diff --git a/meta-refkit-extra/conf/distro/include/refkit-extra.conf b/meta-refkit-extra/conf/distro/include/refkit-extra.conf
index 54fe5f72a5..81393c0f0b 100644
--- a/meta-refkit-extra/conf/distro/include/refkit-extra.conf
+++ b/meta-refkit-extra/conf/distro/include/refkit-extra.conf
@@ -4,3 +4,6 @@ SUPPORTED_RECIPES_append = " \
      ${META_REFKIT_EXTRA_BASE}/conf/distro/include/refkit-extra-supported-recipes.txt \
 "
 SUPPORTED_RECIPES[refkit-extra-supported-recipes.txt] = "extra"
+
+# Caffe needs Boost Python 3 bindings. Enable them in Boost.
+PACKAGECONFIG_append_pn-boost = " python"
diff --git a/meta-refkit-extra/recipes-convnet/boost/boost_%.bbappend b/meta-refkit-extra/recipes-convnet/boost/boost_%.bbappend
deleted file mode 100644
index af6cc8b5eb..0000000000
--- a/meta-refkit-extra/recipes-convnet/boost/boost_%.bbappend
+++ /dev/null
@@ -1 +0,0 @@
-PACKAGECONFIG += "python"