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We consider an insurance portfolio situation where there is possible dependence between the waiting time for a claim and its actual size. By employing the underlying random walk structure we obtain rather explicit exponential estimates for infinite and finite time ruin probabilities in the case of lighttailed claim sizes. The results are illustrated with several examples worked out for specific dependence structures.