Thanks for the response. We went on similar lines and were able to fix the issue by increasing timeout using the code below (so others can benefit)
# file /opt/bitnami/apache2/conf/httpd.conf
<IfModule reqtimeout_module>
RequestReadTimeout header=20-40,MinRate=500 body=20-60,MinRate=500
</IfModule>
