book

Scalable Big Data Architecture: A Practitioner’s Guide to Choosing Relevant Big Data Architecture

January 2016

Intermediate to advanced

160 pages

3h 35m

English

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Identifying Big Data SymptomsSize MattersTypical Business Use CasesUnderstanding the Big Data Project’s EcosystemHadoop DistributionData AcquisitionProcessing LanguageMachine LearningNoSQL StoresCreating the Foundation of a Long-Term Big Data ArchitectureArchitecture OverviewLog Ingestion ApplicationLearning ApplicationProcessing EngineSearch EngineSummary
NoSQL LandscapeKey/ValueColumnDocumentGraphNoSQL in Our Use CaseIntroducing CouchbaseArchitectureCluster Manager and Administration ConsoleManaging DocumentsIntroducing ElasticSearchArchitectureMonitoring ElasticSearchSearch with ElasticSearchUsing NoSQL as a Cache in a SQL-based ArchitectureCaching DocumentElasticSearch Plug-in for Couchbase with Couchbase XDCRElasticSearch OnlySummary

First Approach to Data ArchitectureA Little Bit of BackgroundDealing with the Data SourcesProcessing the DataSplitting the ArchitectureBatch ProcessingStream ProcessingThe Concept of a Lambda ArchitectureSummary
Streaming ArchitectureArchitecture DiagramTechnologiesThe Anatomy of the Ingested DataClickstream DataThe Raw DataThe Log GeneratorSetting Up the Streaming ArchitectureShipping the Logs in Apache KafkaDraining the Logs from Apache KafkaSummary
Definining an Analytics StrategyContinuous ProcessingReal-Time QueryingProcess and Index Data Using SparkPreparing the Spark ProjectUnderstanding a Basic Spark ApplicationImplementing the Spark StreamerImplementing a Spark IndexerImplementing a Spark Data ProcessingData Analytics with ElasticsearchIntroduction to the aggregation frameworkVisualize Data in KibanaSummary
Introduction to Machine LearningSupervised LearningUnsupervised LearningMachine Learning with SparkAdding Machine Learning to Our ArchitectureAdding Machine Learning to Our ArchitectureEnriching the Clickstream DataLabelizing the DataTraining and Making PredictionSummary
Dockerizing the ArchitectureIntroducing DockerInstalling DockerCreating Your Docker ImagesComposing the ArchitectureArchitecture ScalabilitySizing and Scaling the ArchitectureMonitoring the Infrastructure Using the Elastic StackConsidering SecuritySummary