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Wallaroo Labs: Make Python Pandas go fast

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Some Background Suppose you have a Data Analysis batch job that runs every hour on a dedicated machine. As the weeks go by, you notice that the inputs are getting larger and the time taken to run it gets longer, slowly nearing the one hour mark. You worry that subsequent executions might begin to ‘run into’ each other and cause your business pipelines to misbehave. Or perhaps you’re under SLA to deliver results for a batch of information within a given time constraint, and with the batch size slowly increasing in production, you’re approaching the maximum allotted time.

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