diff --git a/.github/actions/build_pandas/action.yml b/.github/actions/build_pandas/action.yml
index 23bb988ef4d73..bc9bbb82fea06 100644
--- a/.github/actions/build_pandas/action.yml
+++ b/.github/actions/build_pandas/action.yml
@@ -16,7 +16,4 @@ runs:
         python -m pip install -e . --no-build-isolation --no-use-pep517 --no-index
       shell: bash -el {0}
       env:
-        # Cannot use parallel compilation on Windows, see https://github.com/pandas-dev/pandas/issues/30873
-        # GH 47305: Parallel build causes flaky ImportError: /home/runner/work/pandas/pandas/pandas/_libs/tslibs/timestamps.cpython-38-x86_64-linux-gnu.so: undefined symbol: pandas_datetime_to_datetimestruct
-        N_JOBS: 1
-        #N_JOBS: ${{ runner.os == 'Windows' && 1 || 2 }}
+        N_JOBS: 4
diff --git a/setup.py b/setup.py
index 12e8aa36c3794..a0fb42cb53361 100755
--- a/setup.py
+++ b/setup.py
@@ -13,7 +13,10 @@
 import platform
 import shutil
 import sys
-from sysconfig import get_config_vars
+from sysconfig import (
+    get_config_vars,
+    get_path,
+)
 
 import numpy
 from pkg_resources import parse_version
@@ -102,6 +105,7 @@ def build_extensions(self):
         if _CYTHON_INSTALLED:
             self.render_templates(_pxifiles)
 
+        self.run_command("build_clib")
         super().build_extensions()
 
 
@@ -437,6 +441,31 @@ def srcpath(name=None, suffix=".pyx", subdir="src"):
     "pandas/_libs/tslibs/src/datetime/np_datetime_strings.h",
 ]
 
+internal_libraries = [
+    [
+        "np_datetime",
+        {
+            "sources": [
+                "pandas/_libs/tslibs/src/datetime/np_datetime.c",
+                "pandas/_libs/tslibs/src/datetime/np_datetime_strings.c",
+            ],
+            "include_dirs": [
+                "pandas/_libs/tslibs/src/datetime",
+                get_path("include"),
+                numpy.get_include(),
+            ],
+        },
+    ],
+    [
+        "tokenizer",
+        {
+            "sources": ["pandas/_libs/src/parser/tokenizer.c"],
+            "depends": ["pandas/_libs/src/parser/tokenizer.h"],
+            "include_dirs": [get_path("include")] + klib_include,
+        },
+    ],
+]
+
 ext_data = {
     "_libs.algos": {
         "pyxfile": "_libs/algos",
@@ -471,7 +500,6 @@ def srcpath(name=None, suffix=".pyx", subdir="src"):
         "pyxfile": "_libs/lib",
         "depends": lib_depends + tseries_depends,
         "include": klib_include,  # due to tokenizer import
-        "sources": ["pandas/_libs/src/parser/tokenizer.c"],
     },
     "_libs.missing": {"pyxfile": "_libs/missing", "depends": tseries_depends},
     "_libs.parsers": {
@@ -481,8 +509,8 @@ def srcpath(name=None, suffix=".pyx", subdir="src"):
             "pandas/_libs/src/parser/tokenizer.h",
             "pandas/_libs/src/parser/io.h",
         ],
+        "libraries": ["tokenizer"],
         "sources": [
-            "pandas/_libs/src/parser/tokenizer.c",
             "pandas/_libs/src/parser/io.c",
         ],
     },
@@ -503,37 +531,35 @@ def srcpath(name=None, suffix=".pyx", subdir="src"):
     "_libs.tslibs.conversion": {
         "pyxfile": "_libs/tslibs/conversion",
         "depends": tseries_depends,
-        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
+        "libraries": ["np_datetime"],
     },
     "_libs.tslibs.fields": {
         "pyxfile": "_libs/tslibs/fields",
         "depends": tseries_depends,
-        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
+        "libraries": ["np_datetime"],
     },
     "_libs.tslibs.nattype": {"pyxfile": "_libs/tslibs/nattype"},
     "_libs.tslibs.np_datetime": {
         "pyxfile": "_libs/tslibs/np_datetime",
         "depends": tseries_depends,
-        "sources": [
-            "pandas/_libs/tslibs/src/datetime/np_datetime.c",
-            "pandas/_libs/tslibs/src/datetime/np_datetime_strings.c",
-        ],
+        "libraries": ["np_datetime"],
     },
     "_libs.tslibs.offsets": {
         "pyxfile": "_libs/tslibs/offsets",
         "depends": tseries_depends,
-        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
+        "libraries": ["np_datetime"],
+        #        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
     },
     "_libs.tslibs.parsing": {
         "pyxfile": "_libs/tslibs/parsing",
         "include": klib_include,
         "depends": ["pandas/_libs/src/parser/tokenizer.h"],
-        "sources": ["pandas/_libs/src/parser/tokenizer.c"],
+        "libraries": ["tokenizer"],
     },
     "_libs.tslibs.period": {
         "pyxfile": "_libs/tslibs/period",
         "depends": tseries_depends,
-        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
+        "libraries": ["np_datetime"],
     },
     "_libs.tslibs.strptime": {
         "pyxfile": "_libs/tslibs/strptime",
@@ -542,23 +568,25 @@ def srcpath(name=None, suffix=".pyx", subdir="src"):
     "_libs.tslibs.timedeltas": {
         "pyxfile": "_libs/tslibs/timedeltas",
         "depends": tseries_depends,
-        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
+        "libraries": ["np_datetime"],
     },
     "_libs.tslibs.timestamps": {
         "pyxfile": "_libs/tslibs/timestamps",
         "depends": tseries_depends,
-        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
+        "libraries": ["np_datetime"],
     },
     "_libs.tslibs.timezones": {"pyxfile": "_libs/tslibs/timezones"},
     "_libs.tslibs.tzconversion": {
         "pyxfile": "_libs/tslibs/tzconversion",
         "depends": tseries_depends,
-        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
+        "libraries": ["np_datetime"],
+        #        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
     },
     "_libs.tslibs.vectorized": {
         "pyxfile": "_libs/tslibs/vectorized",
         "depends": tseries_depends,
-        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
+        "libraries": ["np_datetime"],
+        #        "sources": ["pandas/_libs/tslibs/src/datetime/np_datetime.c"],
     },
     "_libs.testing": {"pyxfile": "_libs/testing"},
     "_libs.window.aggregations": {
@@ -601,6 +629,7 @@ def srcpath(name=None, suffix=".pyx", subdir="src"):
         depends=data.get("depends", []),
         include_dirs=include,
         language=data.get("language", "c"),
+        libraries=data.get("libraries", []),
         define_macros=data.get("macros", macros),
         extra_compile_args=extra_compile_args,
         extra_link_args=extra_link_args,
@@ -634,17 +663,14 @@ def srcpath(name=None, suffix=".pyx", subdir="src"):
             "pandas/_libs/src/ujson/lib/ultrajsonenc.c",
             "pandas/_libs/src/ujson/lib/ultrajsondec.c",
         ]
-        + [
-            "pandas/_libs/tslibs/src/datetime/np_datetime.c",
-            "pandas/_libs/tslibs/src/datetime/np_datetime_strings.c",
-        ]
     ),
     include_dirs=[
         "pandas/_libs/src/ujson/python",
         "pandas/_libs/src/ujson/lib",
-        "pandas/_libs/src/datetime",
+        "pandas/_libs/tslibs/src/datetime",
         numpy.get_include(),
     ],
+    libraries=["np_datetime"],
     extra_compile_args=(["-D_GNU_SOURCE"] + extra_compile_args),
     extra_link_args=extra_link_args,
     define_macros=macros,
@@ -662,5 +688,6 @@ def srcpath(name=None, suffix=".pyx", subdir="src"):
     setup(
         version=versioneer.get_version(),
         ext_modules=maybe_cythonize(extensions, compiler_directives=directives),
+        libraries=internal_libraries,
         cmdclass=cmdclass,
     )