Using degradation measurement of product performance over time to analyze product reliability is an effective approach for high-reliability or long-life products. Based on the performance degradation mechanism of aerospace product and the small sampling characteristic of field test, a model in terms of Normal-Poisson process is proposed. Then the calculation formula for parameter and reliability evaluation is presented through the small sampling test combined with Bayes method. Finally, an example is given to show the validity of this method.