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Data Processing with Microservices Using Spring Frameworks

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VMware Tanzu
VMware Tanzu

Data Processing with Microservices by Michael Minella at SpringOne Tour 2019

Software
1 de 99
DATA PROCESSING WITH MICROSERVICES
@michaelmine lla @OffHe ap
github.com/mminella/data- microservices
LAY OF THE LAND
SPRING FRAMEWORK
SPRING INTEGRATION
SPRING BATCH
SPRING CLOUD STREAM
SPRING CLOUD TASK
SPRING CLOUD DATA FLOW
WHAT ARE WE GOING TO TALK ABOUT?
DATA INTEGRATION
EVOLUTI ON
MONOLIT HS
MULTIPLE INTEGRATION FLOWS & BATCH JOBS
LARGE COMPLEX ARTIFAC TS
DIFFIC ULT TO TEST
HARD TO GET TO PRODUCTIO N
BIG DATA PLATFOR MS
GOOD WITH LARGE VOLUMES OF DATA
BAD WITH SMALL VOLUMES OF DATA
LARGE LEARNING CURVE
LITTLE/NO REUSE BETWEEN SOLUTIONS
HEAVY FOOTPRINT IN YOUR CODE
HARD TO TEST
HARD TO GET TO PRODUCTIO N
CATEGORY CAN BE USEFUL JUST NOT FOR EVERYTHING
DATA MICROSERVI CES
CLOUD NATI VE
DEVELOPED AND TESTED IN ISOLATIO N
INDEPENDANT LY SCALAB LE
FAMILIAR DEVELOPMENT MODEL
SMALL AND SIMPLE TO TEST
OPERATIONALLY EASY TO GOVER N
TWO MAIN PROCESSING MODELS
STREA MS
TAS KS
DATA INTEGRATION AS A SERVICE
COMPOSTIO N OF MICROSERVI CES
STREAMS AND FLOWS BECOME YOUR “APP”
OPERATIONAL AND ORCHESTRATION COVERAGE
SPRI NG
Spring Spring Integration Spring Batch Spring Cloud Stream Spring Cloud Task
SPRING CLOUD STREA M
MESSAG E DRIV EN
transformertime log
transformertime log
@EnableBinding(Source.class)
@EnableBinding(Processor.class)
@EnableBinding(Sink.class)
USE CASES
DATA INGESTION 1
DATA TRANSFORMATION 2
REAL-TIME DATA PROCESSING 3
IO T 4
Demo DEM O
SPRING CLOUD TAS K
MICROSERVIC ES THAT END
TASK REPOSITORY 1
BATCH INTEGRATION 2
STREAM INTEGRATION 3
@EnableTask
USE CASES
BATCH JOBS 1
ONE OFF PROCESSES 2
ETL PROCESSES 3
DATA SCIENCE 4
FINITE PROCESSING 5
Demo DEM O
SPRING CLOUD DATA FLOW
WHAT IS SPRING CLOUD DATA FLOW?
DATA FLOW ORCHESTR ATES
TAKES ADVANTAGE OF MODERN PLATFORMS
CLOUDFOUN DRY 1
KUBERNE TES 2
LOC AL 3
http | filter | hdfs // DSL
http | filter | hdfs // DSL
NO INSTALLED CONTAIN
EVERYTHIN G IS SPRING
A BOOT APP FOR THE
A BOOT APP FOR THE
ALL BOOT APPS FOR OTB
Data Flow Server shell app app app browser
Data Flow Server shell twitter log field-value-counter browser
twitter log field-value-counter
Stream Demo DEM O
BUT WAIT, THERE’S MORE!
TASK/STREAM/B ATCH INTEGRAT ION 1
PARTITIONED STREAMS 2
SCALING STREAMS & TASKS 3
Learn More. Stay Connected. Spring Cloud Data Flow Project: cloud.spring.io/spring-cloud-dataflow/ Github: github.com/spring-cloud/spring-cloud-dataflow Spring Cloud Stream Project: cloud.spring.io/spring-cloud-stream/ Github: github.com/spring-cloud/spring-cloud-stream Spring Cloud Task Project: cloud.spring.io/spring-cloud-task/ Github: github.com/spring-cloud/spring-cloud-task Pivotal: pivotal.io Twitter: twitter.com/springcentral YouTube: spring.io/video LinkedIn: spring.io/linkedin Google Plus: spring.io/gplus
QUESTIO NS?
Th End

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