Influenza A Virus (IAV) surveillance in swine relies heavily on molecular detection, yet RNA stability in diagnostic specimens such as oral fluids can be rapidly compromised when cold-chain conditions are not maintained. This pilot study evaluated the ability of four molecular-grade carbohydrates (20% trehalose, sorbitol, sucrose, and mannitol) and two commercial nucleic acid stabilizers (PrimeStore MTM and RNAlater) to preserve RT-qPCR-detectable IAV RNA in swine oral fluids exposed to field-relevant stress conditions. Oral fluid samples collected from pigs experimentally infected with H1N2 (Study 1: n = 150; DPIs 2, 3, 4) or with H1N2 and H3N2 (Study 2: n = 58; DPI 5) were subjected to storage at 25 °C for up to 144 h (Study 1) or 2, 5, 10, or 15 freeze–thaw cycles (Study 2), with DPIs (Study 1) or subtypes (Study 2) serving as biological replicates, given the limited sample size. IAV detection was quantified as efficiency standardized Cq values (ECq) and analyzed using a linear mixed-effects model. Overall, both carbohydrates (trehalose, sorbitol, sucrose) and commercial stabilizers maintained higher ECq values than untreated oral fluids under both thermal and freeze–thaw stress conditions. Due to the limited sample size, these findings should be interpreted cautiously, yet they demonstrate the potential utility of carbohydrates as a low-cost, non-inactivating alternative for stabilizing IAV RNA in field-collected oral fluids.