diff --git a/ci/scripts/python_wheel_macos_build.sh b/ci/scripts/python_wheel_macos_build.sh
index 7a021f7..93e4939 100755
--- a/ci/scripts/python_wheel_macos_build.sh
+++ b/ci/scripts/python_wheel_macos_build.sh
@@ -75,7 +75,7 @@
     -DARROW_JEMALLOC=${ARROW_JEMALLOC} \
     -DARROW_MIMALLOC=${ARROW_MIMALLOC} \
     -DARROW_ORC=${ARROW_ORC} \
-    -DARROW_PACKAGE_KIND="manylinux${MANYLINUX_VERSION}" \
+    -DARROW_PACKAGE_KIND="python-wheel-macos" \
     -DARROW_PARQUET=${ARROW_PARQUET} \
     -DARROW_PLASMA=${ARROW_PLASMA} \
     -DARROW_PYTHON=ON \
diff --git a/ci/scripts/python_wheel_manylinux_build.sh b/ci/scripts/python_wheel_manylinux_build.sh
index 83aa623..312e1c3 100755
--- a/ci/scripts/python_wheel_manylinux_build.sh
+++ b/ci/scripts/python_wheel_manylinux_build.sh
@@ -87,7 +87,7 @@
     -DARROW_JEMALLOC=${ARROW_JEMALLOC} \
     -DARROW_MIMALLOC=${ARROW_MIMALLOC} \
     -DARROW_ORC=${ARROW_ORC} \
-    -DARROW_PACKAGE_KIND="manylinux${MANYLINUX_VERSION}" \
+    -DARROW_PACKAGE_KIND="python-wheel-manylinux${MANYLINUX_VERSION}" \
     -DARROW_PARQUET=${ARROW_PARQUET} \
     -DARROW_PLASMA=${ARROW_PLASMA} \
     -DARROW_PYTHON=ON \
diff --git a/ci/scripts/python_wheel_windows_build.bat b/ci/scripts/python_wheel_windows_build.bat
index 18c1b65..23be7f5 100644
--- a/ci/scripts/python_wheel_windows_build.bat
+++ b/ci/scripts/python_wheel_windows_build.bat
@@ -64,7 +64,7 @@
     -DARROW_HDFS=%ARROW_HDFS% ^
     -DARROW_MIMALLOC=%ARROW_MIMALLOC% ^
     -DARROW_ORC=%ARROW_ORC% ^
-    -DARROW_PACKAGE_KIND="wheel-windows" ^
+    -DARROW_PACKAGE_KIND="python-wheel-windows" ^
     -DARROW_PARQUET=%ARROW_PARQUET% ^
     -DARROW_PYTHON=ON ^
     -DARROW_S3=%ARROW_S3% ^