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most organizations start bringing in data from external sources or partners to support transactional business processes or to feed their analytics engine to gain deeper insights these initiatives are executed on a project-by-project basis and usually start small with a couple of partners and a handful of formats that need to be loaded into an erp or data warehouse all perfectly manageable of course it doesnt stay that way for long the business benefits from access to this new data and the number of projects starts growing rapidly dramatically increasing data volume and variety you may need to support everything from unstructured formats like flat files to highly structured formats like XML this forces your once simple scripts to support more complex transformations and more people and processes are required to keep everything running with all this data in motion security and reliability become increasingly important as more systems need to exchange data with external partners over ti
