Hi Harish,
Please also switch off duplicate check settings for business partner and contact person (if you are using duplicate check functionality).
We were also having the replication issues. When we switched off the duplicate check settings (as we are using duplicate check functionality), the performance was improved.
Hope this will be useful
Regards
DJ