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Massive Streaming Analytics with Spark Streaming
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Massive Streaming Analytics with Spark Streaming
1.
Mattia Bertorello
2.
Who is Agile
Lab? GO BIG (data) or GO HOME
3.
Summary •Why streaming matters •Why
prediction? •Streaming architecture •Spark streaming •Demo time
4.
Why streaming matters Ⓒ2015 Agile
Lab S.r.l.
5.
Why streaming matters Data
Big Data Business Reaction Batch Analysis Typical BigData Workflow
6.
Why streaming matters Data Real
Time Processing FASTER REACTIONS MORE PROFITS Business Reaction Streaming BigData Workflow
7.
Why streaming matters •
Fleet Management • Insurance • Recommendation • Etc...
8.
Why prediction? Ⓒ2015 Agile
Lab S.r.l.
9.
Why prediction? • Rule
based categorization and clustering is obsolete • Pattern discovery • Adaptation to fast changing data • Smart thinking: no dummies • Prediction is more valuable
10.
Streaming architecture Ⓒ2015 Agile Lab
S.r.l.
11.
Streaming architecture Ingestion Layer Processing
Layer Serving Layer
12.
Spark Streaming
13.
Spark Notebook Use Apache
Spark straight from the Browser
14.
Demo time... Ⓒ2015 Agile
Lab S.r.l.
15.
Card transaction analysis PAN
CIFRATO | AMOUNT | DESCRIPTION | TIMESTAMP Classificazione delle transazioni online/offline PAN CIFRATO | AMOUNT | DESCRIPTION | TIMESTAMP | ISONLINE fraud detection algorithm SQL aggregation Generazione di allarmi in tempo reale
16.
We are hiring... Ⓒ2015 Agile
Lab S.r.l. paolo.platter@agilelab.it
Download now