/utils.py
@@ -15,17 +15,35 @@
     cftime = None
 
 
+def _is_duck_dask_array(x):
+    """Return True if the input is a dask array."""
+    # Code copied and simplified from xarray < 2024.02 (xr.core.pycompat.is_duck_dask_array)
+    try:
+        from dask.base import is_dask_collection
+    except ImportError:
+        return False
+
+    return (
+        is_dask_collection(x)
+        and hasattr(x, "ndim")
+        and hasattr(x, "shape")
+        and hasattr(x, "dtype")
+        and (
+            (hasattr(x, "__array_function__") and hasattr(x, "__array_ufunc__"))
+            or hasattr(x, "__array_namespace__")
+        )
+    )
+
+
 def _contains_cftime_datetimes(array) -> bool:
     """Check if an array contains cftime.datetime objects"""
     # Copied / adapted from xarray.core.common
-    from xarray.core.pycompat import is_duck_dask_array
-
     if cftime is None:
         return False
     else:
         if array.dtype == np.dtype("O") and array.size > 0:
             sample = array.ravel()[0]
-            if is_duck_dask_array(sample):
+            if _is_duck_dask_array(sample):
                 sample = sample.compute()
                 if isinstance(sample, np.ndarray):
                     sample = sample.item()
diff --git a/doc/whats-new.rst b/doc/whats-new.rst
index e15115d7..388c2e98 100644
--- a/doc/whats-new.rst
+++ b/doc/whats-new.rst
@@ -3,6 +3,10 @@
 What's New
 ----------
 
+v0.8.10 (unreleased)
+====================
+- Fix methods in ``utils`` to work with xarray >= 2024.02.0. By `Pascal Bourgault`_.
+
 v0.8.9 (Feb 06, 2023)
 =====================
 - Convert integer (e.g. ``1``) units to string (e.g. ``"1"``) for pint. By `Justus Magin`_.