diff --git a/pkgs/development/python-modules/tensorboard-data-server/default.nix b/pkgs/development/python-modules/tensorboard-data-server/default.nix
new file mode 100644
index 000000000000..74f53d7c6763
--- /dev/null
+++ b/pkgs/development/python-modules/tensorboard-data-server/default.nix
@@ -0,0 +1,25 @@
+{ lib, buildPythonPackage, fetchPypi, pythonOlder }:
+
+buildPythonPackage rec {
+  pname = "tensorboard-data-server";
+  version = "0.6.1";
+  format = "wheel";
+  disabled = pythonOlder "3.6";
+
+  src = fetchPypi {
+    pname = "tensorboard_data_server";
+    inherit version format;
+    dist = "py3";
+    python = "py3";
+    sha256 = "sha256-gJ/piHaC01wffR9U8PQPmLsfdxsUJltFPKBR4s5Y/Kc=";
+  };
+
+  pythonImportsCheck = [ "tensorboard_data_server" ];
+
+  meta = with lib; {
+    description = "Fast data loading for TensorBoard";
+    homepage = "https://github.com/tensorflow/tensorboard/tree/master/tensorboard/data/server";
+    license = licenses.asl20;
+    maintainers = with maintainers; [ abbradar ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index bc0389c3fcd4..05044196bf10 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -8635,6 +8635,8 @@ in {
 
   tenacity = callPackage ../development/python-modules/tenacity { };
 
+  tensorboard-data-server = callPackage ../development/python-modules/tensorboard-data-server { };
+
   tensorboard-plugin-profile = callPackage ../development/python-modules/tensorboard-plugin-profile { };
 
   tensorboard-plugin-wit = callPackage ../development/python-modules/tensorboard-plugin-wit {};