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@@ -80,9 +80,9 @@ Finally, we discussed techniques for achieving fault tolerance and exactly-once
1. Seth Lowenberger: “[MoldUDP64 Protocol Specification V 1.00](http://www.nasdaqtrader.com/content/technicalsupport/specifications/dataproducts/moldudp64.pdf),” *nasdaqtrader.com*, July 2009.
1. Pieter Hintjens: [*ZeroMQ – The Guide*](http://zguide.zeromq.org/page:all). O'Reilly Media, 2013. ISBN: 978-1-449-33404-8
1. Ian Malpass: “[Measure Anything, Measure Everything](https://codeascraft.com/2011/02/15/measure-anything-measure-everything/),” *codeascraft.com*, February 15, 2011.
1. Dieter Plaetinck: “[25 Graphite, Grafana and statsd Gotchas](https://blog.raintank.io/25-graphite-grafana-and-statsd-gotchas/),” *blog.raintank.io*, March 3, 2016.
1. Dieter Plaetinck: “[25 Graphite, Grafana and statsd Gotchas](https://grafana.com/blog/2016/03/03/25-graphite-grafana-and-statsd-gotchas/),” *grafana.com*, March 3, 2016.
1. Jeff Lindsay: “[Web Hooks to Revolutionize the Web](https://web.archive.org/web/20180928201955/http://progrium.com/blog/2007/05/03/web-hooks-to-revolutionize-the-web/),” *progrium.com*, May 3, 2007.
1. Jim N. Gray: “[Queues Are Databases](http://research.microsoft.com/pubs/69641/tr-95-56.pdf),” Microsoft Research Technical Report MSR-TR-95-56, December 1995.
1. Jim N. Gray: “[Queues Are Databases](https://arxiv.org/pdf/cs/0701158.pdf),” Microsoft Research Technical Report MSR-TR-95-56, December 1995.
1. Mark Hapner, Rich Burridge, Rahul Sharma, et al.: “[JSR-343 Java Message Service (JMS) 2.0 Specification](https://jcp.org/en/jsr/detail?id=343),” *jms-spec.java.net*, March 2013.
1. Sanjay Aiyagari, Matthew Arrott, Mark Atwell, et al.: “[AMQP: Advanced Message Queuing Protocol Specification](http://www.rabbitmq.com/resources/specs/amqp0-9-1.pdf),” Version 0-9-1, November 2008.
1. “[Google Cloud Pub/Sub: A Google-Scale Messaging Service](https://cloud.google.com/pubsub/architecture),” *cloud.google.com*, 2016.
@@ -90,7 +90,7 @@ Finally, we discussed techniques for achieving fault tolerance and exactly-once
1. Jay Kreps, Neha Narkhede, and Jun Rao: “[Kafka: A Distributed Messaging System for Log Processing](http://www.longyu23.com/doc/Kafka.pdf),” at *6th International Workshop on Networking Meets Databases* (NetDB), June 2011.
1. “[Amazon Kinesis Streams Developer Guide](http://docs.aws.amazon.com/streams/latest/dev/introduction.html),” *docs.aws.amazon.com*, April 2016.
1. Leigh Stewart and Sijie Guo: “[Building DistributedLog: Twitter’s High-Performance Replicated Log Service](https://blog.twitter.com/2015/building-distributedlog-twitter-s-high-performance-replicated-log-service),” *blog.twitter.com*, September 16, 2015.
1. “[DistributedLog Documentation](http://distributedlog.incubator.apache.org/docs/latest/),” Twitter, Inc., *distributedlog.io*, May 2016.
1. “[DistributedLog Documentation](https://bookkeeper.apache.org/distributedlog/docs/latest/),” Apache Software Foundation, *distributedlog.io*.
1. Jay Kreps: “[Benchmarking Apache Kafka: 2 Million Writes Per Second (On Three Cheap Machines)](https://engineering.linkedin.com/kafka/benchmarking-apache-kafka-2-million-writes-second-three-cheap-machines),” *engineering.linkedin.com*, April 27, 2014.
1. Kartik Paramasivam: “[How We’re Improving and Advancing Kafka at LinkedIn](https://engineering.linkedin.com/apache-kafka/how-we_re-improving-and-advancing-kafka-linkedin),” *engineering.linkedin.com*, September 2, 2015.
1. Jay Kreps: “[The Log: What Every Software Engineer Should Know About Real-Time Data's Unifying Abstraction](http://engineering.linkedin.com/distributed-systems/log-what-every-software-engineer-should-know-about-real-time-datas-unifying),” *engineering.linkedin.com*, December 16, 2013.
@@ -98,7 +98,7 @@ Finally, we discussed techniques for achieving fault tolerance and exactly-once
1. Yogeshwer Sharma, Philippe Ajoux, Petchean Ang, et al.: “[Wormhole: Reliable Pub-Sub to Support Geo-Replicated Internet Services](https://www.usenix.org/system/files/conference/nsdi15/nsdi15-paper-sharma.pdf),” at *12th USENIX Symposium on Networked Systems Design and Implementation* (NSDI), May 2015.
1. P. P. S. Narayan: “[Sherpa Update](http://web.archive.org/web/20160801221400/https://developer.yahoo.com/blogs/ydn/sherpa-7992.html),” *developer.yahoo.com*, June 8, .
1. Martin Kleppmann: “[Bottled Water: Real-Time Integration of PostgreSQL and Kafka](http://martin.kleppmann.com/2015/04/23/bottled-water-real-time-postgresql-kafka.html),” *martin.kleppmann.com*, April 23, 2015.
1. Ben Osheroff: “[Introducing Maxwell, a mysql-to-kafka Binlog Processor](https://developer.zendesk.com/blog/introducing-maxwell-a-mysql-to-kafka-binlog-processor),” *developer.zendesk.com*, August 20, 2015.
1. Ben Osheroff: “[Introducing Maxwell, a mysql-to-kafka Binlog Processor](https://web.archive.org/web/20170208100334/https://developer.zendesk.com/blog/introducing-maxwell-a-mysql-to-kafka-binlog-processor),” *developer.zendesk.com*, August 20, 2015.
1. Randall Hauch: “[Debezium 0.2.1 Released](http://debezium.io/blog/2016/06/10/Debezium-0/),” *debezium.io*, June 10, 2016.
1. Prem Santosh Udaya Shankar: “[Streaming MySQL Tables in Real-Time to Kafka](https://engineeringblog.yelp.com/2016/08/streaming-mysql-tables-in-real-time-to-kafka.html),” *engineeringblog.yelp.com*, August 1, 2016.
1. “[Mongoriver](https://github.com/stripe/mongoriver),” Stripe, Inc., *github.com*, September 2014.
@@ -113,19 +113,19 @@ Finally, we discussed techniques for achieving fault tolerance and exactly-once
1. Neha Narkhede: “[Announcing Kafka Connect: Building Large-Scale Low-Latency Data Pipelines](http://www.confluent.io/blog/announcing-kafka-connect-building-large-scale-low-latency-data-pipelines),” *confluent.io*, February 18, 2016.
1. Greg Young: “[CQRS and Event Sourcing](https://www.youtube.com/watch?v=JHGkaShoyNs),” at *Code on the Beach*, August 2014.
1. Martin Fowler: “[Event Sourcing](http://martinfowler.com/eaaDev/EventSourcing.html),” *martinfowler.com*, December 12, 2005.
1. Vaughn Vernon: [*Implementing Domain-Driven Design*](https://vaughnvernon.co/?page_id=168). Addison-Wesley Professional, 2013. ISBN: 978-0-321-83457-7
1. H. V. Jagadish, Inderpal Singh Mumick, and Abraham Silberschatz: “[View Maintenance Issues for the Chronicle Data Model](http://www.mathcs.emory.edu/~cheung/papers/StreamDB/Histogram/1995-Jagadish-Histo.pdf),” at *14th ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems* (PODS), May 1995. [doi:10.1145/212433.220201](http://dx.doi.org/10.1145/212433.220201)
1. Vaughn Vernon: [*Implementing Domain-Driven Design*](https://www.informit.com/store/implementing-domain-driven-design-9780321834577). Addison-Wesley Professional, 2013. ISBN: 978-0-321-83457-7
1. H. V. Jagadish, Inderpal Singh Mumick, and Abraham Silberschatz: “[View Maintenance Issues for the Chronicle Data Model](https://dl.acm.org/doi/10.1145/212433.220201),” at *14th ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems* (PODS), May 1995. [doi:10.1145/212433.220201](http://dx.doi.org/10.1145/212433.220201)
1. “[Event Store 3.5.0 Documentation](http://docs.geteventstore.com/),” Event Store LLP, *docs.geteventstore.com*, February 2016.
1. Martin Kleppmann: [*Making Sense of Stream Processing*](http://www.oreilly.com/data/free/stream-processing.csp). Report, O'Reilly Media, May 2016.
1. Sander Mak: “[Event-Sourced Architectures with Akka](http://www.slideshare.net/SanderMak/eventsourced-architectures-with-akka),” at *JavaOne*, September 2014.
1. Julian Hyde: [personal communication](https://twitter.com/julianhyde/status/743374145006641153), June 2016.
1. Ashish Gupta and Inderpal Singh Mumick: *Materialized Views: Techniques, Implementations, and Applications*. MIT Press, 1999. ISBN: 978-0-262-57122-7
1. Timothy Griffin and Leonid Libkin: “[Incremental Maintenance of Views with Duplicates](http://homepages.inf.ed.ac.uk/libkin/papers/sigmod95.pdf),” at *ACM International Conference on Management of Data* (SIGMOD), May 1995. [doi:10.1145/223784.223849](http://dx.doi.org/10.1145/223784.223849)
1. Pat Helland: “[Immutability Changes Everything](http://www.cidrdb.org/cidr2015/Papers/CIDR15_Paper16.pdf),” at *7th Biennial Conference on Innovative Data Systems Research* (CIDR), January 2015.
1. Pat Helland: “[Immutability Changes Everything](http://cidrdb.org/cidr2015/Papers/CIDR15_Paper16.pdf),” at *7th Biennial Conference on Innovative Data Systems Research* (CIDR), January 2015.
1. Martin Kleppmann: “[Accounting for Computer Scientists](http://martin.kleppmann.com/2011/03/07/accounting-for-computer-scientists.html),” *martin.kleppmann.com*, March 7, 2011.
1. Pat Helland: “[Accountants Don't Use Erasers](https://blogs.msdn.microsoft.com/pathelland/2007/06/14/accountants-dont-use-erasers/),” *blogs.msdn.com*, June 14, 2007.
1. Fangjin Yang: “[Dogfooding with Druid, Samza, and Kafka: Metametrics at Metamarkets](https://metamarkets.com/2015/dogfooding-with-druid-samza-and-kafka-metametrics-at-metamarkets/),” *metamarkets.com*, June 3, 2015.
1. Gavin Li, Jianqiu Lv, and Hang Qi: “[Pistachio: Co-Locate the Data and Compute for Fastest Cloud Compute](http://yahoohadoop.tumblr.com/post/116365275781/pistachio-co-locate-the-data-and-compute-for),” *yahoohadoop.tumblr.com*, April 13, 2015.
1. Gavin Li, Jianqiu Lv, and Hang Qi: “[Pistachio: Co-Locate the Data and Compute for Fastest Cloud Compute](https://web.archive.org/web/20181214032620/https://yahoohadoop.tumblr.com/post/116365275781/pistachio-co-locate-the-data-and-compute-for),” *yahoohadoop.tumblr.com*, April 13, 2015.
1. Kartik Paramasivam: “[Stream Processing Hard Problems – Part 1: Killing Lambda](https://engineering.linkedin.com/blog/2016/06/stream-processing-hard-problems-part-1-killing-lambda),” *engineering.linkedin.com*, June 27, 2016.
1. Martin Fowler: “[CQRS](http://martinfowler.com/bliki/CQRS.html),” *martinfowler.com*, July 14, 2011.
1. Greg Young: “[CQRS Documents](https://cqrs.files.wordpress.com/2010/11/cqrs_documents.pdf),” *cqrs.files.wordpress.com*, November 2010.
@@ -136,20 +136,20 @@ Finally, we discussed techniques for achieving fault tolerance and exactly-once
1. Jay Kreps: “[The irony of distributed systems is that data loss is really easy but deleting data is surprisingly hard,](https://twitter.com/jaykreps/status/582580836425330688)” *twitter.com*, March 30, 2015.
1. David C. Luckham: “[What’s the Difference Between ESP and CEP?](http://www.complexevents.com/2006/08/01/what%E2%80%99s-the-difference-between-esp-and-cep/),” *complexevents.com*, August 1, 2006.
1. Srinath Perera: “[How Is Stream Processing and Complex Event Processing (CEP) Different?](https://www.quora.com/How-is-stream-processing-and-complex-event-processing-CEP-different),” *quora.com*, December 3, 2015.
1. Arvind Arasu, Shivnath Babu, and Jennifer Widom: “[The CQL Continuous Query Language: Semantic Foundations and Query Execution](http://research.microsoft.com/pubs/77607/cql.pdf),” *The VLDB Journal*, volume 15, number 2, pages 121–142, June 2006. [doi:10.1007/s00778-004-0147-z](http://dx.doi.org/10.1007/s00778-004-0147-z)
1. Arvind Arasu, Shivnath Babu, and Jennifer Widom: “[The CQL Continuous Query Language: Semantic Foundations and Query Execution](https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/cql.pdf),” *The VLDB Journal*, volume 15, number 2, pages 121–142, June 2006. [doi:10.1007/s00778-004-0147-z](http://dx.doi.org/10.1007/s00778-004-0147-z)
1. Julian Hyde: “[Data in Flight: How Streaming SQL Technology Can Help Solve the Web 2.0 Data Crunch](http://queue.acm.org/detail.cfm?id=1667562),” *ACM Queue*, volume 7, number 11, December 2009. [doi:10.1145/1661785.1667562](http://dx.doi.org/10.1145/1661785.1667562)
1. “[Esper Reference, Version 5.4.0](http://www.espertech.com/esper/release-5.4.0/esper-reference/html_single/index.html),” EsperTech, Inc., *espertech.com*, April 2016.
1. “[Esper Reference, Version 5.4.0](http://esper.espertech.com/release-5.4.0/esper-reference/html_single/index.html),” EsperTech, Inc., *espertech.com*, April 2016.
1. Zubair Nabi, Eric Bouillet, Andrew Bainbridge, and Chris Thomas: “[Of Streams and Storms](https://developer.ibm.com/streamsdev/wp-content/uploads/sites/15/2014/04/Streams-and-Storm-April-2014-Final.pdf),” IBM technical report, *developer.ibm.com*, April 2014.
1. Milinda Pathirage, Julian Hyde, Yi Pan, and Beth Plale: “[SamzaSQL: Scalable Fast Data Management with Streaming SQL](https://github.com/milinda/samzasql-hpbdc2016/blob/master/samzasql-hpbdc2016.pdf),” at *IEEE International Workshop on High-Performance Big Data Computing* (HPBDC), May 2016. [doi:10.1109/IPDPSW.2016.141](http://dx.doi.org/10.1109/IPDPSW.2016.141)
1. Philippe Flajolet, Éric Fusy, Olivier Gandouet, and Frédéric Meunier: “[HyperLo⁠g​Log: The Analysis of a Near-Optimal Cardinality Estimation Algorithm](http://algo.inria.fr/flajolet/Publications/FlFuGaMe07.pdf),” at *Conference on Analysis of Algorithms* (AofA), June 2007.
1. Philippe Flajolet, Éric Fusy, Olivier Gandouet, and Frédéric Meunier: “[HyperLogLog: The Analysis of a Near-Optimal Cardinality Estimation Algorithm](http://algo.inria.fr/flajolet/Publications/FlFuGaMe07.pdf),” at *Conference on Analysis of Algorithms* (AofA), June 2007.
1. Jay Kreps: “[Questioning the Lambda Architecture](https://www.oreilly.com/ideas/questioning-the-lambda-architecture),” *oreilly.com*, July 2, 2014.
1. Ian Hellström: “[An Overview of Apache Streaming Technologies](https://databaseline.wordpress.com/2016/03/12/an-overview-of-apache-streaming-technologies/),” *databaseline.wordpress.com*, March 12, 2016.
1. Jay Kreps: “[Why Local State Is a Fundamental Primitive in Stream Processing](https://www.oreilly.com/ideas/why-local-state-is-a-fundamental-primitive-in-stream-processing),” *oreilly.com*, July 31, 2014.
1. Shay Banon: “[Percolator](https://www.elastic.co/blog/percolator),” *elastic.co*, February 8, 2011.
1. Alan Woodward and Martin Kleppmann: “[Real-Time Full-Text Search with Luwak and Samza](http://martin.kleppmann.com/2015/04/13/real-time-full-text-search-luwak-samza.html),” *martin.kleppmann.com*, April 13, 2015.
1. “[Apache Storm 1.0.1 Documentation](https://storm.apache.org/releases/1.0.1/index.html),” *storm.apache.org*, May 2016.
1. “[Apache Storm 2.1.0 Documentation](https://storm.apache.org/releases/2.1.0/index.html),” *storm.apache.org*, October 2019.
1. Tyler Akidau: “[The World Beyond Batch: Streaming 102](https://www.oreilly.com/ideas/the-world-beyond-batch-streaming-102),” *oreilly.com*, January 20, 2016.
1. Stephan Ewen: “[Streaming Analytics with Apache Flink](http://www.confluent.io/kafka-summit-2016-systems-advanced-streaming-analytics-with-apache-flink-and-apache-kafka),” at *Kafka Summit*, April 2016.
1. Stephan Ewen: “[Streaming Analytics with Apache Flink](https://www.confluent.io/resources/kafka-summit-2016/advanced-streaming-analytics-apache-flink-apache-kafka/),” at *Kafka Summit*, April 2016.
1. Tyler Akidau, Alex Balikov, Kaya Bekiroğlu, et al.: “[MillWheel: Fault-Tolerant Stream Processing at Internet Scale](http://research.google.com/pubs/pub41378.html),” at *39th International Conference on Very Large Data Bases* (VLDB), August 2013.
1. Alex Dean: “[Improving Snowplow's Understanding of Time](http://snowplowanalytics.com/blog/2015/09/15/improving-snowplows-understanding-of-time/),” *snowplowanalytics.com*, September 15, 2015.
1. “[Windowing (Azure Stream Analytics)](https://msdn.microsoft.com/en-us/library/azure/dn835019.aspx),” Microsoft Azure Reference, *msdn.microsoft.com*, April 2016.
@@ -161,7 +161,7 @@ Finally, we discussed techniques for achieving fault tolerance and exactly-once
1. Ralph Kimball and Margy Ross: *The Data Warehouse Toolkit: The Definitive Guide to Dimensional Modeling*, 3rd edition. John Wiley & Sons, 2013. ISBN: 978-1-118-53080-1
1. Viktor Klang: “[I'm coining the phrase 'effectively-once' for message processing with at-least-once + idempotent operations](https://twitter.com/viktorklang/status/789036133434978304),” *twitter.com*, October 20, 2016.
1. Matei Zaharia, Tathagata Das, Haoyuan Li, et al.: “[Discretized Streams: An Efficient and Fault-Tolerant Model for Stream Processing on Large Clusters](https://www.usenix.org/system/files/conference/hotcloud12/hotcloud12-final28.pdf),” at *4th USENIX Conference in Hot Topics in Cloud Computing* (HotCloud), June 2012.
1. Kostas Tzoumas, Stephan Ewen, and Robert Metzger: “[High-Throughput, Low-Latency, and Exactly-Once Stream Processing with Apache Flink](http://data-artisans.com/high-throughput-low-latency-and-exactly-once-stream-processing-with-apache-flink/),” *data-artisans.com*, August 5, 2015.
1. Kostas Tzoumas, Stephan Ewen, and Robert Metzger: “[High-Throughput, Low-Latency, and Exactly-Once Stream Processing with Apache Flink](https://www.ververica.com/blog/high-throughput-low-latency-and-exactly-once-stream-processing-with-apache-flink),” *ververica.com*, August 5, 2015.
1. Paris Carbone, Gyula Fóra, Stephan Ewen, et al.: “[Lightweight Asynchronous Snapshots for Distributed Dataflows](http://arxiv.org/abs/1506.08603),” arXiv:1506.08603 [cs.DC], June 29, 2015.
1. Ryan Betts and John Hugg: [*Fast Data: Smart and at Scale*](http://www.oreilly.com/data/free/fast-data-smart-and-at-scale.csp). Report, O'Reilly Media, October 2015.
1. Flavio Junqueira: “[Making Sense of Exactly-Once Semantics](http://conferences.oreilly.com/strata/hadoop-big-data-eu/public/schedule/detail/49690),” at *Strata+Hadoop World London*, June 2016.