diff --git a/dev/tasks/python-wheels/osx-build.sh b/dev/tasks/python-wheels/osx-build.sh
index e6bd6159de9..176b8b3ce5a 100755
--- a/dev/tasks/python-wheels/osx-build.sh
+++ b/dev/tasks/python-wheels/osx-build.sh
@@ -71,6 +71,7 @@ function build_wheel {
           -DARROW_GRPC_USE_SHARED=OFF \
           -DARROW_HDFS=ON \
           -DARROW_JEMALLOC=ON \
+          -DARROW_MIMALLOC=ON \
           -DARROW_OPENSSL_USE_SHARED=OFF \
           -DARROW_ORC=OFF \
           -DARROW_PARQUET=ON \
diff --git a/dev/tasks/tasks.yml b/dev/tasks/tasks.yml
index f19e0a483be..c88fb2a4a8f 100644
--- a/dev/tasks/tasks.yml
+++ b/dev/tasks/tasks.yml
@@ -27,6 +27,9 @@ groups:
   wheel:
     - wheel-*
 
+  wheel-manylinux:
+    - wheel-manylinux*
+
   linux:
     - debian-*
     - ubuntu-*
diff --git a/python/manylinux201x/build_arrow.sh b/python/manylinux201x/build_arrow.sh
index d87d2563855..8d32e17f8e9 100755
--- a/python/manylinux201x/build_arrow.sh
+++ b/python/manylinux201x/build_arrow.sh
@@ -103,6 +103,7 @@ PATH="${CPYTHON_PATH}/bin:${PATH}" cmake \
     -DARROW_GANDIVA=${BUILD_ARROW_GANDIVA} \
     -DARROW_HDFS=ON \
     -DARROW_JEMALLOC=ON \
+    -DARROW_MIMALLOC=ON \
     -DARROW_ORC=OFF \
     -DARROW_PACKAGE_KIND=${manylinux_kind} \
     -DARROW_PARQUET=ON \