The p-value is the probability of obtaining a result at least as extreme as the one observed, if the null hypothesis is true. A p-value below the alpha threshold leads to rejecting H0. It is neither the probability that H0 is true, nor the size or importance of the effect.
Example
p = 0.03 with alpha = 0.05: the result is judged statistically significant.