Questionnaires - a questionnaire that produces low test-retest reliability may need some items to be deselected or rewritten.
The researcher may replace some open questions (which can be misinterpreted) with closed, fixed choice alternatives which may be less ambiguous.
Interviews - improved training.
The best way of ensuring reliability in an interview is to use the same interviewer each time.
If this is not possible, all interviewers must be trained (e.g. so they avoid questions that are leading or ambiguous).