Protein-free creamer compositions and stabilizing systems contained therein. The creamer composition includes an emulsifying component of at least two low molecular weight emulsifiers in relative amounts sufficient to provide a stabilized emulsion, a cellulose component including a blend of microcrystalline cellulose and carboxymethylcellulose in an amount sufficient to maintain homogeneity of the composition; and a carageenan gum component present in an amount sufficient to maintain homogeneity of the composition. The creamer composition can be in the form of a shelf stable aseptic liquid creamer that is stable for at least about 9 months, an extended-shelf life (ESL) liquid creamer that is stable for at least about four months at refrigeration, or a powder that is stable for at least 24 months at ambient conditions. The creamer composition provides sufficient whitening capacity and a pleasant mouth feel without discernable feathering and without discernable fat separation when added to liquid beverages.