Spark in the Hadoop Ecosystem-(Mike Olson, Cloudera)
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Transcript of Spark in the Hadoop Ecosystem-(Mike Olson, Cloudera)
1 © Cloudera, Inc. All rights reserved.
Mike Olson | co-‐founder and chief strategy officer
Spark in the Hadoop Ecosystem
2 © Cloudera, Inc. All rights reserved.
Hadoop: From MapReduce to an Enterprise Data Hub
Hadoop delivers: • One place for unlimited data • Unified, mulM-‐framework data access
Enterprises require: • Leading Performance • Open Source, Open Standards • Enterprise Security • Data Governance • Complete Management
Security and AdministraMon
Unlimited Storage
Process Discover Model Serve
Deployment Flexibility
On-‐Premises Appliances Engineered Systems
Public Cloud Private Cloud Hybrid Cloud
A modern data plaSorm plus what the enterprise requires.
3 © Cloudera, Inc. All rights reserved.
Where Spark Fits in the Hadoop Ecosystem
YARN: Shared resource management
HDFS and HBase: Shared storage
Impala Hive Pig
MapReduce2
Search
Spark
Spark Streaming
Hive (beta)
Pig (beta) …
With common
• Security • Data governance • ConfiguraMon, deployment and operaMons
across all components in the stack
4 © Cloudera, Inc. All rights reserved.
Process millions of equity and bond market posiMons, and evaluate against future scenarios in minutes, versus days with MapReduce.
Major Global Financial InsMtuMon
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Monitor on-‐line user acMvity and opMmize content delivery and search results in real Mme.
Large Consumer Company
6 © Cloudera, Inc. All rights reserved.
Ingest and analyze complex data from a variety of sources conMnually, building new risk and value models in real Mme
7 © Cloudera, Inc. All rights reserved.
Combine genomic and phenotype data with other data sources to understand disease onset and progression
8 © Cloudera, Inc. All rights reserved.
Spark extends the Hadoop ecosystem with new analyMc and processing capabiliMes.
8 © Cloudera, Inc. All rights reserved.
9 © Cloudera, Inc. All rights reserved.
Thank you! Mike Olson, chief strategy officer [email protected] @mikeolson