How to identify records deleted in APO live cache while loading into ODS

I am doing FULL load of data everday for APO DP from APO live cache into a ODS. Users at time delete some data from DP planning area. This subsequently needs to get deleted from the ODS.
How can I identify records that were deleted by the user and mark them as deleted in the ODS?
Note that the extractor only returns records that exist currently in the Live Cache.
Thanks for your help.

Hi Jr,
   I need your help again to fix the below problem please.
   I have a query on Infoset with two ODS and linked with  BillingDoc which exists in both ODS.
   Sales Doc & Billing Doc Fields are in ODS1 and  Billing Doc & Amount are in ODS2.
  If matching BillingDoc is found in ODS2 then report should have Combined data (Sales Doc, Billing Doc & Amount), otherwise just Sales Doc & Billing Doc from ODS1 only. 
Tried Inner Join and it gets only matching records. 
Left Outer join with ODS1 on left side or Right side doesn't get the requested report.
I found in SDN that with Left Inner join we could get all data from ODS1 and Matching data from ODS2.
How could I get my requested data, PLEASE ?
Thanks,
Venkat.

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