diff --git a/python-fann2.changes b/python-fann2.changes
index 0d3b76c..162cb2e 100644
--- a/python-fann2.changes
+++ b/python-fann2.changes
@@ -1,3 +1,8 @@
+-------------------------------------------------------------------
+Tue May 27 11:28:15 UTC 2025 - Markéta Machová <mmachova@suse.com>
+
+- Convert to pip-based build
+
 -------------------------------------------------------------------
 Sat Jan 15 16:06:05 UTC 2022 - Dirk Müller <dmueller@suse.com>
 
diff --git a/python-fann2.spec b/python-fann2.spec
index 7a75c75..e31c503 100644
--- a/python-fann2.spec
+++ b/python-fann2.spec
@@ -1,7 +1,7 @@
 #
 # spec file for package python-fann2
 #
-# Copyright (c) 2022 SUSE LLC
+# Copyright (c) 2025 SUSE LLC
 #
 # All modifications and additions to the file contributed by third parties
 # remain the property of their copyright owners, unless otherwise agreed
@@ -16,7 +16,6 @@
 #
 
 
-%{?!python_module:%define python_module() python-%{**} python3-%{**}}
 Name:           python-fann2
 Version:        1.2.0
 Release:        0
@@ -26,13 +25,15 @@ Group:          Development/Languages/Python
 URL:            https://github.com/FutureLinkCorporation/fann2
 Source:         https://github.com/FutureLinkCorporation/fann2/archive/refs/tags/%{version}.tar.gz
 BuildRequires:  %{python_module devel}
+BuildRequires:  %{python_module pip}
 BuildRequires:  %{python_module setuptools}
+BuildRequires:  %{python_module wheel}
 BuildRequires:  fdupes
 BuildRequires:  gcc-c++
+BuildRequires:  pkgconfig
 BuildRequires:  python-rpm-macros
 BuildRequires:  swig
 BuildRequires:  pkgconfig(fann)
-
 %python_subpackages
 
 %description
@@ -49,10 +50,10 @@ updated to include support for python 2.x/3.x .
 
 %build
 export CFLAGS="%{optflags}"
-%python_build
+%pyproject_wheel
 
 %install
-%python_install
+%pyproject_install
 %python_expand %fdupes %{buildroot}%{$python_sitearch}
 %python_expand rm %{buildroot}%{$python_sitearch}/fann2/fann2_wrap.cxx
 %python_expand rm %{buildroot}%{$python_sitearch}/fann2/fann_cpp_subclass.h
@@ -63,6 +64,7 @@ export CFLAGS="%{optflags}"
 %files %{python_files}
 %doc README.rst
 %license LICENSE
-%{python_sitearch}/*
+%{python_sitearch}/fann2
+%{python_sitearch}/fann2-%{version}*-info
 
 %changelog