diff --git a/docker/Dockerfile b/docker/Dockerfile
index 6ae0c8498..3701f6d5a 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -42,7 +42,7 @@ RUN python3.6 -m pip install pip --upgrade
 RUN python3.6 -m pip install wheel
 RUN python3.6 -m venv /petastorm_venv3.6
 RUN /petastorm_venv3.6/bin/pip3.6 install --no-cache scikit-build
-RUN /petastorm_venv3.6/bin/pip3.6 install --no-cache -e /petastorm/[test,tf,torch,docs,opencv]
+RUN /petastorm_venv3.6/bin/pip3.6 install --no-cache -e /petastorm/[test,tf,torch,docs,opencv] --only-binary pyarrow --only-binary opencv-python
 RUN /petastorm_venv3.6/bin/pip3.6 uninstall -y petastorm
 
 # Set up Python3 environment
@@ -50,7 +50,7 @@ RUN python3.7 -m pip install pip --upgrade
 RUN python3.7 -m pip install wheel
 RUN python3.7 -m venv /petastorm_venv3.7
 RUN /petastorm_venv3.7/bin/pip3.7 install --no-cache scikit-build
-RUN /petastorm_venv3.7/bin/pip3.7 install --no-cache -e /petastorm/[test,tf,torch,docs,opencv]
+RUN /petastorm_venv3.7/bin/pip3.7 install --no-cache -e /petastorm/[test,tf,torch,docs,opencv] --only-binary pyarrow --only-binary opencv-python
 RUN /petastorm_venv3.7/bin/pip3.7 uninstall -y petastorm
 
 # Clean up