diff --git a/ci/scripts/python_wheel_unix_test.sh b/ci/scripts/python_wheel_unix_test.sh
index 3cc72fd9be..ffc345a0d4 100755
--- a/ci/scripts/python_wheel_unix_test.sh
+++ b/ci/scripts/python_wheel_unix_test.sh
@@ -35,8 +35,10 @@ echo "=== (${PYTHON_VERSION}) Installing wheels ==="
 for component in ${COMPONENTS}; do
     if [[ "${component}" = "adbc_driver_manager" ]]; then
         PYTHON_TAG=cp$(python -c "import sysconfig; print(sysconfig.get_python_version().replace('.', ''))")
+        # We only want cp313-cp313 and not cp313-cp313t (for example)
+        PYTHON_TAG="${PYTHON_TAG}-${PYTHON_TAG}"
     else
-        PYTHON_TAG=py3
+        PYTHON_TAG=py3-none
     fi
 
     if [[ -d ${source_dir}/python/${component}/repaired_wheels/ ]]; then
diff --git a/python/adbc_driver_manager/pyproject.toml b/python/adbc_driver_manager/pyproject.toml
index ba0f2ce9a4..ac365a0118 100644
--- a/python/adbc_driver_manager/pyproject.toml
+++ b/python/adbc_driver_manager/pyproject.toml
@@ -37,6 +37,9 @@ repository = "https://github.com/apache/arrow-adbc"
 requires = ["Cython", "setuptools >= 61.0.0"]
 build-backend = "setuptools.build_meta"
 
+[tool.cibuildwheel]
+enable = ["cpython-freethreading"]
+
 [tool.pytest.ini_options]
 markers = [
     "duckdb: tests that require DuckDB",