diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 000000000..a1571bb83
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,5 @@
+add_emoji_gsub.pyc
+build
+waveflag
+
+.git/
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 000000000..799a420bd
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,17 @@
+FROM python:buster
+RUN apt update && apt install -y \
+    git \
+    zopfli \
+    libcairo2-dev
+
+# Install nototools
+RUN git clone https://github.com/googlefonts/nototools.git /nototools
+WORKDIR /nototools
+RUN pip install -r requirements.txt
+RUN pip install -e .
+
+ADD . /blobmoji
+WORKDIR /blobmoji
+
+# Build blobmoji font
+CMD make -j $(nproc)