The incident took place when the woman was going along with her husband on bicycle and the accused, Pradeep, shot her dead, police said.
Pradeep had come out of the jail about two months back and was pressurising the woman to withdraw the rape case she had lodged against him, they said.
The body has been sent for post-mortem, police said.
Efforts are on to nab the accused, they added.