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in this lesson were going to look at the benefits and usage of big data and analytics services for most companies i can think about theres a huge amount of data and theres a certain flow to that data i can think about well theres some source likely many sources of data that produce data in different formats some might produce some big export file some might be producing data as a constant stream but i get all of these different flows now what i need to do is well i need to extract that data so theres some mechanism to connect to that system and get out the data now you may have heard the term etl extract transform load which is all about that of idea of source to sync hey we get the data we do stuff and then we put it somewhere to where we can then perform analysis get insight about the data what you might commonly see today is this idea of what we extract the data its in its raw source format and in the old days we would transform it straight away so yes we had the idea that th