Significance We report a vaccine platform to express vaccine antigens on the surface of genome-reduced bacteria to enhance vaccine immunogenicity. We demonstrate the utility of this vaccine platform by expressing the highly conserved fusion peptide (FP) of SARS-CoV-2 and porcine epidemic diarrhea virus on the surface of Escherichia coli to produce killed whole-cell bacterial vaccines. The vaccine primes a potent anamnestic response, potentiates interferon-γ responses, and provides significant protection in pigs against disease following virus challenge. The FP could be a target for a broadly protective coronavirus vaccine since a betacoronavirus SARS-CoV-2 FP vaccine provided cross-protection against alphacoronavirus porcine epidemic diarrhea virus. When using a vaccine-appropriate bacteria vector, this inexpensive vaccine platform offers the potential for use in developing countries.