diff --git a/requirements-dev.in b/requirements-dev.in
index 7ed7126..a5cf130 100644
--- a/requirements-dev.in
+++ b/requirements-dev.in
@@ -7,6 +7,7 @@ isort
 pydocstyle
 pytest
 pytest-django
+pytest-rerunfailures
 selenium
 sphinx
 sphinxcontrib-spelling
diff --git a/requirements-dev.txt b/requirements-dev.txt
index 24cb9fa..96d1f68 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -24,6 +24,7 @@ pyflakes==1.5.0 # via flake8
 pygments==2.2.0 # via sphinx
 pytest-django==3.1.2
 pytest==3.0.7
+pytest-rerunfailures==2.1.0
 pytz==2017.2 # via babel
 redis==2.10.5             # via django-redis
 selenium==3.3.3
diff --git a/tox.ini b/tox.ini
index 9d7d739..589aa41 100644
--- a/tox.ini
+++ b/tox.ini
@@ -14,6 +14,7 @@ commands=
     coverage run --source=django_select2 -m 'pytest' \
         --basetemp={envtmpdir} \
         --ignore=.tox \
+        --reruns 3 \
         {posargs}
 
 [testenv:qa]