I strictly store UTC time stamps inside time series files or databases, mainly to allow processing several time series together. Timezone information is kept with each time series file or item, so conversion to local time is always possible.
However, I also see local times stored in time series files and wondered if there are any good reasons to do anything different than UTC in a general universal database (for ad hoc single time series analysis local time is indeed reasonable).