Introduction Contact center teams running Amazon Connect Customer consistently face a core data engineering challenge: reducing the end-to-end latency from call completion to transcript availability in the data warehouse. The answer is not a single number. It depends on understanding the interplay of 14 distinct latency factors across the pipeline.