diff --git a/.travis.yml b/.travis.yml
index b81db682..625c2f2e 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -18,3 +18,4 @@ env:
   - REPO_TYPE=conda
   - REPO_TYPE=venv
   - REPO_TYPE=julia
+  - REPO_TYPE=dockerfile
diff --git a/repo2docker/detectors.py b/repo2docker/detectors.py
index 7afabc38..f6fa2d65 100644
--- a/repo2docker/detectors.py
+++ b/repo2docker/detectors.py
@@ -677,6 +677,15 @@ class DockerBuildPack(BuildPack):
         with open('Dockerfile') as f:
             return f.read()
 
+    def build(self, image_spec):
+        client = docker.APIClient(version='auto', **docker.utils.kwargs_from_env())
+        for line in client.build(
+                path=os.getcwd(),
+                tag=image_spec,
+                decode=True
+        ):
+            yield line
+
 class LegacyBinderDockerBuildPack(BuildPack):
 
     name = 'Legacy Binder Dockerfile'
diff --git a/tests/dockerfile/jupyter-stack/Dockerfile b/tests/dockerfile/jupyter-stack/Dockerfile
new file mode 100644
index 00000000..a25b0cdb
--- /dev/null
+++ b/tests/dockerfile/jupyter-stack/Dockerfile
@@ -0,0 +1,4 @@
+FROM jupyter/base-notebook:b4dd11e16ae4
+
+RUN pip install there
+ADD verify verify
diff --git a/tests/dockerfile/jupyter-stack/verify b/tests/dockerfile/jupyter-stack/verify
new file mode 100755
index 00000000..71cd9c52
--- /dev/null
+++ b/tests/dockerfile/jupyter-stack/verify
@@ -0,0 +1,7 @@
+#!/usr/bin/env python
+import sys
+
+assert sys.version_info[:2] == (3, 6)
+
+import jupyter
+import there
diff --git a/tests/dockerfile/simple/Dockerfile b/tests/dockerfile/simple/Dockerfile
new file mode 100644
index 00000000..e8ab22db
--- /dev/null
+++ b/tests/dockerfile/simple/Dockerfile
@@ -0,0 +1,6 @@
+FROM alpine:3.5
+
+ENTRYPOINT "/bin/sh"
+
+ADD sayhi.sh /usr/local/bin/sayhi.sh
+ADD verify verify
diff --git a/tests/dockerfile/simple/sayhi.sh b/tests/dockerfile/simple/sayhi.sh
new file mode 100755
index 00000000..fae96a32
--- /dev/null
+++ b/tests/dockerfile/simple/sayhi.sh
@@ -0,0 +1,3 @@
+#!/bin/bash
+echo hi
+exit 0
diff --git a/tests/dockerfile/simple/verify b/tests/dockerfile/simple/verify
new file mode 100755
index 00000000..65d02e29
--- /dev/null
+++ b/tests/dockerfile/simple/verify
@@ -0,0 +1,3 @@
+#!/bin/sh
+set -e
+/usr/local/bin/sayhi.sh