Flew AKL-PEK-HEL return last year with AKL-PEK being on NZ and PEK-HEL on AY.
Bags were checked right through in both directions. I had to get a boarding pass at the respective transfer desks in PEK on outbound and inbound legs - that was the only issue. Otherwise no problems.