diff --git a/ci/scripts/conan_build.sh b/ci/scripts/conan_build.sh
index 0ea3fc29192dd..03e5cab8426c6 100755
--- a/ci/scripts/conan_build.sh
+++ b/ci/scripts/conan_build.sh
@@ -25,7 +25,6 @@ build_dir=${1}
 shift
 
 export ARROW_HOME=${source_dir}
-export CONAN_HOOK_ERROR_LEVEL=40
 
 conan_args=()
 conan_args+=(--build=missing)
@@ -67,6 +66,7 @@ fi
 
 version=$(grep '^set(ARROW_VERSION ' ${ARROW_HOME}/cpp/CMakeLists.txt | \
             grep -E -o '([0-9.]*)')
+conan_args+=(--version ${version})
 
 rm -rf ~/.conan/data/arrow/
 rm -rf ${build_dir}/conan || sudo rm -rf ${build_dir}/conan
@@ -78,4 +78,4 @@ else
   sudo chown -R $(id -u):$(id -g) ${build_dir}/conan/
 fi
 cd ${build_dir}/conan/all
-conan create . arrow/${version}@ "${conan_args[@]}" "$@"
+conan create . "${conan_args[@]}" "$@"
diff --git a/ci/scripts/conan_setup.sh b/ci/scripts/conan_setup.sh
index bc56ee296a234..d665ce5436b2b 100755
--- a/ci/scripts/conan_setup.sh
+++ b/ci/scripts/conan_setup.sh
@@ -19,5 +19,4 @@
 
 set -eux
 
-conan config install https://github.com/conan-io/hooks.git -sf hooks -tf hooks
-conan config set hooks.conan-center
+conan profile detect