You may have read or even noticed that Foursquare experienced a serious outage this week. It turns out that in order to maintain performance they keep all of their check-in data in RAM, and they ran out of memory on one of the machines hosting a database shard.
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Foursquare Outage Post Mortem
Tagged foursquare, in-memory, mongodb, nosql, outage