  IceCube has detected a cumulative flux of PeV neutrinos, which origin is
unknown. Blazars, active galactic nuclei with relativistic jets pointing to us,
are long and widely expected to be one of the strong candidates of high energy
neutrino sources. The neutrino production depends strongly on the cosmic ray
power of blazar jets, which is largely unknown. The recent null results in
stacking searches of neutrinos for several blazar samples by IceCube put upper
limits on the neutrino fluxes from these blazars. Here we compute the cosmic
ray power and PeV neutrino flux of Fermi-LAT blazars, and find that the upper
limits for known blazar sources give stringent constraint on the cosmic ray
loading factor of blazar jets (i.e., the ratio of the cosmic ray to bolometric
radiation luminosity of blazar jets), $\xi_{\rm cr}\la(2-10)\zeta^{-1}$ (with
$\zeta\la1$ the remained fraction of cosmic ray energy when propagate into the
blazar broad line region) for flat cosmic ray spectrum, and that the cumulative
PeV neutrino flux contributed by all-sky blazars is a fraction $\la(10-50)\%$
of the IceCube detected flux.
