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We applied Gil Tene’s “oh shit” talk on understanding latency to our data pipeline. This talk will describe the measurement challenges we faced, what we learned, and how we improved with those learnings. This was vital for our capacity planning to scale up our data pipeline multiple times. The story that a latency spectrum told us allowed us to identify surprising sources of latency.