diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 0d7ad2da1f..26c199f440 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -554,10 +554,10 @@ stages:
     # This should be fixed before pytest 9.1, when it becomes ineffective.
     - if pytest --version | grep -F "pytest 9.0" >/dev/null; then echo "filterwarnings = ignore::pytest.PytestRemovedIn9Warning" >> pytest.ini; fi
     - >
-      ("$PYTEST" --junit-xml="$CI_PROJECT_DIR"/junit.xml -n "$TEST_PARALLEL_JOBS" | tee pytest.out.txt) || RET=1
-    - git clone --depth 1 https://gitlab.isc.org/isc-projects/bind9-qa.git
+      ("$PYTEST" --junit-xml="$CI_PROJECT_DIR"/junit_pytest.xml -n "$TEST_PARALLEL_JOBS" | tee pytest.out.txt) || RET=1
+    - *git_clone_bind9-qa
     - >
-      "$PYTHON" bind9-qa/ci/postprocess_junit_files.py "$CI_PROJECT_DIR"/junit.xml --output "$CI_PROJECT_DIR"/junit.xml
+      "$PYTHON" bind9-qa/ci/postprocess_junit_files.py "$CI_PROJECT_DIR"/junit_pytest.xml --output "$CI_PROJECT_DIR"/junit.xml
     - (exit $RET)
     - '( ! grep -F "grep: warning:" pytest.out.txt )'
     - test "$CLEAN_BUILD_ARTIFACTS_ON_SUCCESS" -eq 0 || ( cd ../../.. && make clean >/dev/null 2>&1 )
@@ -591,10 +591,10 @@ stages:
     - cd "$CI_PROJECT_DIR"
     - *find_python
     - >
-      "$PYTHON" bin/tests/convert-trs-to-junit.py . > "$CI_PROJECT_DIR"/junit.xml
+      "$PYTHON" bin/tests/convert-trs-to-junit.py . > "$CI_PROJECT_DIR"/junit_system.xml
     - *git_clone_bind9-qa
     - >
-      "$PYTHON" bind9-qa/ci/postprocess_junit_files.py "$CI_PROJECT_DIR"/junit.xml --output "$CI_PROJECT_DIR"/junit.xml
+      "$PYTHON" bind9-qa/ci/postprocess_junit_files.py "$CI_PROJECT_DIR"/junit_system.xml --output "$CI_PROJECT_DIR"/junit.xml
     - (exit $RET)
   after_script:
     - cat bin/tests/system/test-suite.log || true
@@ -623,9 +623,9 @@ stages:
     - *find_python
     - *git_clone_bind9-qa
     - >
-      "$PYTHON" "$CI_PROJECT_DIR"/bin/tests/convert-trs-to-junit.py . > "$CI_PROJECT_DIR"/junit.xml
+      "$PYTHON" "$CI_PROJECT_DIR"/bin/tests/convert-trs-to-junit.py . > "$CI_PROJECT_DIR"/junit_unit.xml
     - >
-      "$PYTHON" bind9-qa/ci/postprocess_junit_files.py "$CI_PROJECT_DIR"/junit.xml --output "$CI_PROJECT_DIR"/junit.xml
+      "$PYTHON" bind9-qa/ci/postprocess_junit_files.py "$CI_PROJECT_DIR"/junit_unit.xml --output "$CI_PROJECT_DIR"/junit.xml
     - (exit $RET)
     - test "$CLEAN_BUILD_ARTIFACTS_ON_SUCCESS" -eq 0 || make clean >/dev/null 2>&1
   artifacts:
@@ -781,16 +781,32 @@ coccinelle:
 
 doctest:
   <<: *precheck_job
+  # This script needs to: 1) fail if the doctest fails, 2) fail if
+  # the junit.xml file is broken, 3) produce the junit.xml file even if
+  # the doctest fails.  Therefore, $RET is used to "cache" the
+  # result of running pytest as interrupting the script immediately when
+  # a doctest fails would make checking the contents of the junit.xml
+  # file impossible (GitLab Runner uses "set -o pipefail").
   script:
     - *configure
+    - *find_python
     - *find_pytest
     - export TOP_BUILDDIR=$(cat bin/tests/system/isctest/vars/.ac_vars/TOP_BUILDDIR)
     - cd bin/tests/system/isctest
+    - RET=0
     - >
-      "$PYTEST" --noconftest --doctest-modules
+      "$PYTEST" --noconftest --doctest-modules --junit-xml="$CI_PROJECT_DIR/junit_doctest.xml" || RET=1
+    - *git_clone_bind9-qa
+    - >
+      "$PYTHON" bind9-qa/ci/postprocess_junit_files.py "$CI_PROJECT_DIR/junit_doctest.xml" --output "$CI_PROJECT_DIR/junit.xml"
+    - (exit $RET)
   needs:
     - job: autoreconf
       artifacts: true
+  artifacts:
+    reports:
+      junit:
+        - junit.xml
 
 pylint:
   <<: *precheck_job
@@ -976,10 +992,10 @@ cross-version-config-tests:
     # file impossible (GitLab Runner uses "set -o pipefail").
     - RET=0
     - >
-      "$PYTEST" --setup-only --junit-xml="$CI_PROJECT_DIR"/junit.xml -n "${TEST_PARALLEL_JOBS:-1}" || RET=1
+      "$PYTEST" --setup-only --junit-xml="$CI_PROJECT_DIR"/junit_pytest.xml -n "${TEST_PARALLEL_JOBS:-1}" || RET=1
     - *git_clone_bind9-qa
     - >
-      "$PYTHON" bind9-qa/ci/postprocess_junit_files.py "$CI_PROJECT_DIR"/junit.xml --output "$CI_PROJECT_DIR"/junit.xml
+      "$PYTHON" bind9-qa/ci/postprocess_junit_files.py "$CI_PROJECT_DIR"/junit_pytest.xml --output "$CI_PROJECT_DIR"/junit.xml
     - (exit $RET)
   needs:
     - job: autoreconf