diff --git a/conda-recipe/bld.bat b/conda-recipe/bld.bat
index 1b200b7dba..b0776fd1f2 100644
--- a/conda-recipe/bld.bat
+++ b/conda-recipe/bld.bat
@@ -1,24 +1,7 @@
-%PYTHON% setup.py install --single-version-externally-managed --record=record.txt
-if errorlevel 1 exit 1
-
 echo "Activating oneAPI compiler environment..."
 call "%ONEAPI_ROOT%\compiler\latest\env\vars.bat"
 if errorlevel 1 exit 1
 REM conda uses %ERRORLEVEL% but FPGA scripts can set it. So it should be reseted.
 set ERRORLEVEL=
 
-echo on
-
-set "CC=clang.exe"
-
-%CC% -flto -target spir64-unknown-unknown -c -x cl -emit-llvm -cl-std=CL2.0 -Xclang -finclude-default-header numba_dppy/ocl/atomics/atomic_ops.cl -o numba_dppy/ocl/atomics/atomic_ops.bc
-llvm-spirv -o numba_dppy/ocl/atomics/atomic_ops.spir numba_dppy/ocl/atomics/atomic_ops.bc
-xcopy numba_dppy\ocl\atomics\atomic_ops.spir %SP_DIR%\numba_dppy\ocl\atomics /E /Y
-
-rem Build wheel package
-if NOT "%WHEELS_OUTPUT_FOLDER%"=="" (
-    %PYTHON% setup.py bdist_wheel
-    if errorlevel 1 exit 1
-    copy dist\numba_dppy*.whl %WHEELS_OUTPUT_FOLDER%
-    if errorlevel 1 exit 1
-)
+%PYTHON% setup.py install --single-version-externally-managed --record=record.txt
diff --git a/conda-recipe/build.sh b/conda-recipe/build.sh
index d80b152301..83d3c51569 100644
--- a/conda-recipe/build.sh
+++ b/conda-recipe/build.sh
@@ -1,26 +1,10 @@
 #!/bin/bash
 
-${PYTHON} setup.py install --single-version-externally-managed --record=record.txt
-
 
 if [ ! -z "${ONEAPI_ROOT}" ]; then
     source ${ONEAPI_ROOT}/compiler/latest/env/vars.sh
-    export CC=clang
 else
     echo "DPCPP is needed to build OpenCL kernel. Abort!"
 fi
 
-${CC} -flto -target spir64-unknown-unknown -c -x cl -emit-llvm -cl-std=CL2.0 -Xclang -finclude-default-header numba_dppy/ocl/atomics/atomic_ops.cl -o numba_dppy/ocl/atomics/atomic_ops.bc
-llvm-spirv -o numba_dppy/ocl/atomics/atomic_ops.spir numba_dppy/ocl/atomics/atomic_ops.bc
-cp numba_dppy/ocl/atomics/atomic_ops.spir ${SP_DIR}/numba_dppy/ocl/atomics/
-
-# Build wheel package
-if [ "$CONDA_PY" == "36" ]; then
-    WHEELS_BUILD_ARGS="-p manylinux1_x86_64"
-else
-    WHEELS_BUILD_ARGS="-p manylinux2014_x86_64"
-fi
-if [ -n "${WHEELS_OUTPUT_FOLDER}" ]; then
-    $PYTHON setup.py bdist_wheel ${WHEELS_BUILD_ARGS}
-    cp dist/numba_dppy*.whl ${WHEELS_OUTPUT_FOLDER}
-fi
+${PYTHON} setup.py install --single-version-externally-managed --record=record.txt
diff --git a/setup.py b/setup.py
index 5ce0234bb8..990292e3b1 100644
--- a/setup.py
+++ b/setup.py
@@ -1,4 +1,9 @@
 import os
+import sys
+import setuptools.command.install as orig_install
+import setuptools.command.develop as orig_develop
+import subprocess
+import shutil
 from setuptools import Extension, find_packages, setup
 from Cython.Build import cythonize
 
@@ -6,6 +11,15 @@
 import sys
 
 
+IS_WIN = False
+IS_LIN = False
+
+if "linux" in sys.platform:
+    IS_LIN = True
+elif sys.platform in ["win32", "cygwin"]:
+    IS_WIN = True
+
+
 def get_ext_modules():
     ext_modules = []
 
@@ -46,6 +60,64 @@ def get_ext_modules():
         return ext_modules
 
 
+class install(orig_install.install):
+    def run(self):
+        super().run()
+        spirv_compile()
+
+
+class develop(orig_develop.develop):
+    def run(self):
+        super().run()
+        spirv_compile()
+
+
+def _get_cmdclass():
+    cmdclass = versioneer.get_cmdclass()
+    cmdclass["install"] = install
+    cmdclass["develop"] = develop
+    return cmdclass
+
+
+def spirv_compile():
+    if IS_LIN:
+        os.environ["CC"] = os.path.join(
+            os.environ.get("ONEAPI_ROOT"), "compiler/latest/linux", "bin/clang"
+        )
+    if IS_WIN:
+        os.environ["CC"] = os.path.join(
+            os.environ.get("ONEAPI_ROOT"), "compiler/latest/windows", "bin/clang.exe"
+        )
+    clang_args = [
+        os.environ.get("CC"),
+        "-flto",
+        "-target",
+        "spir64-unknown-unknown",
+        "-c",
+        "-x",
+        "cl",
+        "-emit-llvm",
+        "-cl-std=CL2.0",
+        "-Xclang",
+        "-finclude-default-header",
+        "numba_dppy/ocl/atomics/atomic_ops.cl",
+        "-o",
+        "numba_dppy/ocl/atomics/atomic_ops.bc",
+    ]
+    spirv_args = [
+        "llvm-spirv",
+        "-o",
+        "numba_dppy/ocl/atomics/atomic_ops.spir",
+        "numba_dppy/ocl/atomics/atomic_ops.bc",
+    ]
+    if IS_LIN:
+        subprocess.check_call(clang_args, stderr=subprocess.STDOUT, shell=False)
+        subprocess.check_call(spirv_args, stderr=subprocess.STDOUT, shell=False)
+    if IS_WIN:
+        subprocess.check_call(clang_args, stderr=subprocess.STDOUT, shell=True)
+        subprocess.check_call(spirv_args, stderr=subprocess.STDOUT, shell=True)
+
+
 packages = find_packages(include=["numba_dppy", "numba_dppy.*"])
 build_requires = ["cython"]
 install_requires = [
@@ -56,6 +128,7 @@ def get_ext_modules():
 metadata = dict(
     name="numba-dppy",
     version=versioneer.get_version(),
+    cmdclass=_get_cmdclass(),
     description="Numba extension for Intel CPU and GPU backend",
     url="https://github.com/IntelPython/numba-dppy",
     packages=packages,
@@ -75,7 +148,6 @@ def get_ext_modules():
         "Programming Language :: Python :: Implementation :: CPython",
         "Topic :: Software Development :: Compilers",
     ],
-    cmdclass=versioneer.get_cmdclass(),
     entry_points={
         "numba_extensions": [
             "init = numba_dppy.numpy_usm_shared:numba_register",