streaming with oracle data integration

StreamingTransformationsUsingOracleDataIntegration

MichaelRainey|BIWASummit2017

• MichaelRainey-TechnicalAdvisor• SpreadingthegoodwordaboutGluentproductswiththeworld

• OracleDataIntegrationexpertise• OracleACEDirector• mRainey.co

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Introduction

we liberate enterprise data

Whatis“Streaming”

• Theprocessingandanalysisofstructuredor“unstructured”datainreal-time

• WhyStreaming?• Whenspeed(velocity)ofdataiskey• Streamingdataisprocessedin“timewindows”,inmemory,acrossaclusterofservers

• Examples:• Calculatingaretailbuyingopportunity• Real-timecostcalculations• IoTdataanalysis

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Whatis“Streaming”

“Publish-subscribemessagingrethoughtasadistributedcommitlog”

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Streamingdata-ApacheKafka

Image source: kafka.apache.org/

EnterpriseDataBus

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EnterpriseDataBus

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• Scalable,fault-tolerant,high-throughputstreamprocessing• SparkStreamingreceivesliveinputdatastreamsfromvarioussources• ContinuousstreamofdataisknownasadiscretizedstreamorDStream

• Dataisdividedintomini-batchesandprocessedbytheSparkengine• Operationssuchasjoin,filter,map,count,windowedcomputations,etcareusedtotransformdatain-flight

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Streamprocessing-ApacheSpark

WhyOracleDataIntegration?

• EnterprisehasinvestedheavilyinODIand/orGoldenGate

• Gettingstartedwithdevelopmentlanguages(Python/pySpark,Java,etc)

• Centralizedmetadatamanagement• Integratewithotherdatasourcesusingasingleinterface

• Realizedcostsavings• AccordingtoGartner,200%increaseinmaintenancecostswhencustomcoding(https://www.gartner.com/doc/3432617/does-customcoded-data-integration-stack)

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WhyOracleDataIntegration?

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StreamingwithOracleDataIntegration

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StreamingwithOracleDataIntegration

Real-timedatareplication

Streamingintegration:OGG->Kafka

Streamingintegration:Kafka->SparkStreaming

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RelationaldatabasetransactionstoKafka

• GoldenGate• …isnon-invasive• …hascheckpointsforrecovery• …movesdataquickly• …iseasytosetup

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WhyGoldenGatewithKafka?

• Heterogeneoussourcesandtargets• Builttointegratealldata

• Flexibility• Reusablecodetemplates(KnowledgeModules)

• ReusableMappings• ODIcanadapttoyourdatawarehouse-andnottheotherwayaround

• Flowbasedmappings

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WhyOracleDataIntegratorwithSparkStreaming?

GettingstartedwithstreamingusingOracleDataIntegration

• StandardGoldenGateExtract/PumpprocessestocaptureRDBMSdata• ReplicatforJavaparameterfile&processgroupcreatedandsetup• KakfaProducerpropertiesandKafkaHandlerconfigurationsetup

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OracleGoldenGateforBigData-KafkaHandlerSetup

• Kafkahandlerproperties• SetpropertiesforhowGoldenGateinteractswithKafka• Format,transactionvsoperationmode,etc

• Kafkaproducerconfiguration

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GoldenGateforKafkasetup

http://mrainey.co/ogg-kafka-oow

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KafkaandOracleDataIntegratorsetup

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KafkaandOracleDataIntegratorsetup

• CreateModelusingKafkaLogicalSchema

• CreateDatastore• Similartostandard“File”datastore,definefileformatandsetupcolumns

• OnlysupportforCSV• FutureformatsmayincludeJSON,Avro,etc

• AddDatastoretomapping

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KafkaandOracleDataIntegrator

• CreateSparkDataServer,Physical/LogicalSchema• SetHadoopDataServer• Addproperties,suchascheckpointing,asynchronousexecutionmode,etc• Additionalpropertiescanbeadded:http://spark.apache.org/docs/latest/configuration.html

• SparkServerissetupasStaginglocation• SourceDatastorefromKafka,OracleDB,etc• TargetDatastoreisCassandra,OracleDB,etc

• CodegeneratedbyKMispySpark• pySparkcodecanbeaddedtofilters,joins,othercomponentsfortransformations• Additionallanguages(Scala,Java)maybecomingsoon

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SparkStreamingandOracleDataIntegrator

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SparkStreamingandOracleDataIntegrator

EnabletheStreamingflaginthePhysicaldesignofamapping.

TogenerateSparkcode,settheExecuteOnHintoptiontousetheSparkdataserverasthestaginglocationforyourmapping

TargetIKMshouldnotbeset.Sparkgeneratedcodewillhandleintegrationandloadintotarget.

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Trackingtheprocess

Whenexecuting,theprocesswillruncontinuouslyintheODIOperator.

IftheconnectionbetweentheODIAgentandSparkAgentislost,itwillreestablishitselfafterrecovery.

• Streamingisthe“velocity”indata.AKA“FastData”

• OracleDataIntegratorandOracleGoldenGateprovideaframeworkfordevelopmentandmanagementofdatastreamingprocesses• BigDataadd-onscontinuetosupportnewtechnologies

• BuildastreamingarchitectureusingGoldenGateandODI:• Metadatamanagement• IntegrationofRDBMSdatawith“schemaonread”data• Buildupontheskillsin-house

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Recap

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we liberate enterprise data

thank you!