diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index f65bdefe19cf5328bdcf8186baca218feded6cb4..1b4fc3ee859290b41973290b2e465a89e6cb4c1a 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -1,3 +1,18 @@
+Python 2.6:
+  script:
+  - py_version=2.6
+  - curl -L -O -k https://gitlab.tiker.net/inducer/ci-support/raw/master/build-and-test-py-project.sh
+  - export REQUIREMENTS_TXT=requirements.dev.txt
+  - ". ./build-and-test-py-project.sh"
+  tags:
+  - python2.6
+  - linux
+  except:
+  - tags
+  artifacts:
+    reports:
+      junit: test/pytest.xml
+
 Python 2.7:
   script:
   - py_version=2.7
@@ -9,6 +24,9 @@ Python 2.7:
   - linux
   except:
   - tags
+  artifacts:
+    reports:
+      junit: test/pytest.xml
 
 Python 3.5:
   script:
@@ -21,6 +39,9 @@ Python 3.5:
   - linux
   except:
   - tags
+  artifacts:
+    reports:
+      junit: test/pytest.xml
 
 Python 3.6:
   script:
@@ -33,18 +54,24 @@ Python 3.6:
   - linux
   except:
   - tags
+  artifacts:
+    reports:
+      junit: test/pytest.xml
 
-Python 2.6:
+Python 3.7:
   script:
-  - py_version=2.6
+  - py_version=3.7
   - curl -L -O -k https://gitlab.tiker.net/inducer/ci-support/raw/master/build-and-test-py-project.sh
   - export REQUIREMENTS_TXT=requirements.dev.txt
   - ". ./build-and-test-py-project.sh"
   tags:
-  - python2.6
+  - python3.7
   - linux
   except:
   - tags
+  artifacts:
+    reports:
+      junit: test/pytest.xml
 
 Flake8:
   script: