Sunday, March 31, 2013

Hadoop is Old News



Even though Hadoop may be all the rage right now and expected to be the centerpiece of a billion dollar section of the software industry within the next few years, the tech that Hadoop is founded on has already been replaced within Google. Hadoop is the open source software based on two Google research papers that discuss two pieces of closed source Google software, MapReduce and the Google File System. These papers were published almost 10 years ago, an eternity in the fast paced technology market, and Google began to phase out usage of those two pieces of software with new tech in 2009. Since then Google has used research papers to detail some of their newer tech. For instance, Google has detailed the platform that creates the index for Google Search, Caffeine, as well as Pregel, a graph based database that is used to map complex relationships for the vast amount of information that Google stores. Dremel, however, appears to be the most intriguing piece of technology that Google has detailed.
Dremel essentially does what many third parties are trying to do with Hadoop, in that it allows queries similar to SQL of massive amounts of data spread out across thousands of servers very rapidly. Google goes so far as to claim that you can run queries on petabytes of data in a matter of seconds as opposed to minutes or even hours it would take for Hadoop to run a similar feat. According to Google, Dremel can run the type of queries that would take numerous MapReduce tasks in a fraction of the execution time, taking just three seconds to run a query on a petabyte of data. This is an amazing and extremely important accomplishment. With Hadoop you trade speed and response for the ability to analyze massive amounts of data, but with Dremel there would be no trade off. In a very similar way to how the open-source community spawned Hadoop after the release of papers on MapReduce, there is already a team of engineers working on an open-source variant of Dremel aptly named OpenDremel. OpenDremel appears to be a very long way from functionality though and it seems less worthwhile since Google now offers BigQuery, a service in which you can use Dremel on your own data.

Sources:

https://developers.google.com/bigquery/

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