diff --git a/Dockerfile b/Dockerfile
index 9f798888a..f42e5b95f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,26 +1,20 @@
-FROM fedora:26
+FROM redhat/ubi8
 
-RUN dnf -y groupinstall "Development tools" \
-    && dnf -y install python-devel python-tools python3-devel python3-tools sshpass which supervisor procps\
-    && dnf clean all \
-    && rm -rf /var/cache/dnf
+RUN dnf -yq install python39 make openssh-clients glibc-langpack-en &&\
+    dnf clean all &&\
+    python3 -m venv /opt/venv
 
-RUN pip install --no-cache-dir virtualenv
-RUN virtualenv -p python3 ~/venv
-# Create base directory
-RUN mkdir -p /app
+ENV PATH="/opt/venv/bin:${PATH}"
 
-# Setup dependencies
-COPY requirements.txt /app/requirements.txt
-RUN . ~/venv/bin/activate; pip install -r /app/requirements.txt gunicorn==20.0.4
+RUN pip install --upgrade pip
+
+WORKDIR /app
+COPY requirements.txt .
+RUN pip install -r requirements.txt
 
 # Create /etc/ssl/qpc
 RUN mkdir -p /etc/ssl/qpc/
-VOLUME /etc/ssl/qpc/
-COPY deploy/ssl/server.crt /etc/ssl/qpc/
-COPY deploy/ssl/server.csr /etc/ssl/qpc/
-COPY deploy/ssl/server.key /etc/ssl/qpc/
-
+COPY deploy/ssl/* /etc/ssl/qpc/
 
 # Create /deploy
 RUN mkdir -p /deploy
@@ -29,17 +23,10 @@ COPY deploy/docker_run.sh  /deploy
 COPY deploy/server_run.sh  /deploy
 COPY deploy/setup_user.py  /deploy
 
-# Config supervisor
-COPY deploy/supervisord.conf /etc/supervisor/conf.d/supervisord.conf
-
 # Create log directories
 RUN mkdir -p /var/log/supervisor/
 VOLUME /var/log
 
-# Create /sshkeys
-RUN mkdir -p /sshkeys
-VOLUME /sshkeys
-
 # Create /var/data
 RUN mkdir -p /var/data
 VOLUME /var/data
@@ -50,9 +37,7 @@ COPY quipucords/scanner/network/runner/roles/ /etc/ansible/roles/
 VOLUME /etc/ansible/roles/
 
 # Copy server code
-COPY . /app/
-WORKDIR /app
-VOLUME /app
+COPY . .
 
 # Set production environment
 ARG BUILD_COMMIT=master
@@ -68,10 +53,10 @@ ENV DJANGO_LOG_FILE=/var/log/app.log
 ENV QUIPUCORDS_LOGGING_LEVEL=INFO
 ENV LC_ALL=en_US.UTF-8
 ENV LANG=en_US.UTF-8
-ENV PYTHONHASHSEED=0
+ENV PYTHONPATH=/app/quipucords
 
 # Initialize database & Collect static files
-RUN . ~/venv/bin/activate;make server-static
+RUN make server-static
 RUN ls -lta /var/data
 
 WORKDIR /var/log
diff --git a/deploy/docker_run.sh b/deploy/docker_run.sh
index c9a08a67c..cb78111cf 100755
--- a/deploy/docker_run.sh
+++ b/deploy/docker_run.sh
@@ -1,10 +1,4 @@
 #!/usr/bin/env bash
 eval `ssh-agent -s`
 
-if [[ ${USE_SUPERVISORD,,} = "false" ]]; then
-    echo "Running without supervisord"
-    /deploy/server_run.sh >& /var/log/quipucords.log
-else
-    echo "Running with supervisord"
-    /usr/bin/supervisord -c /etc/supervisor/conf.d/supervisord.conf
-fi
+/deploy/server_run.sh 2>&1 | tee /var/log/quipucords.log
diff --git a/deploy/server_run.sh b/deploy/server_run.sh
index e4d941ee4..69eb4ebc3 100755
--- a/deploy/server_run.sh
+++ b/deploy/server_run.sh
@@ -1,11 +1,5 @@
 #!/usr/bin/env bash
 
-source ~/venv/bin/activate
-
 make server-migrate server-set-superuser -C /app
 
-if [[ ${USE_SUPERVISORD,,} = "false" ]]; then
-    cd /app/quipucords
-fi
-
-~/venv/bin/gunicorn quipucords.wsgi -c /deploy/gunicorn.conf.py
+gunicorn quipucords.wsgi -c /deploy/gunicorn.conf.py
diff --git a/requirements.txt b/requirements.txt
index 89efc1222..9a6634a26 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -10,4 +10,5 @@ PyYAML==5.4
 requests==2.25.1
 whitenoise==5.2.0
 psycopg2-binary==2.8.6
-ansible-runner==1.4.6
\ No newline at end of file
+ansible-runner==1.4.6
+gunicorn==20.0.4
\ No newline at end of file