SlideShare a Scribd company logo
1 of 37
apps on maps...
Building the World with Elastic
Map Reduce
Oliver Norton, Technical Director
Tim Jenks, Technical Lead
appsonmaps.com
AS3 SDK – Apps in Browser
JS API – Embed on your website
IOS SDK – Mobile, coming Q4 2012
social media
social commerce
traffic updates
journey planning
worldflightclub.com
flying like a bird
World Flight Club on YouTube
flipping the bird!
Flipper on YouTube
photographic maps
Photographic-based maps ….
layered data
We fuse layered data to procedurally
generate our maps
(using AWS’ Elastic Map Reduce)
streamed
All built & served from off-the-shelf Amazon Web Service
infrastructure
pipeline
data size
Over 2TB Data
Terrain:
GB (10m, ¼ million Km2)
US (10m, 40x GB)
Buildings :
GB (full coverage)
US (120 cities)
Roads:
GB (¼ million miles)
US (4 million miles)
Processing this can start to be expensive $$$
before
• Limited scalability -> 60 desktop spec machines
• Multi-TB SAN with a £10k/year maintenance cost
• In house build that needed maintaining
• 10mbit/sec symmetric internet to upload TBs of data
• 3 developers knew how to run builds
• Electric costs -> who knows…
now
On Amazon Elastic Map Reduce
now
• Scalability -> 800 m1.large instances
• Off shelf tech that’s discoverable (hadoop, MRJob)
• Maintenance reduced
• Data is already in cloud (source, and destination)
• More predictable costs (and happier costs, with spot
pricing)
• DevOps benefits: Now any engineer can write and run
jobs, not just 3
pipeline
mrjob
• MRjob from Yelp
• http://github.com/Yelp/mrjob
800 machines in 20lines
class MyMapReduceJob(MRJob):
def mapper_init(self):
self.__mapper = # wire up mapper
def mapper(self, key, line):
# perform map work
for key, value in self.__mapper.map(line, None):
yield str(key), value
def reducer_init(self):
self.__reducer = # wire up reducer
def reducer(self, key, values):
# perform reduce work
result = self.__reducer.reduce(key, values)
if result:
yield key, "built successfully"
else:
yield key, "failed"
if __name__ == '__main__':
MyMapReduceJob.run()
amazon emr
Processing Complexity X Data Size
thanks
appsonmaps.com
Twitter: @eeGeo

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