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Cleaning data from payment transactions was initially an painstaking manual task. Seven years ago, we were learning to understand data, googling and searching the web for data. We started with a few thousand enriched transactions a month, but gradually we algorithmized the manual work and built our data engine. Today, we process thousands of times more transactions with a huge degree of automation.