I Have the same problem.

I made the following test:

- Created a Log Shipping into a database BILLING

- Inserted 4 rows in a table BILLING_REP

- The Log Shipping worked well

- Deleted the 4 rows from the same table

- The Log Shipping stops working

Already redid the job several times and got the same result.