How do I extract a gallery image from databse?

You can use get_attachment_image():

$att_markup = wp_get_attachment_image( $attachment->ID, 'thumbnail' );

Or get_attachment_link():

$att_link = wp_get_attachment_link( $attachment->ID, 'thumbnail' );