Tailored for Spark

Tailored for Spark

Hadoop Summit Dublin 2016Petr IgrevskiJohn ScheibmeireBay

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How to tailor Spark for maximum impact

1. Optimal infrastructure

2. Customized user experience

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Outline

1. eBay, Analytics, Hadoop, and Spark2. Spark Opportunities at eBay3. QA

BACKGROUND

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eBay

eBay - Tailored for Spark

Q4 2015

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Analytics at eBay

Analytics

BI

Kylin MicroStrategy Tableau R / SAS

ETL

Ab Initio

Data Platform

Hadoop Teradata

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Streaming Spark

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Hadoop at eBay

1. Search Index2. Log Management3. Operation Metric Management4. Analytics

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Hadoop Hardware

Multiple Generations

12-18 Cores

72-128GB RAM

24-72TB Storage

Provisioned by cabinet

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Spark at eBay

• Uses– Spark 1.4 to Spark 1.6

• Methods– Yarn

• Current utilization– 20% analytic clusters

• Use Cases– Purchase Suggestions– Marketing Optimization– Customer Interests, Consistency, and Similarity– Kylin Cube Building

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Spark Challenges

• Capacity Management and Efficiency– Map Reduce => Yarn– Job Sizing

• Support– Missing vendor support– Missing expertise

• Deployment– Library conflicts– Configuration challenges– Distribution sprawl

• Integration– Configuration

eBay - Tailored for Spark

TAILORING SPARKSimple things should be simple. Complex things should be possible.

Alan Kay

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We can

• Copy• Test • Run

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Opportunities for Spark

•Flexibility•Usability•Simplicity•Speed•Transparency

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On YARN

• Security• Multitenancy• Reliability• Experience• Performance

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YARNSpark

HDFS HDFS SWIFT NFS

Ker

bero

s

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Does it fit?

• Compute• Storage• Network• Provisioning

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Shared Compute resources

Independently scalable storage

Flat Network

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Can we make it feel better?

• Standard ADLC• Test to your level of comfort• Single click deployment• Watch every step• Certify your job• Let it run• Did you say UI?

eBay - Tailored for Spark

Development

Test

Packaging

Certification

Runtime

RegisterRepos

CIMetadata DBProvisioning

Runtime farmOrchestrator

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Q/A

eBay - Tailored for Spark