We address the optimal assembly of DNA reads into a complete genomic sequence. The reads are assumed to be corrupted by erasure type noise. We prove that if the erasure rate is less than 1/3, then surprisingly, noise does not lower the reconstruction performance compared to the noiseless case. A reconstruction algorithm based on a cascade of error correction and greedy merging steps is proposed, and shown to be optimal.