SlideShare une entreprise Scribd logo
1  sur  13
Streaming Data
Ecosystems
Brandon O’Brien
@hakczar
Expedia, Inc
Outline
 Streaming Data Opportunities & Challenges
 Streaming Data Ecosystem at Expedia
 Use Cases
 Questions?
Outline
 Streaming Data Opportunities & Challenges
 Streaming Data Ecosystem at Expedia
 Use Cases
 Questions?
Streaming Data: Opportunities
 Data -> Insights -> Data Products -> $$$
 Fresher data = better
 However…
Streaming Data: Challenges
 Today’s Challenge: System integration
 N^2 integrations
 Team roadmaps need to align
Streaming Data: Solutions
 Solution:
 Kafka with Streaming Data Ecosystem
 Decoupled systems & roadmaps
 Easy publish
 Easy consume
 Central data depot
 Talk Focus:
 Streaming Data Ecosystem that makes life easier for
Kafka producers and consumers
Outline
 Streaming Data Opportunities & Challenges
 Streaming Data Ecosystem at Expedia
 Use Cases
 Questions?
Ecosystem Architecture
Streaming Data Ecosystem
 Self-Service
 Centralized Data Depot (logical)
 Primer, CICD, Cloud
 Elastic Components
 Monitoring: Velocity, Lag
Streaming Data Ecosystem cont’d
 Producers
 Publish data to HTTP Ingestor endpoint
 Ingestor -> Kafka
 Ingestor -> S3
 Consumers
 Create skeleton apps with built-in Kafka integration
 CICD pipeline for deployments
Outline
 Streaming Data Opportunities & Challenges
 Streaming Data Ecosystem at Expedia
 Use Cases
 Questions?
Use Case: Streaming Analytics
Streaming Data
Ecosystems
Brandon O’Brien
@hakczar
Expedia, Inc
Questions?

Contenu connexe

Tendances

Data Streaming Ecosystem Management at Booking.com
Data Streaming Ecosystem Management at Booking.com Data Streaming Ecosystem Management at Booking.com
Data Streaming Ecosystem Management at Booking.com confluent
 
Graph Computing with JanusGraph
Graph Computing with JanusGraphGraph Computing with JanusGraph
Graph Computing with JanusGraphJason Plurad
 
Algorithmic Music Recommendations at Spotify
Algorithmic Music Recommendations at SpotifyAlgorithmic Music Recommendations at Spotify
Algorithmic Music Recommendations at SpotifyChris Johnson
 
Introduction To Streaming Data and Stream Processing with Apache Kafka
Introduction To Streaming Data and Stream Processing with Apache KafkaIntroduction To Streaming Data and Stream Processing with Apache Kafka
Introduction To Streaming Data and Stream Processing with Apache Kafkaconfluent
 
Kafka Tutorial - Introduction to Apache Kafka (Part 1)
Kafka Tutorial - Introduction to Apache Kafka (Part 1)Kafka Tutorial - Introduction to Apache Kafka (Part 1)
Kafka Tutorial - Introduction to Apache Kafka (Part 1)Jean-Paul Azar
 
Comparison of dbms
Comparison of dbmsComparison of dbms
Comparison of dbmsTech_MX
 
Cassandra at eBay - Cassandra Summit 2012
Cassandra at eBay - Cassandra Summit 2012Cassandra at eBay - Cassandra Summit 2012
Cassandra at eBay - Cassandra Summit 2012Jay Patel
 
Distributed Tracing for Kafka with OpenTelemetry with Daniel Kim | Kafka Summ...
Distributed Tracing for Kafka with OpenTelemetry with Daniel Kim | Kafka Summ...Distributed Tracing for Kafka with OpenTelemetry with Daniel Kim | Kafka Summ...
Distributed Tracing for Kafka with OpenTelemetry with Daniel Kim | Kafka Summ...HostedbyConfluent
 
Scaling Machine Learning Feature Engineering in Apache Spark at Facebook
Scaling Machine Learning Feature Engineering in Apache Spark at FacebookScaling Machine Learning Feature Engineering in Apache Spark at Facebook
Scaling Machine Learning Feature Engineering in Apache Spark at FacebookDatabricks
 
Simple math for anomaly detection toufic boubez - metafor software - monito...
Simple math for anomaly detection   toufic boubez - metafor software - monito...Simple math for anomaly detection   toufic boubez - metafor software - monito...
Simple math for anomaly detection toufic boubez - metafor software - monito...tboubez
 
Dynamic Rule-based Real-time Market Data Alerts
Dynamic Rule-based Real-time Market Data AlertsDynamic Rule-based Real-time Market Data Alerts
Dynamic Rule-based Real-time Market Data AlertsFlink Forward
 
Application modernization patterns with apache kafka, debezium, and kubernete...
Application modernization patterns with apache kafka, debezium, and kubernete...Application modernization patterns with apache kafka, debezium, and kubernete...
Application modernization patterns with apache kafka, debezium, and kubernete...Bilgin Ibryam
 
RedisConf17- Using Redis at scale @ Twitter
RedisConf17- Using Redis at scale @ TwitterRedisConf17- Using Redis at scale @ Twitter
RedisConf17- Using Redis at scale @ TwitterRedis Labs
 
Bucket your partitions wisely - Cassandra summit 2016
Bucket your partitions wisely - Cassandra summit 2016Bucket your partitions wisely - Cassandra summit 2016
Bucket your partitions wisely - Cassandra summit 2016Markus Höfer
 
[Pcamp19] - Escalando o uso de dados no Nubank - André Tavares | Nubank
[Pcamp19] - Escalando o uso de dados no Nubank - André Tavares | Nubank[Pcamp19] - Escalando o uso de dados no Nubank - André Tavares | Nubank
[Pcamp19] - Escalando o uso de dados no Nubank - André Tavares | NubankProduct Camp Brasil
 
Engineering Fast Indexes for Big-Data Applications: Spark Summit East talk by...
Engineering Fast Indexes for Big-Data Applications: Spark Summit East talk by...Engineering Fast Indexes for Big-Data Applications: Spark Summit East talk by...
Engineering Fast Indexes for Big-Data Applications: Spark Summit East talk by...Spark Summit
 
How to Build an Apache Kafka® Connector
How to Build an Apache Kafka® ConnectorHow to Build an Apache Kafka® Connector
How to Build an Apache Kafka® Connectorconfluent
 
Using Modular Topologies in Kafka Streams to scale ksqlDB’s persistent querie...
Using Modular Topologies in Kafka Streams to scale ksqlDB’s persistent querie...Using Modular Topologies in Kafka Streams to scale ksqlDB’s persistent querie...
Using Modular Topologies in Kafka Streams to scale ksqlDB’s persistent querie...HostedbyConfluent
 
Real-Time Detection of Anomalies in the Database Infrastructure using Apache ...
Real-Time Detection of Anomalies in the Database Infrastructure using Apache ...Real-Time Detection of Anomalies in the Database Infrastructure using Apache ...
Real-Time Detection of Anomalies in the Database Infrastructure using Apache ...Spark Summit
 
Netflix Recommendations Using Spark + Cassandra (Prasanna Padmanabhan & Roopa...
Netflix Recommendations Using Spark + Cassandra (Prasanna Padmanabhan & Roopa...Netflix Recommendations Using Spark + Cassandra (Prasanna Padmanabhan & Roopa...
Netflix Recommendations Using Spark + Cassandra (Prasanna Padmanabhan & Roopa...DataStax
 

Tendances (20)

Data Streaming Ecosystem Management at Booking.com
Data Streaming Ecosystem Management at Booking.com Data Streaming Ecosystem Management at Booking.com
Data Streaming Ecosystem Management at Booking.com
 
Graph Computing with JanusGraph
Graph Computing with JanusGraphGraph Computing with JanusGraph
Graph Computing with JanusGraph
 
Algorithmic Music Recommendations at Spotify
Algorithmic Music Recommendations at SpotifyAlgorithmic Music Recommendations at Spotify
Algorithmic Music Recommendations at Spotify
 
Introduction To Streaming Data and Stream Processing with Apache Kafka
Introduction To Streaming Data and Stream Processing with Apache KafkaIntroduction To Streaming Data and Stream Processing with Apache Kafka
Introduction To Streaming Data and Stream Processing with Apache Kafka
 
Kafka Tutorial - Introduction to Apache Kafka (Part 1)
Kafka Tutorial - Introduction to Apache Kafka (Part 1)Kafka Tutorial - Introduction to Apache Kafka (Part 1)
Kafka Tutorial - Introduction to Apache Kafka (Part 1)
 
Comparison of dbms
Comparison of dbmsComparison of dbms
Comparison of dbms
 
Cassandra at eBay - Cassandra Summit 2012
Cassandra at eBay - Cassandra Summit 2012Cassandra at eBay - Cassandra Summit 2012
Cassandra at eBay - Cassandra Summit 2012
 
Distributed Tracing for Kafka with OpenTelemetry with Daniel Kim | Kafka Summ...
Distributed Tracing for Kafka with OpenTelemetry with Daniel Kim | Kafka Summ...Distributed Tracing for Kafka with OpenTelemetry with Daniel Kim | Kafka Summ...
Distributed Tracing for Kafka with OpenTelemetry with Daniel Kim | Kafka Summ...
 
Scaling Machine Learning Feature Engineering in Apache Spark at Facebook
Scaling Machine Learning Feature Engineering in Apache Spark at FacebookScaling Machine Learning Feature Engineering in Apache Spark at Facebook
Scaling Machine Learning Feature Engineering in Apache Spark at Facebook
 
Simple math for anomaly detection toufic boubez - metafor software - monito...
Simple math for anomaly detection   toufic boubez - metafor software - monito...Simple math for anomaly detection   toufic boubez - metafor software - monito...
Simple math for anomaly detection toufic boubez - metafor software - monito...
 
Dynamic Rule-based Real-time Market Data Alerts
Dynamic Rule-based Real-time Market Data AlertsDynamic Rule-based Real-time Market Data Alerts
Dynamic Rule-based Real-time Market Data Alerts
 
Application modernization patterns with apache kafka, debezium, and kubernete...
Application modernization patterns with apache kafka, debezium, and kubernete...Application modernization patterns with apache kafka, debezium, and kubernete...
Application modernization patterns with apache kafka, debezium, and kubernete...
 
RedisConf17- Using Redis at scale @ Twitter
RedisConf17- Using Redis at scale @ TwitterRedisConf17- Using Redis at scale @ Twitter
RedisConf17- Using Redis at scale @ Twitter
 
Bucket your partitions wisely - Cassandra summit 2016
Bucket your partitions wisely - Cassandra summit 2016Bucket your partitions wisely - Cassandra summit 2016
Bucket your partitions wisely - Cassandra summit 2016
 
[Pcamp19] - Escalando o uso de dados no Nubank - André Tavares | Nubank
[Pcamp19] - Escalando o uso de dados no Nubank - André Tavares | Nubank[Pcamp19] - Escalando o uso de dados no Nubank - André Tavares | Nubank
[Pcamp19] - Escalando o uso de dados no Nubank - André Tavares | Nubank
 
Engineering Fast Indexes for Big-Data Applications: Spark Summit East talk by...
Engineering Fast Indexes for Big-Data Applications: Spark Summit East talk by...Engineering Fast Indexes for Big-Data Applications: Spark Summit East talk by...
Engineering Fast Indexes for Big-Data Applications: Spark Summit East talk by...
 
How to Build an Apache Kafka® Connector
How to Build an Apache Kafka® ConnectorHow to Build an Apache Kafka® Connector
How to Build an Apache Kafka® Connector
 
Using Modular Topologies in Kafka Streams to scale ksqlDB’s persistent querie...
Using Modular Topologies in Kafka Streams to scale ksqlDB’s persistent querie...Using Modular Topologies in Kafka Streams to scale ksqlDB’s persistent querie...
Using Modular Topologies in Kafka Streams to scale ksqlDB’s persistent querie...
 
Real-Time Detection of Anomalies in the Database Infrastructure using Apache ...
Real-Time Detection of Anomalies in the Database Infrastructure using Apache ...Real-Time Detection of Anomalies in the Database Infrastructure using Apache ...
Real-Time Detection of Anomalies in the Database Infrastructure using Apache ...
 
Netflix Recommendations Using Spark + Cassandra (Prasanna Padmanabhan & Roopa...
Netflix Recommendations Using Spark + Cassandra (Prasanna Padmanabhan & Roopa...Netflix Recommendations Using Spark + Cassandra (Prasanna Padmanabhan & Roopa...
Netflix Recommendations Using Spark + Cassandra (Prasanna Padmanabhan & Roopa...
 

En vedette

Confluent kafka meetupseattle jan2017
Confluent kafka meetupseattle jan2017Confluent kafka meetupseattle jan2017
Confluent kafka meetupseattle jan2017Nitin Kumar
 
Microsoft kafka load imbalance
Microsoft   kafka load imbalanceMicrosoft   kafka load imbalance
Microsoft kafka load imbalanceNitin Kumar
 
Age of "Stockal" Media Cometh
Age of "Stockal" Media ComethAge of "Stockal" Media Cometh
Age of "Stockal" Media ComethStockal
 
PIXTAにおけるABテスト
PIXTAにおけるABテストPIXTAにおけるABテスト
PIXTAにおけるABテストPIXTA Inc.
 
WALをバックアップとレプリケーションに使う方法
WALをバックアップとレプリケーションに使う方法WALをバックアップとレプリケーションに使う方法
WALをバックアップとレプリケーションに使う方法Takashi Hoshino
 
PIXTAにおけるCloudSearch運用 - JAWS DAYS 2016 LT
PIXTAにおけるCloudSearch運用 - JAWS DAYS 2016  LTPIXTAにおけるCloudSearch運用 - JAWS DAYS 2016  LT
PIXTAにおけるCloudSearch運用 - JAWS DAYS 2016 LTPIXTA Inc.
 
AWS Black Belt Techシリーズ Amazon CloudSearch
AWS Black Belt Techシリーズ Amazon CloudSearchAWS Black Belt Techシリーズ Amazon CloudSearch
AWS Black Belt Techシリーズ Amazon CloudSearchAmazon Web Services Japan
 
PIXTAの紹介
PIXTAの紹介PIXTAの紹介
PIXTAの紹介PIXTA Inc.
 
Spark Streaming& Kafka-The Future of Stream Processing by Hari Shreedharan of...
Spark Streaming& Kafka-The Future of Stream Processing by Hari Shreedharan of...Spark Streaming& Kafka-The Future of Stream Processing by Hari Shreedharan of...
Spark Streaming& Kafka-The Future of Stream Processing by Hari Shreedharan of...Data Con LA
 
AWS Black Belt Tech Webinar 2016 〜 Amazon CloudSearch & Amazon Elasticsearch ...
AWS Black Belt Tech Webinar 2016 〜 Amazon CloudSearch & Amazon Elasticsearch ...AWS Black Belt Tech Webinar 2016 〜 Amazon CloudSearch & Amazon Elasticsearch ...
AWS Black Belt Tech Webinar 2016 〜 Amazon CloudSearch & Amazon Elasticsearch ...Amazon Web Services Japan
 
Real Time Data Processing Using Spark Streaming
Real Time Data Processing Using Spark StreamingReal Time Data Processing Using Spark Streaming
Real Time Data Processing Using Spark StreamingHari Shreedharan
 
Iranian Startup Ecosystem
Iranian Startup EcosystemIranian Startup Ecosystem
Iranian Startup EcosystemTechly
 
Real Time Data Processing using Spark Streaming | Data Day Texas 2015
Real Time Data Processing using Spark Streaming | Data Day Texas 2015Real Time Data Processing using Spark Streaming | Data Day Texas 2015
Real Time Data Processing using Spark Streaming | Data Day Texas 2015Cloudera, Inc.
 
並行実行制御の最適化手法
並行実行制御の最適化手法並行実行制御の最適化手法
並行実行制御の最適化手法Sho Nakazono
 

En vedette (20)

Confluent kafka meetupseattle jan2017
Confluent kafka meetupseattle jan2017Confluent kafka meetupseattle jan2017
Confluent kafka meetupseattle jan2017
 
Avvo fkafka
Avvo fkafkaAvvo fkafka
Avvo fkafka
 
Microsoft kafka load imbalance
Microsoft   kafka load imbalanceMicrosoft   kafka load imbalance
Microsoft kafka load imbalance
 
Age of "Stockal" Media Cometh
Age of "Stockal" Media ComethAge of "Stockal" Media Cometh
Age of "Stockal" Media Cometh
 
PIXTAにおけるABテスト
PIXTAにおけるABテストPIXTAにおけるABテスト
PIXTAにおけるABテスト
 
WALをバックアップとレプリケーションに使う方法
WALをバックアップとレプリケーションに使う方法WALをバックアップとレプリケーションに使う方法
WALをバックアップとレプリケーションに使う方法
 
PIXTAにおけるCloudSearch運用 - JAWS DAYS 2016 LT
PIXTAにおけるCloudSearch運用 - JAWS DAYS 2016  LTPIXTAにおけるCloudSearch運用 - JAWS DAYS 2016  LT
PIXTAにおけるCloudSearch運用 - JAWS DAYS 2016 LT
 
AWS Black Belt Techシリーズ Amazon CloudSearch
AWS Black Belt Techシリーズ Amazon CloudSearchAWS Black Belt Techシリーズ Amazon CloudSearch
AWS Black Belt Techシリーズ Amazon CloudSearch
 
Kafka at trivago
Kafka at trivagoKafka at trivago
Kafka at trivago
 
Time Series Analysis/ Forecasting
Time Series Analysis/ Forecasting  Time Series Analysis/ Forecasting
Time Series Analysis/ Forecasting
 
PIXTAの紹介
PIXTAの紹介PIXTAの紹介
PIXTAの紹介
 
Spark Streaming& Kafka-The Future of Stream Processing by Hari Shreedharan of...
Spark Streaming& Kafka-The Future of Stream Processing by Hari Shreedharan of...Spark Streaming& Kafka-The Future of Stream Processing by Hari Shreedharan of...
Spark Streaming& Kafka-The Future of Stream Processing by Hari Shreedharan of...
 
AWS Black Belt Tech Webinar 2016 〜 Amazon CloudSearch & Amazon Elasticsearch ...
AWS Black Belt Tech Webinar 2016 〜 Amazon CloudSearch & Amazon Elasticsearch ...AWS Black Belt Tech Webinar 2016 〜 Amazon CloudSearch & Amazon Elasticsearch ...
AWS Black Belt Tech Webinar 2016 〜 Amazon CloudSearch & Amazon Elasticsearch ...
 
Cloudera's Flume
Cloudera's FlumeCloudera's Flume
Cloudera's Flume
 
Real Time Data Processing Using Spark Streaming
Real Time Data Processing Using Spark StreamingReal Time Data Processing Using Spark Streaming
Real Time Data Processing Using Spark Streaming
 
Kafka connect
Kafka connectKafka connect
Kafka connect
 
Iranian Startup Ecosystem
Iranian Startup EcosystemIranian Startup Ecosystem
Iranian Startup Ecosystem
 
Real Time Data Processing using Spark Streaming | Data Day Texas 2015
Real Time Data Processing using Spark Streaming | Data Day Texas 2015Real Time Data Processing using Spark Streaming | Data Day Texas 2015
Real Time Data Processing using Spark Streaming | Data Day Texas 2015
 
Spark+flume seattle
Spark+flume seattleSpark+flume seattle
Spark+flume seattle
 
並行実行制御の最適化手法
並行実行制御の最適化手法並行実行制御の最適化手法
並行実行制御の最適化手法
 

Similaire à Brandon obrien streaming_data

Architecting for change: LinkedIn's new data ecosystem
Architecting for change: LinkedIn's new data ecosystemArchitecting for change: LinkedIn's new data ecosystem
Architecting for change: LinkedIn's new data ecosystemYael Garten
 
Strata 2016 - Architecting for Change: LinkedIn's new data ecosystem
Strata 2016 - Architecting for Change: LinkedIn's new data ecosystemStrata 2016 - Architecting for Change: LinkedIn's new data ecosystem
Strata 2016 - Architecting for Change: LinkedIn's new data ecosystemShirshanka Das
 
Delta Lake OSS: Create reliable and performant Data Lake by Quentin Ambard
Delta Lake OSS: Create reliable and performant Data Lake by Quentin AmbardDelta Lake OSS: Create reliable and performant Data Lake by Quentin Ambard
Delta Lake OSS: Create reliable and performant Data Lake by Quentin AmbardParis Data Engineers !
 
(ARC346) Scaling To 25 Billion Daily Requests Within 3 Months On AWS
(ARC346) Scaling To 25 Billion Daily Requests Within 3 Months On AWS(ARC346) Scaling To 25 Billion Daily Requests Within 3 Months On AWS
(ARC346) Scaling To 25 Billion Daily Requests Within 3 Months On AWSAmazon Web Services
 
Software Defined Storage - Open Framework and Intel® Architecture Technologies
Software Defined Storage - Open Framework and Intel® Architecture TechnologiesSoftware Defined Storage - Open Framework and Intel® Architecture Technologies
Software Defined Storage - Open Framework and Intel® Architecture TechnologiesOdinot Stanislas
 
Planning your Next-Gen Change Data Capture (CDC) Architecture in 2019 - Strea...
Planning your Next-Gen Change Data Capture (CDC) Architecture in 2019 - Strea...Planning your Next-Gen Change Data Capture (CDC) Architecture in 2019 - Strea...
Planning your Next-Gen Change Data Capture (CDC) Architecture in 2019 - Strea...Impetus Technologies
 
Outgrowing your-datacenter
Outgrowing your-datacenterOutgrowing your-datacenter
Outgrowing your-datacenterMike Kavis
 
The Scout24 Data Platform (A Technical Deep Dive)
The Scout24 Data Platform (A Technical Deep Dive)The Scout24 Data Platform (A Technical Deep Dive)
The Scout24 Data Platform (A Technical Deep Dive)RaffaelDzikowski
 
Open Source Reliability for Data Lake with Apache Spark by Michael Armbrust
Open Source Reliability for Data Lake with Apache Spark by Michael ArmbrustOpen Source Reliability for Data Lake with Apache Spark by Michael Armbrust
Open Source Reliability for Data Lake with Apache Spark by Michael ArmbrustData Con LA
 
Making Big Data Analytics with Hadoop fast & easy (webinar slides)
Making Big Data Analytics with Hadoop fast & easy (webinar slides)Making Big Data Analytics with Hadoop fast & easy (webinar slides)
Making Big Data Analytics with Hadoop fast & easy (webinar slides)Yellowfin
 
Creating a Modern Data Architecture for Digital Transformation
Creating a Modern Data Architecture for Digital TransformationCreating a Modern Data Architecture for Digital Transformation
Creating a Modern Data Architecture for Digital TransformationMongoDB
 
How to govern and secure a Data Mesh?
How to govern and secure a Data Mesh?How to govern and secure a Data Mesh?
How to govern and secure a Data Mesh?confluent
 
Making Apache Spark Better with Delta Lake
Making Apache Spark Better with Delta LakeMaking Apache Spark Better with Delta Lake
Making Apache Spark Better with Delta LakeDatabricks
 
Stream Processing – Concepts and Frameworks
Stream Processing – Concepts and FrameworksStream Processing – Concepts and Frameworks
Stream Processing – Concepts and FrameworksGuido Schmutz
 
AWSomeBuilder3-v12-clean.pdf
AWSomeBuilder3-v12-clean.pdfAWSomeBuilder3-v12-clean.pdf
AWSomeBuilder3-v12-clean.pdfSal Marcus
 
AWS Partner Webcast - Analyze Big Data for Consumer Applications with Looker ...
AWS Partner Webcast - Analyze Big Data for Consumer Applications with Looker ...AWS Partner Webcast - Analyze Big Data for Consumer Applications with Looker ...
AWS Partner Webcast - Analyze Big Data for Consumer Applications with Looker ...Amazon Web Services
 
Introduction to Stream Processing
Introduction to Stream ProcessingIntroduction to Stream Processing
Introduction to Stream ProcessingGuido Schmutz
 
Getting Started with Amazon Redshift
Getting Started with Amazon RedshiftGetting Started with Amazon Redshift
Getting Started with Amazon RedshiftAmazon Web Services
 
AWS Summit Berlin 2013 - Big Data Analytics
AWS Summit Berlin 2013 - Big Data AnalyticsAWS Summit Berlin 2013 - Big Data Analytics
AWS Summit Berlin 2013 - Big Data AnalyticsAWS Germany
 

Similaire à Brandon obrien streaming_data (20)

ADF+Course+Deck.pdf
ADF+Course+Deck.pdfADF+Course+Deck.pdf
ADF+Course+Deck.pdf
 
Architecting for change: LinkedIn's new data ecosystem
Architecting for change: LinkedIn's new data ecosystemArchitecting for change: LinkedIn's new data ecosystem
Architecting for change: LinkedIn's new data ecosystem
 
Strata 2016 - Architecting for Change: LinkedIn's new data ecosystem
Strata 2016 - Architecting for Change: LinkedIn's new data ecosystemStrata 2016 - Architecting for Change: LinkedIn's new data ecosystem
Strata 2016 - Architecting for Change: LinkedIn's new data ecosystem
 
Delta Lake OSS: Create reliable and performant Data Lake by Quentin Ambard
Delta Lake OSS: Create reliable and performant Data Lake by Quentin AmbardDelta Lake OSS: Create reliable and performant Data Lake by Quentin Ambard
Delta Lake OSS: Create reliable and performant Data Lake by Quentin Ambard
 
(ARC346) Scaling To 25 Billion Daily Requests Within 3 Months On AWS
(ARC346) Scaling To 25 Billion Daily Requests Within 3 Months On AWS(ARC346) Scaling To 25 Billion Daily Requests Within 3 Months On AWS
(ARC346) Scaling To 25 Billion Daily Requests Within 3 Months On AWS
 
Software Defined Storage - Open Framework and Intel® Architecture Technologies
Software Defined Storage - Open Framework and Intel® Architecture TechnologiesSoftware Defined Storage - Open Framework and Intel® Architecture Technologies
Software Defined Storage - Open Framework and Intel® Architecture Technologies
 
Planning your Next-Gen Change Data Capture (CDC) Architecture in 2019 - Strea...
Planning your Next-Gen Change Data Capture (CDC) Architecture in 2019 - Strea...Planning your Next-Gen Change Data Capture (CDC) Architecture in 2019 - Strea...
Planning your Next-Gen Change Data Capture (CDC) Architecture in 2019 - Strea...
 
Outgrowing your-datacenter
Outgrowing your-datacenterOutgrowing your-datacenter
Outgrowing your-datacenter
 
The Scout24 Data Platform (A Technical Deep Dive)
The Scout24 Data Platform (A Technical Deep Dive)The Scout24 Data Platform (A Technical Deep Dive)
The Scout24 Data Platform (A Technical Deep Dive)
 
Open Source Reliability for Data Lake with Apache Spark by Michael Armbrust
Open Source Reliability for Data Lake with Apache Spark by Michael ArmbrustOpen Source Reliability for Data Lake with Apache Spark by Michael Armbrust
Open Source Reliability for Data Lake with Apache Spark by Michael Armbrust
 
Making Big Data Analytics with Hadoop fast & easy (webinar slides)
Making Big Data Analytics with Hadoop fast & easy (webinar slides)Making Big Data Analytics with Hadoop fast & easy (webinar slides)
Making Big Data Analytics with Hadoop fast & easy (webinar slides)
 
Creating a Modern Data Architecture for Digital Transformation
Creating a Modern Data Architecture for Digital TransformationCreating a Modern Data Architecture for Digital Transformation
Creating a Modern Data Architecture for Digital Transformation
 
How to govern and secure a Data Mesh?
How to govern and secure a Data Mesh?How to govern and secure a Data Mesh?
How to govern and secure a Data Mesh?
 
Making Apache Spark Better with Delta Lake
Making Apache Spark Better with Delta LakeMaking Apache Spark Better with Delta Lake
Making Apache Spark Better with Delta Lake
 
Stream Processing – Concepts and Frameworks
Stream Processing – Concepts and FrameworksStream Processing – Concepts and Frameworks
Stream Processing – Concepts and Frameworks
 
AWSomeBuilder3-v12-clean.pdf
AWSomeBuilder3-v12-clean.pdfAWSomeBuilder3-v12-clean.pdf
AWSomeBuilder3-v12-clean.pdf
 
AWS Partner Webcast - Analyze Big Data for Consumer Applications with Looker ...
AWS Partner Webcast - Analyze Big Data for Consumer Applications with Looker ...AWS Partner Webcast - Analyze Big Data for Consumer Applications with Looker ...
AWS Partner Webcast - Analyze Big Data for Consumer Applications with Looker ...
 
Introduction to Stream Processing
Introduction to Stream ProcessingIntroduction to Stream Processing
Introduction to Stream Processing
 
Getting Started with Amazon Redshift
Getting Started with Amazon RedshiftGetting Started with Amazon Redshift
Getting Started with Amazon Redshift
 
AWS Summit Berlin 2013 - Big Data Analytics
AWS Summit Berlin 2013 - Big Data AnalyticsAWS Summit Berlin 2013 - Big Data Analytics
AWS Summit Berlin 2013 - Big Data Analytics
 

Plus de Nitin Kumar

Deep learning with kafka
Deep learning with kafkaDeep learning with kafka
Deep learning with kafkaNitin Kumar
 
2019 04 seattle_meetup___kafka_machine_learning___kai_waehner
2019 04 seattle_meetup___kafka_machine_learning___kai_waehner2019 04 seattle_meetup___kafka_machine_learning___kai_waehner
2019 04 seattle_meetup___kafka_machine_learning___kai_waehnerNitin Kumar
 
Kafka meetup seattle 2019 mirus reliable, high performance replication for ap...
Kafka meetup seattle 2019 mirus reliable, high performance replication for ap...Kafka meetup seattle 2019 mirus reliable, high performance replication for ap...
Kafka meetup seattle 2019 mirus reliable, high performance replication for ap...Nitin Kumar
 
Processing trillions of events per day with apache
Processing trillions of events per day with apacheProcessing trillions of events per day with apache
Processing trillions of events per day with apacheNitin Kumar
 
Ren cao kafka connect
Ren cao   kafka connectRen cao   kafka connect
Ren cao kafka connectNitin Kumar
 
Insta clustr seattle kafka meetup presentation bb
Insta clustr seattle kafka meetup presentation   bbInsta clustr seattle kafka meetup presentation   bb
Insta clustr seattle kafka meetup presentation bbNitin Kumar
 
EventHub for kafka ecosystems kafka meetup
EventHub for kafka ecosystems   kafka meetupEventHub for kafka ecosystems   kafka meetup
EventHub for kafka ecosystems kafka meetupNitin Kumar
 
Microsoft challenges of a multi tenant kafka service
Microsoft challenges of a multi tenant kafka serviceMicrosoft challenges of a multi tenant kafka service
Microsoft challenges of a multi tenant kafka serviceNitin Kumar
 
Net flix kafka seattle meetup
Net flix kafka seattle meetupNet flix kafka seattle meetup
Net flix kafka seattle meetupNitin Kumar
 
Map r seattle streams meetup oct 2016
Map r seattle streams meetup   oct 2016Map r seattle streams meetup   oct 2016
Map r seattle streams meetup oct 2016Nitin Kumar
 
Linked in multi tier, multi-tenant, multi-problem kafka
Linked in multi tier, multi-tenant, multi-problem kafkaLinked in multi tier, multi-tenant, multi-problem kafka
Linked in multi tier, multi-tenant, multi-problem kafkaNitin Kumar
 
Seattle kafka meetup nov 2015 published siphon
Seattle kafka meetup nov 2015 published  siphonSeattle kafka meetup nov 2015 published  siphon
Seattle kafka meetup nov 2015 published siphonNitin Kumar
 

Plus de Nitin Kumar (13)

Deep learning with kafka
Deep learning with kafkaDeep learning with kafka
Deep learning with kafka
 
2019 04 seattle_meetup___kafka_machine_learning___kai_waehner
2019 04 seattle_meetup___kafka_machine_learning___kai_waehner2019 04 seattle_meetup___kafka_machine_learning___kai_waehner
2019 04 seattle_meetup___kafka_machine_learning___kai_waehner
 
Kafka meetup seattle 2019 mirus reliable, high performance replication for ap...
Kafka meetup seattle 2019 mirus reliable, high performance replication for ap...Kafka meetup seattle 2019 mirus reliable, high performance replication for ap...
Kafka meetup seattle 2019 mirus reliable, high performance replication for ap...
 
Processing trillions of events per day with apache
Processing trillions of events per day with apacheProcessing trillions of events per day with apache
Processing trillions of events per day with apache
 
Ren cao kafka connect
Ren cao   kafka connectRen cao   kafka connect
Ren cao kafka connect
 
Insta clustr seattle kafka meetup presentation bb
Insta clustr seattle kafka meetup presentation   bbInsta clustr seattle kafka meetup presentation   bb
Insta clustr seattle kafka meetup presentation bb
 
EventHub for kafka ecosystems kafka meetup
EventHub for kafka ecosystems   kafka meetupEventHub for kafka ecosystems   kafka meetup
EventHub for kafka ecosystems kafka meetup
 
Kafka eos
Kafka eosKafka eos
Kafka eos
 
Microsoft challenges of a multi tenant kafka service
Microsoft challenges of a multi tenant kafka serviceMicrosoft challenges of a multi tenant kafka service
Microsoft challenges of a multi tenant kafka service
 
Net flix kafka seattle meetup
Net flix kafka seattle meetupNet flix kafka seattle meetup
Net flix kafka seattle meetup
 
Map r seattle streams meetup oct 2016
Map r seattle streams meetup   oct 2016Map r seattle streams meetup   oct 2016
Map r seattle streams meetup oct 2016
 
Linked in multi tier, multi-tenant, multi-problem kafka
Linked in multi tier, multi-tenant, multi-problem kafkaLinked in multi tier, multi-tenant, multi-problem kafka
Linked in multi tier, multi-tenant, multi-problem kafka
 
Seattle kafka meetup nov 2015 published siphon
Seattle kafka meetup nov 2015 published  siphonSeattle kafka meetup nov 2015 published  siphon
Seattle kafka meetup nov 2015 published siphon
 

Dernier

Engineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesEngineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesRAJNEESHKUMAR341697
 
AIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech studentsAIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech studentsvanyagupta248
 
Hostel management system project report..pdf
Hostel management system project report..pdfHostel management system project report..pdf
Hostel management system project report..pdfKamal Acharya
 
1_Introduction + EAM Vocabulary + how to navigate in EAM.pdf
1_Introduction + EAM Vocabulary + how to navigate in EAM.pdf1_Introduction + EAM Vocabulary + how to navigate in EAM.pdf
1_Introduction + EAM Vocabulary + how to navigate in EAM.pdfAldoGarca30
 
School management system project Report.pdf
School management system project Report.pdfSchool management system project Report.pdf
School management system project Report.pdfKamal Acharya
 
Online electricity billing project report..pdf
Online electricity billing project report..pdfOnline electricity billing project report..pdf
Online electricity billing project report..pdfKamal Acharya
 
Verification of thevenin's theorem for BEEE Lab (1).pptx
Verification of thevenin's theorem for BEEE Lab (1).pptxVerification of thevenin's theorem for BEEE Lab (1).pptx
Verification of thevenin's theorem for BEEE Lab (1).pptxchumtiyababu
 
Unit 4_Part 1 CSE2001 Exception Handling and Function Template and Class Temp...
Unit 4_Part 1 CSE2001 Exception Handling and Function Template and Class Temp...Unit 4_Part 1 CSE2001 Exception Handling and Function Template and Class Temp...
Unit 4_Part 1 CSE2001 Exception Handling and Function Template and Class Temp...drmkjayanthikannan
 
kiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal loadkiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal loadhamedmustafa094
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTbhaskargani46
 
GEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLE
GEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLEGEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLE
GEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLEselvakumar948
 
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments""Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"mphochane1998
 
NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...
NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...
NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...Amil baba
 
Online food ordering system project report.pdf
Online food ordering system project report.pdfOnline food ordering system project report.pdf
Online food ordering system project report.pdfKamal Acharya
 
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKARHAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKARKOUSTAV SARKAR
 
PE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and propertiesPE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and propertiessarkmank1
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.Kamal Acharya
 
DeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesDeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesMayuraD1
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfJiananWang21
 

Dernier (20)

Engineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesEngineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planes
 
AIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech studentsAIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech students
 
Hostel management system project report..pdf
Hostel management system project report..pdfHostel management system project report..pdf
Hostel management system project report..pdf
 
1_Introduction + EAM Vocabulary + how to navigate in EAM.pdf
1_Introduction + EAM Vocabulary + how to navigate in EAM.pdf1_Introduction + EAM Vocabulary + how to navigate in EAM.pdf
1_Introduction + EAM Vocabulary + how to navigate in EAM.pdf
 
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced LoadsFEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
 
School management system project Report.pdf
School management system project Report.pdfSchool management system project Report.pdf
School management system project Report.pdf
 
Online electricity billing project report..pdf
Online electricity billing project report..pdfOnline electricity billing project report..pdf
Online electricity billing project report..pdf
 
Verification of thevenin's theorem for BEEE Lab (1).pptx
Verification of thevenin's theorem for BEEE Lab (1).pptxVerification of thevenin's theorem for BEEE Lab (1).pptx
Verification of thevenin's theorem for BEEE Lab (1).pptx
 
Unit 4_Part 1 CSE2001 Exception Handling and Function Template and Class Temp...
Unit 4_Part 1 CSE2001 Exception Handling and Function Template and Class Temp...Unit 4_Part 1 CSE2001 Exception Handling and Function Template and Class Temp...
Unit 4_Part 1 CSE2001 Exception Handling and Function Template and Class Temp...
 
kiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal loadkiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal load
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPT
 
GEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLE
GEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLEGEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLE
GEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLE
 
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments""Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
 
NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...
NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...
NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...
 
Online food ordering system project report.pdf
Online food ordering system project report.pdfOnline food ordering system project report.pdf
Online food ordering system project report.pdf
 
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKARHAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
 
PE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and propertiesPE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and properties
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.
 
DeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesDeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakes
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 

Brandon obrien streaming_data