diff --git a/pkgs/development/python-modules/recordlinkage/default.nix b/pkgs/development/python-modules/recordlinkage/default.nix
new file mode 100644
index 000000000000..b717d8a4c5b5
--- /dev/null
+++ b/pkgs/development/python-modules/recordlinkage/default.nix
@@ -0,0 +1,53 @@
+{ lib
+, bottleneck
+, buildPythonPackage
+, fetchPypi
+, jellyfish
+, joblib
+, networkx
+, numexpr
+, numpy
+, pandas
+, pyarrow
+, pytest
+, scikit-learn
+, scipy
+, pythonOlder
+}:
+
+buildPythonPackage rec {
+  pname = "recordlinkage";
+  version = "0.14";
+
+  disabled = pythonOlder "3.7";
+  src = fetchPypi {
+    inherit pname version;
+    sha256 = "sha256-kuY2MUuwaLb228kwkJmOnnU+OolZcvGlhKTTiama+T4=";
+  };
+
+  propagatedBuildInputs = [
+    pyarrow
+    jellyfish
+    numpy
+    pandas
+    scipy
+    scikit-learn
+    joblib
+    networkx
+    bottleneck
+    numexpr
+  ];
+
+  # pytestCheckHook does not work
+  # Reusing their CI setup which involves 'rm -rf recordlinkage' in preCheck phase do not work too.
+  checkInputs = [ pytest ];
+
+  pythonImportsCheck = [ "recordlinkage" ];
+
+  meta = with lib; {
+    description = "Library to link records in or between data sources";
+    homepage = "https://recordlinkage.readthedocs.io/";
+    license = licenses.bsd3;
+    maintainers = [ maintainers.raitobezarius ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 51100fb611a7..a4400479294b 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -8837,6 +8837,8 @@ in {
 
   recommonmark = callPackage ../development/python-modules/recommonmark { };
 
+  recordlinkage = callPackage ../development/python-modules/recordlinkage { };
+
   redbaron = callPackage ../development/python-modules/redbaron { };
 
   redis = callPackage ../development/python-modules/redis { };