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While the number of SARS-CoV-2 genome sequences grew to over 15 million, the Ultrafast Sample placement on Existing tRees (UShER) tool suite maintained a comprehensive phylogenetic tree in near real time. This experience, and critical performance improvements throughout the pandemic, provide valuable lessons for rapidly scaling analyses.