The magnitude and duration of Toll-like receptor (TLR)-dependent macrophage proinflammatory responses are tightly regulated. Chronic TLR signaling drives tolerance, an immunosuppressed state of innate immune memory. Understanding of this regulation is incomplete. Here, we demonstrate that direct Coenzyme A (CoA) supplementation both reverses tolerance, and enhances TLR-dependent macrophage proinflammatory responses. Synergizing with TLR-driven glycolysis, CoA enhances glucose entry into the mitochondrial TCA cycle, fueling acetyl-CoA and citrate biosynthesis for epigenetic activation of proinflammatory gene transcription. CoA unlocks tumor-associated macrophage (TAM)-dependent TLR agonist anti-tumor activity in breast cancer, and promotes macrophage restriction of the intracellular bacterial pathogen Legionella pneumophila. Our findings identify CoA-dependent mitochondrial glucose utilization, and not aerobic glycolysis, as the key metabolic flux supporting TLR-dependent macrophage proinflammatory responses. Moreover, they show tolerance is a plastic state amenable to reversal by CoA, which re-routes glucose to restore requisite metabolic support of said responses, reversing myeloid immunosuppression in cancer and infection.