SlideShare una empresa de Scribd logo
1 de 33
Descargar para leer sin conexión
Storm and Cassandra
Cassandra NYC Meetup 11/5/2013
Jake Luciani (@tjake)
What is Storm?
•

Distributed event processor

•

Provides constructs to reliably process all events

•

Simple conceptual model

•

New to Apache Incubator:
http://wiki.apache.org/incubator/StormProposal
Storm Concepts
Spout - Collects work and submits it to be processed.
Tracks success or failure of each tuple.

…

Tuple - A collection of data that is passed within storm.

Bolt - Processes tuples and optionally emits more tuples.
Stream - Identifies outputs from a Spout/Bolt.
Forces tuples have some declared structure.
Storm Topologies
A directed graph of spouts and bolts connected via streams

A-F
G-P

Firehose

Zookeeper

Q-Z

Host A

Host B

Host C

Cassandra
(optional)
Example Topologies

•

Track the top 10 most popular links being shared in the
last N minutes.
Where does data end up?
•

Storm supports built in RPC so client requests can
effectively become a spout.
!

•

Put the data into a database…

•

Why Cassandra though?
Why Cassandra?

•

Cassandra’s Data model allows incremental
modifications to rows.

•

Different bolts can update different parts of a
Cassandra row asynchronously.
Example
StormScraper!
A web crawling system built on
Storm + Cassandra
!
http://github.com/tjake/stormscraper
StormScraper C* DataModel
!

CREATE TABLE scrape_list (
url text PRIMARY KEY,
last_update timestamp,
depth int
);

CREATE TABLE pages (
url text,
scrape_date timestamp,
title text,
html text,
text text,
inbound_links set<text>,
outbound_links set<text>,
PRIMARY KEY (url, scrape_date)
);
StormScraper Topology
StormScraper Topology

Cassandra
StormScraper Topology

Url
Spout

Cassandra
StormScraper Topology

Url
Spout

Cassandra
StormScraper Topology

Url
Spout

Cassandra
StormScraper Topology

Url
Spout

Scraper
Bolt

Cassandra
StormScraper Topology

Url
Spout

Scraper
Bolt

Cassandra
StormScraper Topology

Url
Spout

Scraper
Bolt

Cassandra
StormScraper Topology
Html Writer

Url
Spout

Scraper
Bolt

Cassandra
StormScraper Topology
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Cassandra
StormScraper Topology
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra
StormScraper Topology
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra

Text Writer
StormScraper Topology
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra

Text Writer
StormScraper Topology
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra

Text Writer
StormScraper Topology
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra

Text Writer
StormScraper Topology
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra

Text Writer
StormScraper Topology
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra

Text Writer
StormScraper Topology
Fail
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra

Text Writer
StormScraper Topology
Fail
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra

Text Writer
StormScraper Topology
Fail
Html Writer

Url
Spout

Scraper
Bolt

Link Writer

Text
Extraction
Bolt
Cassandra

Text Writer
Code Walkthrough
http://github.com/tjake/
stormscraper
Storm Summary

•

Powerful

•

But easy to make mistakes
•

Wrong tuple expectation, names, types

•

Bad topology wiring
Thank You!
Q&A?

Más contenido relacionado

La actualidad más candente

Learning Stream Processing with Apache Storm
Learning Stream Processing with Apache StormLearning Stream Processing with Apache Storm
Learning Stream Processing with Apache StormEugene Dvorkin
 
Slide #1:Introduction to Apache Storm
Slide #1:Introduction to Apache StormSlide #1:Introduction to Apache Storm
Slide #1:Introduction to Apache StormMd. Shamsur Rahim
 
Scaling Apache Storm (Hadoop Summit 2015)
Scaling Apache Storm (Hadoop Summit 2015)Scaling Apache Storm (Hadoop Summit 2015)
Scaling Apache Storm (Hadoop Summit 2015)Robert Evans
 
PHP Backends for Real-Time User Interaction using Apache Storm.
PHP Backends for Real-Time User Interaction using Apache Storm.PHP Backends for Real-Time User Interaction using Apache Storm.
PHP Backends for Real-Time User Interaction using Apache Storm.DECK36
 
Introduction to Twitter Storm
Introduction to Twitter StormIntroduction to Twitter Storm
Introduction to Twitter StormUwe Printz
 
Storm: The Real-Time Layer - GlueCon 2012
Storm: The Real-Time Layer  - GlueCon 2012Storm: The Real-Time Layer  - GlueCon 2012
Storm: The Real-Time Layer - GlueCon 2012Dan Lynn
 
Real-time Big Data Processing with Storm
Real-time Big Data Processing with StormReal-time Big Data Processing with Storm
Real-time Big Data Processing with Stormviirya
 
Storm Real Time Computation
Storm Real Time ComputationStorm Real Time Computation
Storm Real Time ComputationSonal Raj
 
Real Time Graph Computations in Storm, Neo4J, Python - PyCon India 2013
Real Time Graph Computations in Storm, Neo4J, Python - PyCon India 2013Real Time Graph Computations in Storm, Neo4J, Python - PyCon India 2013
Real Time Graph Computations in Storm, Neo4J, Python - PyCon India 2013Sonal Raj
 
Introduction to Apache Storm - Concept & Example
Introduction to Apache Storm - Concept & ExampleIntroduction to Apache Storm - Concept & Example
Introduction to Apache Storm - Concept & ExampleDung Ngua
 
Cassandra and Storm at Health Market Sceince
Cassandra and Storm at Health Market SceinceCassandra and Storm at Health Market Sceince
Cassandra and Storm at Health Market SceinceP. Taylor Goetz
 
Realtime Analytics with Storm and Hadoop
Realtime Analytics with Storm and HadoopRealtime Analytics with Storm and Hadoop
Realtime Analytics with Storm and HadoopDataWorks Summit
 
Storm presentation
Storm presentationStorm presentation
Storm presentationShyam Raj
 
Spark vs storm
Spark vs stormSpark vs storm
Spark vs stormTrong Ton
 
Scaling Apache Storm - Strata + Hadoop World 2014
Scaling Apache Storm - Strata + Hadoop World 2014Scaling Apache Storm - Strata + Hadoop World 2014
Scaling Apache Storm - Strata + Hadoop World 2014P. Taylor Goetz
 

La actualidad más candente (19)

Learning Stream Processing with Apache Storm
Learning Stream Processing with Apache StormLearning Stream Processing with Apache Storm
Learning Stream Processing with Apache Storm
 
Slide #1:Introduction to Apache Storm
Slide #1:Introduction to Apache StormSlide #1:Introduction to Apache Storm
Slide #1:Introduction to Apache Storm
 
Scaling Apache Storm (Hadoop Summit 2015)
Scaling Apache Storm (Hadoop Summit 2015)Scaling Apache Storm (Hadoop Summit 2015)
Scaling Apache Storm (Hadoop Summit 2015)
 
PHP Backends for Real-Time User Interaction using Apache Storm.
PHP Backends for Real-Time User Interaction using Apache Storm.PHP Backends for Real-Time User Interaction using Apache Storm.
PHP Backends for Real-Time User Interaction using Apache Storm.
 
Introduction to Twitter Storm
Introduction to Twitter StormIntroduction to Twitter Storm
Introduction to Twitter Storm
 
Storm: The Real-Time Layer - GlueCon 2012
Storm: The Real-Time Layer  - GlueCon 2012Storm: The Real-Time Layer  - GlueCon 2012
Storm: The Real-Time Layer - GlueCon 2012
 
Real-time Big Data Processing with Storm
Real-time Big Data Processing with StormReal-time Big Data Processing with Storm
Real-time Big Data Processing with Storm
 
Yahoo compares Storm and Spark
Yahoo compares Storm and SparkYahoo compares Storm and Spark
Yahoo compares Storm and Spark
 
Storm Real Time Computation
Storm Real Time ComputationStorm Real Time Computation
Storm Real Time Computation
 
Real Time Graph Computations in Storm, Neo4J, Python - PyCon India 2013
Real Time Graph Computations in Storm, Neo4J, Python - PyCon India 2013Real Time Graph Computations in Storm, Neo4J, Python - PyCon India 2013
Real Time Graph Computations in Storm, Neo4J, Python - PyCon India 2013
 
Resource Aware Scheduling in Apache Storm
Resource Aware Scheduling in Apache StormResource Aware Scheduling in Apache Storm
Resource Aware Scheduling in Apache Storm
 
Introduction to Apache Storm
Introduction to Apache StormIntroduction to Apache Storm
Introduction to Apache Storm
 
Introduction to Apache Storm - Concept & Example
Introduction to Apache Storm - Concept & ExampleIntroduction to Apache Storm - Concept & Example
Introduction to Apache Storm - Concept & Example
 
Cassandra and Storm at Health Market Sceince
Cassandra and Storm at Health Market SceinceCassandra and Storm at Health Market Sceince
Cassandra and Storm at Health Market Sceince
 
Storm
StormStorm
Storm
 
Realtime Analytics with Storm and Hadoop
Realtime Analytics with Storm and HadoopRealtime Analytics with Storm and Hadoop
Realtime Analytics with Storm and Hadoop
 
Storm presentation
Storm presentationStorm presentation
Storm presentation
 
Spark vs storm
Spark vs stormSpark vs storm
Spark vs storm
 
Scaling Apache Storm - Strata + Hadoop World 2014
Scaling Apache Storm - Strata + Hadoop World 2014Scaling Apache Storm - Strata + Hadoop World 2014
Scaling Apache Storm - Strata + Hadoop World 2014
 

Destacado

Building large-scale analytics platform with Storm, Kafka and Cassandra - NYC...
Building large-scale analytics platform with Storm, Kafka and Cassandra - NYC...Building large-scale analytics platform with Storm, Kafka and Cassandra - NYC...
Building large-scale analytics platform with Storm, Kafka and Cassandra - NYC...Alexey Kharlamov
 
Real-Time Analytics with Kafka, Cassandra and Storm
Real-Time Analytics with Kafka, Cassandra and StormReal-Time Analytics with Kafka, Cassandra and Storm
Real-Time Analytics with Kafka, Cassandra and StormJohn Georgiadis
 
Kafka and Storm - event processing in realtime
Kafka and Storm - event processing in realtimeKafka and Storm - event processing in realtime
Kafka and Storm - event processing in realtimeGuido Schmutz
 
Low-Latency Analytics with NoSQL – Introduction to Storm and Cassandra
Low-Latency Analytics with NoSQL – Introduction to Storm and CassandraLow-Latency Analytics with NoSQL – Introduction to Storm and Cassandra
Low-Latency Analytics with NoSQL – Introduction to Storm and CassandraCaserta
 
Real Time Data Streaming using Kafka & Storm
Real Time Data Streaming using Kafka & StormReal Time Data Streaming using Kafka & Storm
Real Time Data Streaming using Kafka & StormRan Silberman
 
Aids and the_duty_to_warn-1
Aids and the_duty_to_warn-1Aids and the_duty_to_warn-1
Aids and the_duty_to_warn-1lisawhistler
 
The Modern Web Part 4: Cloud Computing
The Modern Web Part 4: Cloud ComputingThe Modern Web Part 4: Cloud Computing
The Modern Web Part 4: Cloud ComputingDavid Pallmann
 
KDB database (EPAM tech talks, Sofia, April, 2015)
KDB database (EPAM tech talks, Sofia, April, 2015)KDB database (EPAM tech talks, Sofia, April, 2015)
KDB database (EPAM tech talks, Sofia, April, 2015)Martin Toshev
 
Actors and Threads
Actors and ThreadsActors and Threads
Actors and Threadsmperham
 
Asynchronous stream processing with Akka Streams
Asynchronous stream processing with Akka StreamsAsynchronous stream processing with Akka Streams
Asynchronous stream processing with Akka StreamsJohan Andrén
 
Kafka replication apachecon_2013
Kafka replication apachecon_2013Kafka replication apachecon_2013
Kafka replication apachecon_2013Jun Rao
 
Cassandra + Spark + Elk
Cassandra + Spark + ElkCassandra + Spark + Elk
Cassandra + Spark + ElkVasil Remeniuk
 
Streaming Data Analytics with Kinesis Firehouse and Redshift
Streaming Data Analytics with Kinesis Firehouse and RedshiftStreaming Data Analytics with Kinesis Firehouse and Redshift
Streaming Data Analytics with Kinesis Firehouse and RedshiftAmazon Web Services
 
AWS re:Invent 2016: How DataXu scaled its Attribution System to handle billio...
AWS re:Invent 2016: How DataXu scaled its Attribution System to handle billio...AWS re:Invent 2016: How DataXu scaled its Attribution System to handle billio...
AWS re:Invent 2016: How DataXu scaled its Attribution System to handle billio...Amazon Web Services
 
Elassandra: Elasticsearch as a Cassandra Secondary Index (Rémi Trouville, Vin...
Elassandra: Elasticsearch as a Cassandra Secondary Index (Rémi Trouville, Vin...Elassandra: Elasticsearch as a Cassandra Secondary Index (Rémi Trouville, Vin...
Elassandra: Elasticsearch as a Cassandra Secondary Index (Rémi Trouville, Vin...DataStax
 
A Well Structured Essay
A Well Structured EssayA Well Structured Essay
A Well Structured Essaywsymes
 
AWS re:Invent 2016: Real-Time Data Exploration and Analytics with Amazon Elas...
AWS re:Invent 2016: Real-Time Data Exploration and Analytics with Amazon Elas...AWS re:Invent 2016: Real-Time Data Exploration and Analytics with Amazon Elas...
AWS re:Invent 2016: Real-Time Data Exploration and Analytics with Amazon Elas...Amazon Web Services
 
Deep dive and best practices on real time streaming applications nyc-loft_oct...
Deep dive and best practices on real time streaming applications nyc-loft_oct...Deep dive and best practices on real time streaming applications nyc-loft_oct...
Deep dive and best practices on real time streaming applications nyc-loft_oct...Amazon Web Services
 
AWS re:Invent 2016: Extending Hadoop and Spark to the AWS Cloud (GPST304)
AWS re:Invent 2016: Extending Hadoop and Spark to the AWS Cloud (GPST304)AWS re:Invent 2016: Extending Hadoop and Spark to the AWS Cloud (GPST304)
AWS re:Invent 2016: Extending Hadoop and Spark to the AWS Cloud (GPST304)Amazon Web Services
 
AWS re:Invent 2016: Analyzing Streaming Data in Real-time with Amazon Kinesis...
AWS re:Invent 2016: Analyzing Streaming Data in Real-time with Amazon Kinesis...AWS re:Invent 2016: Analyzing Streaming Data in Real-time with Amazon Kinesis...
AWS re:Invent 2016: Analyzing Streaming Data in Real-time with Amazon Kinesis...Amazon Web Services
 

Destacado (20)

Building large-scale analytics platform with Storm, Kafka and Cassandra - NYC...
Building large-scale analytics platform with Storm, Kafka and Cassandra - NYC...Building large-scale analytics platform with Storm, Kafka and Cassandra - NYC...
Building large-scale analytics platform with Storm, Kafka and Cassandra - NYC...
 
Real-Time Analytics with Kafka, Cassandra and Storm
Real-Time Analytics with Kafka, Cassandra and StormReal-Time Analytics with Kafka, Cassandra and Storm
Real-Time Analytics with Kafka, Cassandra and Storm
 
Kafka and Storm - event processing in realtime
Kafka and Storm - event processing in realtimeKafka and Storm - event processing in realtime
Kafka and Storm - event processing in realtime
 
Low-Latency Analytics with NoSQL – Introduction to Storm and Cassandra
Low-Latency Analytics with NoSQL – Introduction to Storm and CassandraLow-Latency Analytics with NoSQL – Introduction to Storm and Cassandra
Low-Latency Analytics with NoSQL – Introduction to Storm and Cassandra
 
Real Time Data Streaming using Kafka & Storm
Real Time Data Streaming using Kafka & StormReal Time Data Streaming using Kafka & Storm
Real Time Data Streaming using Kafka & Storm
 
Aids and the_duty_to_warn-1
Aids and the_duty_to_warn-1Aids and the_duty_to_warn-1
Aids and the_duty_to_warn-1
 
The Modern Web Part 4: Cloud Computing
The Modern Web Part 4: Cloud ComputingThe Modern Web Part 4: Cloud Computing
The Modern Web Part 4: Cloud Computing
 
KDB database (EPAM tech talks, Sofia, April, 2015)
KDB database (EPAM tech talks, Sofia, April, 2015)KDB database (EPAM tech talks, Sofia, April, 2015)
KDB database (EPAM tech talks, Sofia, April, 2015)
 
Actors and Threads
Actors and ThreadsActors and Threads
Actors and Threads
 
Asynchronous stream processing with Akka Streams
Asynchronous stream processing with Akka StreamsAsynchronous stream processing with Akka Streams
Asynchronous stream processing with Akka Streams
 
Kafka replication apachecon_2013
Kafka replication apachecon_2013Kafka replication apachecon_2013
Kafka replication apachecon_2013
 
Cassandra + Spark + Elk
Cassandra + Spark + ElkCassandra + Spark + Elk
Cassandra + Spark + Elk
 
Streaming Data Analytics with Kinesis Firehouse and Redshift
Streaming Data Analytics with Kinesis Firehouse and RedshiftStreaming Data Analytics with Kinesis Firehouse and Redshift
Streaming Data Analytics with Kinesis Firehouse and Redshift
 
AWS re:Invent 2016: How DataXu scaled its Attribution System to handle billio...
AWS re:Invent 2016: How DataXu scaled its Attribution System to handle billio...AWS re:Invent 2016: How DataXu scaled its Attribution System to handle billio...
AWS re:Invent 2016: How DataXu scaled its Attribution System to handle billio...
 
Elassandra: Elasticsearch as a Cassandra Secondary Index (Rémi Trouville, Vin...
Elassandra: Elasticsearch as a Cassandra Secondary Index (Rémi Trouville, Vin...Elassandra: Elasticsearch as a Cassandra Secondary Index (Rémi Trouville, Vin...
Elassandra: Elasticsearch as a Cassandra Secondary Index (Rémi Trouville, Vin...
 
A Well Structured Essay
A Well Structured EssayA Well Structured Essay
A Well Structured Essay
 
AWS re:Invent 2016: Real-Time Data Exploration and Analytics with Amazon Elas...
AWS re:Invent 2016: Real-Time Data Exploration and Analytics with Amazon Elas...AWS re:Invent 2016: Real-Time Data Exploration and Analytics with Amazon Elas...
AWS re:Invent 2016: Real-Time Data Exploration and Analytics with Amazon Elas...
 
Deep dive and best practices on real time streaming applications nyc-loft_oct...
Deep dive and best practices on real time streaming applications nyc-loft_oct...Deep dive and best practices on real time streaming applications nyc-loft_oct...
Deep dive and best practices on real time streaming applications nyc-loft_oct...
 
AWS re:Invent 2016: Extending Hadoop and Spark to the AWS Cloud (GPST304)
AWS re:Invent 2016: Extending Hadoop and Spark to the AWS Cloud (GPST304)AWS re:Invent 2016: Extending Hadoop and Spark to the AWS Cloud (GPST304)
AWS re:Invent 2016: Extending Hadoop and Spark to the AWS Cloud (GPST304)
 
AWS re:Invent 2016: Analyzing Streaming Data in Real-time with Amazon Kinesis...
AWS re:Invent 2016: Analyzing Streaming Data in Real-time with Amazon Kinesis...AWS re:Invent 2016: Analyzing Streaming Data in Real-time with Amazon Kinesis...
AWS re:Invent 2016: Analyzing Streaming Data in Real-time with Amazon Kinesis...
 

Similar a Storm and Cassandra

All Day DevOps - FLiP Stack for Cloud Data Lakes
All Day DevOps - FLiP Stack for Cloud Data LakesAll Day DevOps - FLiP Stack for Cloud Data Lakes
All Day DevOps - FLiP Stack for Cloud Data LakesTimothy Spann
 
DustinVannoy_DataPipelines_AzureDataConf_Dec22.pdf
DustinVannoy_DataPipelines_AzureDataConf_Dec22.pdfDustinVannoy_DataPipelines_AzureDataConf_Dec22.pdf
DustinVannoy_DataPipelines_AzureDataConf_Dec22.pdfDustin Vannoy
 
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...Guido Schmutz
 
Apache storm vs. Spark Streaming
Apache storm vs. Spark StreamingApache storm vs. Spark Streaming
Apache storm vs. Spark StreamingP. Taylor Goetz
 
Cleveland HUG - Storm
Cleveland HUG - StormCleveland HUG - Storm
Cleveland HUG - Stormjustinjleet
 
SMACK Stack - Fast Data Done Right by Stefan Siprell at Codemotion Dubai
SMACK Stack - Fast Data Done Right by Stefan Siprell at Codemotion DubaiSMACK Stack - Fast Data Done Right by Stefan Siprell at Codemotion Dubai
SMACK Stack - Fast Data Done Right by Stefan Siprell at Codemotion DubaiCodemotion Dubai
 
NoLambda: Combining Streaming, Ad-Hoc, Machine Learning and Batch Analysis
NoLambda: Combining Streaming, Ad-Hoc, Machine Learning and Batch AnalysisNoLambda: Combining Streaming, Ad-Hoc, Machine Learning and Batch Analysis
NoLambda: Combining Streaming, Ad-Hoc, Machine Learning and Batch AnalysisHelena Edelson
 
Connecting kafka message systems with scylla
Connecting kafka message systems with scylla   Connecting kafka message systems with scylla
Connecting kafka message systems with scylla Maheedhar Gunturu
 
Lambda Architecture with Spark Streaming, Kafka, Cassandra, Akka, Scala
Lambda Architecture with Spark Streaming, Kafka, Cassandra, Akka, ScalaLambda Architecture with Spark Streaming, Kafka, Cassandra, Akka, Scala
Lambda Architecture with Spark Streaming, Kafka, Cassandra, Akka, ScalaHelena Edelson
 
Introduction to Apache NiFi And Storm
Introduction to Apache NiFi And StormIntroduction to Apache NiFi And Storm
Introduction to Apache NiFi And StormJungtaek Lim
 
Spark Summit EU talk by Sameer Agarwal
Spark Summit EU talk by Sameer AgarwalSpark Summit EU talk by Sameer Agarwal
Spark Summit EU talk by Sameer AgarwalSpark Summit
 
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...Helena Edelson
 
Typesafe & William Hill: Cassandra, Spark, and Kafka - The New Streaming Data...
Typesafe & William Hill: Cassandra, Spark, and Kafka - The New Streaming Data...Typesafe & William Hill: Cassandra, Spark, and Kafka - The New Streaming Data...
Typesafe & William Hill: Cassandra, Spark, and Kafka - The New Streaming Data...DataStax Academy
 
Anomaly Detection at Scale
Anomaly Detection at ScaleAnomaly Detection at Scale
Anomaly Detection at ScaleJeff Henrikson
 
Development and Applications of Distributed IoT Sensors for Intermittent Conn...
Development and Applications of Distributed IoT Sensors for Intermittent Conn...Development and Applications of Distributed IoT Sensors for Intermittent Conn...
Development and Applications of Distributed IoT Sensors for Intermittent Conn...InfluxData
 
Streaming ETL with Apache Kafka and KSQL
Streaming ETL with Apache Kafka and KSQLStreaming ETL with Apache Kafka and KSQL
Streaming ETL with Apache Kafka and KSQLNick Dearden
 
Netflix Keystone—Cloud scale event processing pipeline
Netflix Keystone—Cloud scale event processing pipelineNetflix Keystone—Cloud scale event processing pipeline
Netflix Keystone—Cloud scale event processing pipelineMonal Daxini
 
Huawei Advanced Data Science With Spark Streaming
Huawei Advanced Data Science With Spark StreamingHuawei Advanced Data Science With Spark Streaming
Huawei Advanced Data Science With Spark StreamingJen Aman
 

Similar a Storm and Cassandra (20)

All Day DevOps - FLiP Stack for Cloud Data Lakes
All Day DevOps - FLiP Stack for Cloud Data LakesAll Day DevOps - FLiP Stack for Cloud Data Lakes
All Day DevOps - FLiP Stack for Cloud Data Lakes
 
DustinVannoy_DataPipelines_AzureDataConf_Dec22.pdf
DustinVannoy_DataPipelines_AzureDataConf_Dec22.pdfDustinVannoy_DataPipelines_AzureDataConf_Dec22.pdf
DustinVannoy_DataPipelines_AzureDataConf_Dec22.pdf
 
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
 
Apache Storm
Apache StormApache Storm
Apache Storm
 
Apache storm vs. Spark Streaming
Apache storm vs. Spark StreamingApache storm vs. Spark Streaming
Apache storm vs. Spark Streaming
 
Cleveland HUG - Storm
Cleveland HUG - StormCleveland HUG - Storm
Cleveland HUG - Storm
 
Apache storm
Apache stormApache storm
Apache storm
 
SMACK Stack - Fast Data Done Right by Stefan Siprell at Codemotion Dubai
SMACK Stack - Fast Data Done Right by Stefan Siprell at Codemotion DubaiSMACK Stack - Fast Data Done Right by Stefan Siprell at Codemotion Dubai
SMACK Stack - Fast Data Done Right by Stefan Siprell at Codemotion Dubai
 
NoLambda: Combining Streaming, Ad-Hoc, Machine Learning and Batch Analysis
NoLambda: Combining Streaming, Ad-Hoc, Machine Learning and Batch AnalysisNoLambda: Combining Streaming, Ad-Hoc, Machine Learning and Batch Analysis
NoLambda: Combining Streaming, Ad-Hoc, Machine Learning and Batch Analysis
 
Connecting kafka message systems with scylla
Connecting kafka message systems with scylla   Connecting kafka message systems with scylla
Connecting kafka message systems with scylla
 
Lambda Architecture with Spark Streaming, Kafka, Cassandra, Akka, Scala
Lambda Architecture with Spark Streaming, Kafka, Cassandra, Akka, ScalaLambda Architecture with Spark Streaming, Kafka, Cassandra, Akka, Scala
Lambda Architecture with Spark Streaming, Kafka, Cassandra, Akka, Scala
 
Introduction to Apache NiFi And Storm
Introduction to Apache NiFi And StormIntroduction to Apache NiFi And Storm
Introduction to Apache NiFi And Storm
 
Spark Summit EU talk by Sameer Agarwal
Spark Summit EU talk by Sameer AgarwalSpark Summit EU talk by Sameer Agarwal
Spark Summit EU talk by Sameer Agarwal
 
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
 
Typesafe & William Hill: Cassandra, Spark, and Kafka - The New Streaming Data...
Typesafe & William Hill: Cassandra, Spark, and Kafka - The New Streaming Data...Typesafe & William Hill: Cassandra, Spark, and Kafka - The New Streaming Data...
Typesafe & William Hill: Cassandra, Spark, and Kafka - The New Streaming Data...
 
Anomaly Detection at Scale
Anomaly Detection at ScaleAnomaly Detection at Scale
Anomaly Detection at Scale
 
Development and Applications of Distributed IoT Sensors for Intermittent Conn...
Development and Applications of Distributed IoT Sensors for Intermittent Conn...Development and Applications of Distributed IoT Sensors for Intermittent Conn...
Development and Applications of Distributed IoT Sensors for Intermittent Conn...
 
Streaming ETL with Apache Kafka and KSQL
Streaming ETL with Apache Kafka and KSQLStreaming ETL with Apache Kafka and KSQL
Streaming ETL with Apache Kafka and KSQL
 
Netflix Keystone—Cloud scale event processing pipeline
Netflix Keystone—Cloud scale event processing pipelineNetflix Keystone—Cloud scale event processing pipeline
Netflix Keystone—Cloud scale event processing pipeline
 
Huawei Advanced Data Science With Spark Streaming
Huawei Advanced Data Science With Spark StreamingHuawei Advanced Data Science With Spark Streaming
Huawei Advanced Data Science With Spark Streaming
 

Último

Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embeddingZilliz
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 

Último (20)

Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embedding
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 

Storm and Cassandra