diff --git a/core/postfix/Dockerfile b/core/postfix/Dockerfile
index f9285ebf..b048a15e 100644
--- a/core/postfix/Dockerfile
+++ b/core/postfix/Dockerfile
@@ -22,9 +22,9 @@ RUN apk add --no-cache --virtual .build-deps gcc musl-dev python3-dev \
 
 # Image specific layers under this line
 # Building pycares from source requires py3-wheel and libffi-dev packages
-RUN apk add --no-cache --virtual .build-deps gcc musl-dev python3-dev py3-wheel libffi-dev \
-  && pip3 install --no-binary :all: postfix-mta-sts-resolver==1.0.1 \
-  && apk del .build-deps
+RUN pip install --no-cache-dir --extra-index-url=https://www.piwheels.org/simple --only-binary=:all: postfix-mta-sts-resolver==1.0.1 || (apk add --no-cache --virtual .build-deps gcc musl-dev python3-dev py3-wheel libffi-dev \
+  && pip3 install postfix-mta-sts-resolver==1.0.1 \
+  && apk del .build-deps )
 
 RUN apk add --no-cache postfix postfix-pcre cyrus-sasl-login rsyslog logrotate
 
@@ -37,4 +37,4 @@ VOLUME ["/queue"]
 CMD /start.py
 
 HEALTHCHECK --start-period=350s CMD echo QUIT|nc localhost 25|grep "220 .* ESMTP Postfix"
-RUN echo $VERSION >> /version
\ No newline at end of file
+RUN echo $VERSION >> /version