diff --git a/changes/3082.feature.rst b/changes/3082.feature.rst
new file mode 100644
index 0000000000..e990d1f3a0
--- /dev/null
+++ b/changes/3082.feature.rst
@@ -0,0 +1 @@
+Use :py:func:`numpy.zeros` instead of :py:func:`np.full` for a performance speedup when creating a `zarr.core.buffer.NDBuffer` with `fill_value=0`.
\ No newline at end of file
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index 8464518818..3022bafb6f 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -154,7 +154,8 @@ def create(
         order: Literal["C", "F"] = "C",
         fill_value: Any | None = None,
     ) -> Self:
-        if fill_value is None:
+        # np.zeros is much faster than np.full, and therefore using it when possible is better.
+        if fill_value is None or (isinstance(fill_value, int) and fill_value == 0):
             return cls(np.zeros(shape=tuple(shape), dtype=dtype, order=order))
         else:
             return cls(np.full(shape=tuple(shape), fill_value=fill_value, dtype=dtype, order=order))