If you are in acute financial distress and cannot continue to make the monthly payments on your VA home loan, then a short sale is probably your best option.
Eviction notice if served by the court can show up on credit reports. The credit reporting companies are constantly on the look out for public names that match the names in their database and in case of any eviction cases against any person, the same is noted on their credit report.