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Big Data in the Cloud
Transcript of Big Data in the Cloud
Big Data in the Cloud
Context: Big Data
Motivation: Common Problems
and potential solutions
How we solved it
OpenLogic: Real-time search of Big Data sets
Real-time Big Data on Amazon EC2
solutions architect @
Smallest practical MongoDB cluster...
Programs that are...
A Push/Pull semantic
Platforms that are...
Or lack thereof...
EC2, Cache, RDS,
EBS and EC2 outage
"Accidental (or incidental) complexity is complexity that arises in computer programs or their development process which is non-essential to the problem to be solved. While essential complexity is inherent and unavoidable, accidental complexity is caused by the approach chosen to solve the problem."
Cloud Bursting Case Study
Zynga moved ~80% of their
workload from Amazon to
their private zCloud
"own the base, rent the spike"
Open source (Apache 2) framework for deploying, managing, healing, and scaling any app on any cloud
(Specify generics, automate specifics)
Service tier (Cassandra)
Auto-Scaling Across the stack
~100 TB hybrid cloud
288-node Cassandra cluster
1 million writes/sec
30-60 minutes setup
It's not just OS-level metrics (CloudWatch)
Expanding/Shrinking based on?
...Data edge cases
add new shards?
Not all clouds are create equal...
Onboarding - Monitoring -
DevOps and PaaS
Get it today, for free
Why am I here?
To share how GigaSpaces manages Big Data app
deployment in the cloud
(JVM's as mock instances)
IT data center
!= OLAP, BI, Cubes