Not in PDF format, although if they click the link to view the invoice, the alternate row shading will be visible.
Instead of using zebra striping have you considered applying a faint grey line under each row;
Personally I think this looks cleaner and it's more print friendly.
.invoice-items-row td{
border-bottom: solid 1pt #ccc;
}