diff --git a/pkgs/development/python-modules/sklearn-compat/default.nix b/pkgs/development/python-modules/sklearn-compat/default.nix
new file mode 100644
index 000000000000..3fd17c6cade4
--- /dev/null
+++ b/pkgs/development/python-modules/sklearn-compat/default.nix
@@ -0,0 +1,52 @@
+{
+  lib,
+  buildPythonPackage,
+  fetchFromGitHub,
+  hatchling,
+  scikit-learn,
+  pandas,
+  pytestCheckHook,
+  pytest-cov,
+  pytest-xdist,
+  pytz,
+}:
+
+buildPythonPackage rec {
+  pname = "sklearn-compat";
+  version = "0.1.3";
+  pyproject = true;
+
+  src = fetchFromGitHub {
+    owner = "sklearn-compat";
+    repo = "sklearn-compat";
+    tag = version;
+    hash = "sha256-9Py5VKDej7xDMdWVujkS/ooxOkEcjPJNlBHkbe/rycE=";
+  };
+
+  build-system = [
+    hatchling
+  ];
+
+  dependencies = [
+    scikit-learn
+  ];
+
+  nativeCheckInputs = [
+    pandas
+    pytestCheckHook
+    pytest-cov
+    pytest-xdist
+    pytz
+  ];
+
+  pythonImportsCheck = [
+    "sklearn_compat"
+  ];
+
+  meta = {
+    description = "Ease multi-version support for scikit-learn compatible library";
+    homepage = "https://github.com/sklearn-compat/sklearn-compat";
+    license = lib.licenses.bsd3;
+    maintainers = with lib.maintainers; [ philipwilk ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 7543f3ec1f8c..d2efbb0b1031 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -16428,6 +16428,8 @@ self: super: with self; {
 
   skl2onnx = callPackage ../development/python-modules/skl2onnx { };
 
+  sklearn-compat = callPackage ../development/python-modules/sklearn-compat { };
+
   sklearn-deap = callPackage ../development/python-modules/sklearn-deap { };
 
   skodaconnect = callPackage ../development/python-modules/skodaconnect { };