Going reactive with Spring Data

Going reactive with Spring Data

C5f6e8dffbb19acf405198c8fb917337?s=128

Mark Paluch

March 10, 2017
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  1. Unless otherwise indicated, these slides are © 2013-2014 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Going reactive with Spring Data Mark Paluch, Pivotal Software, Inc. @mp911de
  2. Unless otherwise indicated, these slides are © 2013-2016 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ @mp911de github.com/mp911de paluch.biz Mark Paluch
  3. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 3 Request Data access Remote data service
  4. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 3 Request Data access Remote data service
  5. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 3 Request Data access Remote data service I/O Wait
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    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 3 Request Data access Remote data service I/O Wait
  7. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 3 Request Data access Remote data service I/O Wait This one is waiting
  8. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 3 Request Data access Remote data service I/O Wait This one is waiting
  9. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 4 Request Data access Remote data service
  10. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 4 Request Data access Remote data service Bulk fetch
  11. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 4 Request Data access Remote data service Multiple calls Bulk fetch
  12. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 4 Request Data access Remote data service Multiple calls Bulk fetch
  13. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Accessing Data today 4 Request Data access Remote data service Multiple calls Bulk fetch
  14. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Asynchronous data access 5 Request Data access
  15. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Asynchronous data access 5 Request Data access
  16. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Asynchronous data access 5 Request Data access
  17. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Asynchronous data access 5 Request Data access
  18. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Asynchronous data access 5 Request Data access Requires synchronization
  19. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Asynchronous data access 5 Request Data access Requires synchronization Still waiting, eh?
  20. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Asynchronous data access 5 Request Data access Requires synchronization Still waiting, eh?
  21. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Conditional asynchronous access 6
  22. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 7
  23. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 8
  24. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 9
  25. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 10
  26. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 11
  27. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Conditional asynchronous access 12 Future Hell
  28. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Conditional asynchronous access 12 Future Hell
  29. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ ! Keeps more Threads busy ! Transformation improved (since Java 5, java.util.concurrent) ! Processing starts at the time all elements are available (effectively) 13 Asynchronous Data Access
  30. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ ! Keep resources busy ! Connection contention ! Usually synchronous/blocking ! Multiple requests ! Asynchronous isn’t always a good answer 14 Todays’ Data Access
  31. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Scaling 15
  32. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Scaling 15
  33. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Scaling 15
  34. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Change the level of abstraction 16 Data as Stream Reactive execution model
  35. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 17 List<T> Iterator<T> Future<T> Future<List<T>>
  36. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 17 List<T> Iterator<T> Future<T> Future<List<T>> .get() for-each .hasNext()
  37. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 17 List<T> Iterator<T> Future<T> Future<List<T>> .get() for-each .hasNext() Request thread pulls
  38. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 18 Publisher<T>
  39. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 18 Publisher<T> I/O thread push
  40. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 19 Publisher Stream (Publisher) Subscriber Demand Data
  41. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 19 Publisher Stream (Publisher) Subscriber Demand Data
  42. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 20 Publisher Stream (Publisher) Subscriber Demand Data
  43. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 20 Publisher Stream (Publisher) Subscriber Demand Data
  44. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ ! Immutable ! Push-Stream ! Iterator, java.stream.Stream are Pull-Streams ! Demand-Aware (Backpressure) 21 Reactive Streams
  45. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Going reactive with Spring Data 22 Project Reactor 3.0 Spring Data 2.0 Spring Framework 5.0
  46. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 23 Mono<T> Flux<T>
  47. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 23 Mono<T> Flux<T> 0..1..Error 0..N..Error
  48. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ ! Reactive Template API ! Reactive Repository support ! Supported data stores (Reactive Streams) ! MongoDB ! Apache Cassandra ! Redis 24 Spring Data
  49. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 25 Reactive Template API <T> Mono<T> insert(T objectToSave) <T> Mono<T> insert(Mono<T> objectToSave)
  50. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 26 Demo Reactive Template API
  51. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 27 Reactive Repository API public interface ReactivePersonRepository extends ReactiveCrudRepository<Person, String> {
 
 Flux<Person> findByLastname(String lastname);
 
 @Query("{ 'firstname': ?0 }")
 Mono<Person> customQuery(String firstname); Flux<Person> findByLastname(Mono<String> lastname); }
  52. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 28 Reactive Repository API public interface ReactivePersonRepository extends ReactiveCrudRepository<Person, String> {
 
 Flux<Person> findByLastname(String lastname);
 
 @Query("{ 'firstname': ?0 }")
 Mono<Person> customQuery(String firstname); Flux<Person> findByLastname(Mono<String> lastname); }
  53. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 29 Reactive Repository API public interface ReactivePersonRepository extends ReactiveCrudRepository<Person, String> {
 
 Flux<Person> findByLastname(String lastname);
 
 @Query("{ 'firstname': ?0 }")
 Mono<Person> customQuery(String firstname); Flux<Person> findByLastname(Mono<String> lastname); }
  54. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 30 Reactive Repository API public interface ReactivePersonRepository extends ReactiveCrudRepository<Person, String> {
 
 Flux<Person> findByLastname(String lastname);
 
 @Query("{ 'firstname': ?0 }")
 Mono<Person> customQuery(String firstname); Flux<Person> findByLastname(Mono<String> lastname); }
  55. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ 31 Demo Reactive Repositories
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    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ ! End-to-End reactive experience ! RxJava Interoperability at Repository level ! Infinite Streams ! MongoDB Tailable Cursors ! Redis Pub/Sub 32 Spring Data Reactive Features
  57. Unless otherwise indicated, these slides are © 2013-2016 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Feedback Welcome
  58. Unless otherwise indicated, these slides are © 2013-2017 Pivotal Software,

    Inc. and licensed under a Creative Commons Attribution-NonCommercial license: http://creativecommons.org/licenses/by-nc/3.0/ Resources ! Spring Data Examples – Repository @ Github ! Spring Data wiki (Release trains, planning) – Wiki ! Spring projects release calendar – Google Calendar ! Slides – Speakerdeck (mp911.de/going-reactive) ! Chat with us on Gitter! 34 @mp911de