Septic shock can be defined as sepsis with persisting hypotension and is required for vasopressors after initial unsuccessful fluid resuscitation. Elevated lactate is a biomarker of tissue perfusion and oxygenation and a useful prognostic tool for resuscitation in septic shock, as it is a byproduct of anaerobic glycolysis due to inadequate oxygen delivery and tissue hypoxia. Early and serial systematic lactate measurement will prompt physician more rapid intervention and lactate normalization, which is associated with better outcome. However, lactate formation during septic shock is neither entirely related to tissue hypoxia, nor reversible by increasing oxygen delivery. Meanwhile, lactate can be oxidized via tricarboxylic acid cycle after being transferred into mitochondria via lactate shuttle, which indicates elevated lactate can be used rather than only accumulation. Glycolysis and elevated lactate can be initiated by hypoxia, but persistent hyperlactatemia may not only represent persistent hypoxia. Some other potential biomarkers have been reviewed in the article including intermediates of tricarboxylic acid cycle, malate-aspartate shuttle, the nicotinamide adenine dinucleotide/reduced nicotinamide adenine dinucleotide (NAD+/NADH) ratio, NAD+, NADH, malate, and malate dehydrogenase from the point of view of energy metabolism. Among them, malate dehydrogenase participates in both malate-aspartate shuttle and tricarboxylic acid cycle, and it can also indirectly reflex the NAD+/NADH ratio. It is reasonable to hypothesize that the combination of lactate and malate dehydrogenase will be more comprehensive to reflex hypoxia in septic shock. Impact statement Elevated lactate has been commonly considered as a biomarker and a useful prognostic tool for resuscitation in septic shock, facilitating physician more rapid intervention and treatment. However, it can be initiated by hypoxia, but persistent hyperlactatemia may not represent persistent hypoxia only. In the article, it is the first time to review potential biomarkers in septic shock from the point of view of energy metabolism including intermediates of TCA cycle, MAS, the NAD+/NADH ratio, NAD+, NADH, malate, and MDH. And the combination of lactate and MDH is also proposed in septic shock for the first time, as MDH in cytoplasm and mitochondria participates in both MAS and TCA cycle for ATP generation. Its feasibility in clinic has been analyzed at the end, although related research is still limited. It is reasonable the combination of lactate and MDH will be more comprehensive to reflex hypoxia in septic shock.