diff --git a/CMakeLists.txt b/CMakeLists.txt
index 570e633..691d561 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -121,8 +121,7 @@ set(OpenGL_GL_PREFERENCE GLVND)
 find_package(Threads REQUIRED)
 find_package(GLUT REQUIRED)
 find_package(OpenGL REQUIRED)
-find_package(PythonInterp REQUIRED)
-find_package(PythonLibs REQUIRED)
+find_package(Python REQUIRED COMPONENTS Interpreter Development)
 find_package(ZLIB)
 if (ZLIB_FOUND)
     add_definitions(-DPARTIO_USE_ZLIB)
diff --git a/src/py/CMakeLists.txt b/src/py/CMakeLists.txt
index 1686fab..4d7c45b 100644
--- a/src/py/CMakeLists.txt
+++ b/src/py/CMakeLists.txt
@@ -52,7 +52,7 @@ target_include_directories(
 )
 target_link_libraries(partio_mod PRIVATE ${PYTHON_LIBRARIES} partio)
 
-set(PYTHON_DEST "${CMAKE_INSTALL_LIBDIR}/python${PYTHON_VERSION_MAJOR}.${PYTHON_VERSION_MINOR}/site-packages" )
+set(PYTHON_DEST "${CMAKE_INSTALL_LIBDIR}/python${Python_VERSION_MAJOR}.${Python_VERSION_MINOR}/site-packages" )
 
 install(TARGETS partio_mod DESTINATION ${PYTHON_DEST})
 install(FILES partio.i DESTINATION ${CMAKE_INSTALL_DATADIR}/swig)
diff --git a/src/tests/CMakeLists.txt b/src/tests/CMakeLists.txt
index b796ecb..ce44c27 100644
--- a/src/tests/CMakeLists.txt
+++ b/src/tests/CMakeLists.txt
@@ -50,7 +50,7 @@ else()
     endforeach(item)
 
     foreach(item testpartjson testpartio)
-        add_test(NAME ${item} COMMAND ${PYTHON_EXECUTABLE} -B ${CMAKE_CURRENT_SOURCE_DIR}/${item}.py)
+        add_test(NAME ${item} COMMAND ${Python_EXECUTABLE} -B ${CMAKE_CURRENT_SOURCE_DIR}/${item}.py)
         install(PROGRAMS ${item}.py DESTINATION ${CMAKE_INSTALL_PARTIO_TESTDIR} RENAME ${item})
     endforeach(item)
 endif()
diff --git a/src/tools/CMakeLists.txt b/src/tools/CMakeLists.txt
index 8aac9ad..6ca7e82 100644
--- a/src/tools/CMakeLists.txt
+++ b/src/tools/CMakeLists.txt
@@ -67,5 +67,5 @@ install(PROGRAMS partedit.py DESTINATION ${CMAKE_INSTALL_BINDIR} RENAME partedit
 install(PROGRAMS partjson.py DESTINATION ${CMAKE_INSTALL_BINDIR} RENAME partjson)
 install(PROGRAMS partinspect.py DESTINATION ${CMAKE_INSTALL_BINDIR} RENAME partinspect)
 
-set(PYTHON_DEST "${CMAKE_INSTALL_LIBDIR}/python${PYTHON_VERSION_MAJOR}.${PYTHON_VERSION_MINOR}/site-packages" )
+set(PYTHON_DEST "${CMAKE_INSTALL_LIBDIR}/python${Python_VERSION_MAJOR}.${Python_VERSION_MINOR}/site-packages" )
 install(FILES partedit.py partjson.py partinspect.py DESTINATION ${PYTHON_DEST})