diff --git a/.github/workflows/linux-build.yml b/.github/workflows/linux-build.yml
index abd60e07fc2d..3f5e7a72909f 100644
--- a/.github/workflows/linux-build.yml
+++ b/.github/workflows/linux-build.yml
@@ -62,7 +62,7 @@ jobs:
       Protobuf_SOURCE: BUNDLED # can be removed after #10134 is merged
       simdjson_SOURCE: BUNDLED
       xsimd_SOURCE: BUNDLED
-      Arrow_SOURCE: BUNDLED
+      Arrow_SOURCE: AUTO
       CUDA_VERSION: "12.4"
     steps:
       - uses: actions/checkout@v4
diff --git a/CMake/FindArrow.cmake b/CMake/FindArrow.cmake
index 2e280757f950..322edbacdf81 100644
--- a/CMake/FindArrow.cmake
+++ b/CMake/FindArrow.cmake
@@ -16,11 +16,18 @@ find_library(ARROW_LIB libarrow.a)
 find_library(PARQUET_LIB libparquet.a)
 find_library(ARROW_TESTING_LIB libarrow_testing.a)
 if("${ARROW_LIB}" STREQUAL "ARROW_LIB-NOTFOUND"
-   # OR "${PARQUET_LIB}" STREQUAL "PARQUET_LIB-NOTFOUND"
    OR "${ARROW_TESTING_LIB}" STREQUAL "ARROW_TESTING_LIB-NOTFOUND")
   set(Arrow_FOUND false)
   return()
 endif()
+find_package(Thrift)
+if(NOT Thrift_FOUND)
+  # Requires building arrow from source with thrift bundled.
+  set(Arrow_FOUND false)
+  return()
+endif()
+add_library(thrift ALIAS thrift::thrift)
+
 set(Arrow_FOUND true)
 
 add_library(arrow STATIC IMPORTED GLOBAL)
@@ -31,7 +38,8 @@ find_path(ARROW_INCLUDE_PATH arrow/api.h)
 set_target_properties(
   arrow arrow_testing parquet PROPERTIES INTERFACE_INCLUDE_DIRECTORIES
                                          ${ARROW_INCLUDE_PATH})
-set_target_properties(arrow PROPERTIES IMPORTED_LOCATION ${ARROW_LIB})
+set_target_properties(arrow PROPERTIES IMPORTED_LOCATION ${ARROW_LIB}
+                                       INTERFACE_LINK_LIBRARIES thrift)
 set_target_properties(parquet PROPERTIES IMPORTED_LOCATION ${PARQUET_LIB})
 set_target_properties(arrow_testing PROPERTIES IMPORTED_LOCATION
                                                ${ARROW_TESTING_LIB})
diff --git a/scripts/setup-centos9.sh b/scripts/setup-centos9.sh
index 487dadba8af9..965e29a57c97 100755
--- a/scripts/setup-centos9.sh
+++ b/scripts/setup-centos9.sh
@@ -191,23 +191,29 @@ ARROW_VERSION=15.0.0
 
 function install_arrow {
   wget_and_untar https://archive.apache.org/dist/arrow/arrow-${ARROW_VERSION}/apache-arrow-${ARROW_VERSION}.tar.gz arrow
-  cd arrow/cpp
-  cmake_install \
-    -DARROW_PARQUET=OFF \
-    -DARROW_WITH_THRIFT=ON \
-    -DARROW_WITH_LZ4=ON \
-    -DARROW_WITH_SNAPPY=ON \
-    -DARROW_WITH_ZLIB=ON \
-    -DARROW_WITH_ZSTD=ON \
-    -DARROW_JEMALLOC=OFF \
-    -DARROW_SIMD_LEVEL=NONE \
-    -DARROW_RUNTIME_SIMD_LEVEL=NONE \
-    -DARROW_WITH_UTF8PROC=OFF \
-    -DARROW_TESTING=ON \
-    -DCMAKE_INSTALL_PREFIX=/usr/local \
-    -DCMAKE_BUILD_TYPE=Release \
-    -DARROW_BUILD_STATIC=ON \
-    -DThrift_SOURCE=BUNDLED
+  (
+    cd arrow/cpp
+    cmake_install \
+      -DARROW_PARQUET=OFF \
+      -DARROW_WITH_THRIFT=ON \
+      -DARROW_WITH_LZ4=ON \
+      -DARROW_WITH_SNAPPY=ON \
+      -DARROW_WITH_ZLIB=ON \
+      -DARROW_WITH_ZSTD=ON \
+      -DARROW_JEMALLOC=OFF \
+      -DARROW_SIMD_LEVEL=NONE \
+      -DARROW_RUNTIME_SIMD_LEVEL=NONE \
+      -DARROW_WITH_UTF8PROC=OFF \
+      -DARROW_TESTING=ON \
+      -DCMAKE_INSTALL_PREFIX=/usr/local \
+      -DCMAKE_BUILD_TYPE=Release \
+      -DARROW_BUILD_STATIC=ON \
+      -DThrift_SOURCE=BUNDLED
+
+    # Install thrift.
+    cd _build/thrift_ep-prefix/src/thrift_ep-build
+    cmake --install ./ --prefix /usr/local/
+  )
 }
 
 function install_cuda {
diff --git a/scripts/setup-ubuntu.sh b/scripts/setup-ubuntu.sh
index e765958038bb..bd4f60196058 100755
--- a/scripts/setup-ubuntu.sh
+++ b/scripts/setup-ubuntu.sh
@@ -83,7 +83,6 @@ function install_velox_deps_from_apt {
     libre2-dev \
     libsnappy-dev \
     libsodium-dev \
-    libthrift-dev \
     liblzo2-dev \
     libelf-dev \
     libdwarf-dev \
@@ -161,23 +160,29 @@ ARROW_VERSION=15.0.0
 
 function install_arrow {
   wget_and_untar https://archive.apache.org/dist/arrow/arrow-${ARROW_VERSION}/apache-arrow-${ARROW_VERSION}.tar.gz arrow
-  cd arrow/cpp
-  cmake_install \
-    -DARROW_PARQUET=OFF \
-    -DARROW_WITH_THRIFT=ON \
-    -DARROW_WITH_LZ4=ON \
-    -DARROW_WITH_SNAPPY=ON \
-    -DARROW_WITH_ZLIB=ON \
-    -DARROW_WITH_ZSTD=ON \
-    -DARROW_JEMALLOC=OFF \
-    -DARROW_SIMD_LEVEL=NONE \
-    -DARROW_RUNTIME_SIMD_LEVEL=NONE \
-    -DARROW_WITH_UTF8PROC=OFF \
-    -DARROW_TESTING=ON \
-    -DCMAKE_INSTALL_PREFIX=/usr/local \
-    -DCMAKE_BUILD_TYPE=Release \
-    -DARROW_BUILD_STATIC=ON \
-    -DThrift_SOURCE=BUNDLED
+  (
+    cd arrow/cpp
+    cmake_install \
+      -DARROW_PARQUET=OFF \
+      -DARROW_WITH_THRIFT=ON \
+      -DARROW_WITH_LZ4=ON \
+      -DARROW_WITH_SNAPPY=ON \
+      -DARROW_WITH_ZLIB=ON \
+      -DARROW_WITH_ZSTD=ON \
+      -DARROW_JEMALLOC=OFF \
+      -DARROW_SIMD_LEVEL=NONE \
+      -DARROW_RUNTIME_SIMD_LEVEL=NONE \
+      -DARROW_WITH_UTF8PROC=OFF \
+      -DARROW_TESTING=ON \
+      -DCMAKE_INSTALL_PREFIX=/usr/local \
+      -DCMAKE_BUILD_TYPE=Release \
+      -DARROW_BUILD_STATIC=ON \
+      -DThrift_SOURCE=BUNDLED
+
+    # Install thrift.
+    cd _build/thrift_ep-prefix/src/thrift_ep-build
+    $SUDO cmake --install ./ --prefix /usr/local/
+  )
 }
 
 function install_cuda {