diff --git a/ci/scripts/build.sh b/ci/scripts/build.sh
index 253ee5893d..118d6a4785 100755
--- a/ci/scripts/build.sh
+++ b/ci/scripts/build.sh
@@ -89,6 +89,7 @@ CMAKE_CMD="cmake \
 -DBUILD_UNIT_TEST=${BUILD_UNITTEST} \
 -DBUILD_COVERAGE=${BUILD_COVERAGE} \
 -DUSE_JFROG_CACHE=${USE_JFROG_CACHE} \
+-DARROW_SOURCE=AUTO \
 ${MILVUS_CORE_DIR}"
 echo ${CMAKE_CMD}
 ${CMAKE_CMD}
diff --git a/ci/travis/install_dependency.sh b/ci/travis/install_dependency.sh
index 54e2f41ab5..627da9e38a 100755
--- a/ci/travis/install_dependency.sh
+++ b/ci/travis/install_dependency.sh
@@ -9,6 +9,13 @@ sudo apt-key add /tmp/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2019.PUB
 echo "deb https://apt.repos.intel.com/mkl all main" | \
   sudo tee /etc/apt/sources.list.d/intel-mkl.list
 
+sudo wget -O /usr/share/keyrings/apache-arrow-keyring.gpg https://dl.bintray.com/apache/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-keyring.gpg
+
+sudo tee /etc/apt/sources.list.d/apache-arrow.list <<APT_LINE
+deb [arch=amd64 signed-by=/usr/share/keyrings/apache-arrow-keyring.gpg] https://dl.bintray.com/apache/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/ $(lsb_release --codename --short) main
+deb-src [signed-by=/usr/share/keyrings/apache-arrow-keyring.gpg] https://dl.bintray.com/apache/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/ $(lsb_release --codename --short) main
+APT_LINE
+
 sudo apt-get update -qq
 
 sudo apt-get install -y -q --no-install-recommends \
@@ -20,6 +27,7 @@ sudo apt-get install -y -q --no-install-recommends \
   automake \
   ccache \
   pkg-config \
+  libarrow-dev \
   libboost-filesystem-dev \
   libboost-system-dev \
   libboost-regex-dev \