diff --git a/.travis.yml b/.travis.yml
index e114fd8..eac0d49 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -5,25 +5,27 @@ services:
 env:
   matrix:
     - ACTION=bandit
-      OS=fedora
-      OS_VERSION=29
+      OS=centos
+      OS_VERSION=7
       PYTHON_VERSION=2
+      ENGINE=docker
     - ACTION=bandit
       OS=fedora
-      OS_VERSION=29
+      OS_VERSION=31
       PYTHON_VERSION=3
+      ENGINE=docker
     - OS=centos
       OS_VERSION=7
       PYTHON_VERSION=2
+      ENGINE=docker
     - OS=fedora
-      OS_VERSION=29
-      PYTHON_VERSION=2
-    - OS=fedora
-      OS_VERSION=29
+      OS_VERSION=30
       PYTHON_VERSION=3
+      ENGINE=docker
     - OS=fedora
-      OS_VERSION=30
+      OS_VERSION=31
       PYTHON_VERSION=3
+      ENGINE=docker
 script:
  - pip install coveralls
  - ./test.sh
diff --git a/test.sh b/test.sh
index f1c1c22..9f7fd30 100755
--- a/test.sh
+++ b/test.sh
@@ -2,14 +2,16 @@
 set -eux
 
 # Prepare env vars
+ENGINE=${ENGINE:="podman"}
 OS=${OS:="centos"}
 OS_VERSION=${OS_VERSION:="7"}
 PYTHON_VERSION=${PYTHON_VERSION:="2"}
 ACTION=${ACTION:="test"}
 IMAGE="$OS:$OS_VERSION"
-docker_mounts="-v $PWD:$PWD:z"
+# Use arrays to prevent globbing and word splitting
+engine_mounts=(-v "$PWD":"$PWD":z)
 for dir in ${EXTRA_MOUNT:-}; do
-  docker_mounts="${docker_mounts} -v $dir:$dir:z"
+  engine_mounts=("${engine_mounts[@]}" -v "$dir":"$dir":z)
 done
 
 # Pull fedora images from registry.fedoraproject.org
@@ -19,7 +21,7 @@ fi
 
 
 CONTAINER_NAME="dockerfile-parse-$OS-$OS_VERSION-py$PYTHON_VERSION"
-RUN="docker exec -ti $CONTAINER_NAME"
+RUN="$ENGINE exec -ti $CONTAINER_NAME"
 if [[ $OS == "fedora" ]]; then
   PIP_PKG="python$PYTHON_VERSION-pip"
   PIP="pip$PYTHON_VERSION"
@@ -37,11 +39,11 @@ else
 fi
 
 # Create or resurrect container if needed
-if [[ $(docker ps -qa -f name=$CONTAINER_NAME | wc -l) -eq 0 ]]; then
-  docker run --name $CONTAINER_NAME -d $docker_mounts -w $PWD -ti $IMAGE sleep infinity
-elif [[ $(docker ps -q -f name=$CONTAINER_NAME | wc -l) -eq 0 ]]; then
+if [[ $($ENGINE ps -qa -f name="$CONTAINER_NAME" | wc -l) -eq 0 ]]; then
+  $ENGINE run --name "$CONTAINER_NAME" -d "${engine_mounts[@]}" -w "$PWD" -ti "$IMAGE" sleep infinity
+elif [[ $($ENGINE ps -q -f name="$CONTAINER_NAME" | wc -l) -eq 0 ]]; then
   echo found stopped existing container, restarting. volume mounts cannot be updated.
-  docker container start $CONTAINER_NAME
+  $ENGINE container start "$CONTAINER_NAME"
  fi
 
 # Install dependencies