Having trouble getting PHP to parse files without a PHP extension in cPanel

While migrating servers, this code in .htaccess stopped working for me:
<Files filename>
SetHandler application/x-httpd-php
</Files>

After hours of searching (and mostly playing around), this fixed it:

<Files filename>
SetHandler application/x-httpd-ea-php56
</Files>