Great question, Ericwoo:
RE: When I looked through the data, it showed that the person found us through search, was a new visitor, viewed only 1 page, was on the site for 00:00, and was 100% bounce rate.
The way that a visitor is measured in google is when a visitor lands on a page and then navigates a new page. The visit length on the original page is then calculated. As such, it seems like whatever this landing page was resulted in a bounce.
If I am understanding you correctly, the visit in question above never went anywhere, so I am wondering how a conversion was generated?
To further assist you, can you provide me with further details on how you tracked the conversion path to this particular landing page. Did look at that particular visit to the thank you page and segment by source and landing page?
"...using this: sages act out of constructs but they do not rely on them"