I tried both these options but didn't work.

my $toDate = localtime->strftime('%Y-%m-%d_%H%M%S');

my $toDate = localtime->strftime('%Y-%m-%d_%H_%M_%S');

glob returns full path so $archiveFileName will include the directory.

my $archiveFileName = $file."_".$toDate.".txt";

and in the copy here you are adding the archive directory on to it

print "copy $file, $archiveFileName\n";
copy ($file, "C:\\data\\app\\AppSpecific1\\Archive\\".$archiveFileName
+) or die "Copy failed: $!";
[download]

It might be easier to use readdir. For example

#!perl
use strict;
use warnings;
use Time::Piece;
use File::Copy;

my $toDate = localtime->strftime('%Y-%m-%d_%H%M%S');
my $dir        = 'C:/data/app/AppSpecific1/In';
my $archiveDir = 'C:/data/app/AppSpecific1/archive';

opendir (my $dh, $dir) 
  or die "Can't opendir $dir: $!";

while (my $file = readdir $dh) {
  next unless $file =~ /^test/; # filter as reqd
  my $srcFile = "$dir/$file";
  next unless -f $srcFile;
  my $destFile = $archiveDir.'/'.$toDate.'_'.$file;
  print "copy $srcFile, $destFile\n";
  copy ( $srcFile, $destFile) 
    or die "Copy failed '$srcFile' to '$destFile' : $!";
}

closedir $dh;
[download]

Using the same variable in the print and the copy wil help debugging

poj

Space is a valid character in windows long filenames, but names containing spaces often require special quoting. I would at least consider using a regex to modify your time stamp to satisfy your requirements without violating window's constraints.
Bill