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Speed up your Apache
Cassandra™ Applications
A Practical Guide to Reactive Programming
London
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
About me
Cedrick Lunven
Developer Advocate, DataStax
Creator Contributor
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Agenda
2
3
4 BACK TO SANITY WITH REACTIVE
LET’S GO ASYNCHRONOUS (AND CRAZY)!
SIMPLE & SYNCHRONOUS
5 TAKE AWAYS
1 REMINDERS APACHE CASSANDRA™
APACHE CASSANDRA
..reminders
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
This is a DISTRIBUTED Database
Node
• Up to 1TB
• 3000 Tx/s/core
Datacenter (Ring)
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
…which scale linearly
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
…anywhere
On-Premise
Data Center
Cluster
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Data is distributed
0
13
25
38
50
63
75
88 59 (data)
RF=2
59 (data)
RF=3
replicated
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Tuneable Consistency
RF=3
Client CL=ONECL=QUORUMCL=ALL
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Sweet spots
1. High Throughput (because we can keep up)
2. High Volume (because we scale linearly and still OLTP)
3. Data distribution (read/write around the globe)
4. High Availability (replication, masterless)
SIMPLE AND SYNCHRONOUS
(kiss)
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Sample Application Overview
● Time-based events series
CREATE TABLE stock (
symbol text,
value decimal,
date timestamp,
PRIMARY KEY ((symbol), date)
)
WITH CLUSTERING
ORDER BY (date DESC)
AND default_time_to_live = 86400
AND compaction = {
'class' : 'TimeWindowCompactionStrategy'
'compaction_window_unit’ : MINUTES'
'compaction_window_size’ : 60
};
v
v
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
DRIVERAPI
Synchronous Stack
CLIENT
12+
© DataStax, All Rights Reserved.Confidential
Demo #1: Sync
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
CLIENT API DRIVER
DseSession.builder()
MetaData
DseSession
SimpleStatement
stmt.prepare()
PreparedStatement
PreparedStatement
(preparedId)
Initializing
Statements
Connection
API
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
CLIENT API DRIVER
Parameters
SynchronousQueries
PreparedStatement
& Parameters
Bind
Parameters
BoundStatement
ResultSet
ResultSet
Results
Blocked
😴
API
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Synchronous - SWOT Analysis
Strengths Weaknesses
ThreatsOpportunities
Simple
Easy to Test & Maintain Scalability ⚠️
Blocking 😴
LET’S GO ASYNCHRONOUS
(and crazy !)
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
DRIVERAPI
Asynchronous Stack (Yes,….no changes)
CLIENT
12+
© DataStax, All Rights Reserved.Confidential
Demo #2: Async
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
CLIENT API DRIVER
v
Parameters
AsyncQueries
PreparedStatement
& Parameters Bind
Parameters
BoundStatement
AsyncResultSet
AsyncResultSet
Result
API
CompletionStage
Callback Hell 🔥
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Asynchronous - SWOT Analysis
Strengths Weaknesses
ThreatsOpportunities
Non Blocking
Scalability Maintainability 🤯
Callback Hell 🔥
BACK TO SANITY
(with reactive driver)
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Reactive Manifesto
https://www.reactivemanifesto.org/
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Reactive Streams API
SUBSCRIBER PUBLISHER
subscribe(this)
onSubscribe(subscription)
onNext(...)
onComplete()
subscription.request(...)
http://www.reactive-streams.org/
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
DRIVERAPI
Reactive Stack
CLIENT
12+
© DataStax, All Rights Reserved.Confidential
Demo #3: Reactive
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
CLIENT API DRIVER
v
Parameters
ReactiveQueries
PreparedStatement
& Parameters Bind
Parameters
Row
ReactiveRow
Flux
API
ReactiveResultSet
Subscribe
BoundStatement
Subscriber.onNext
Query execution
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Backpressure
● When Reading:
−Driver will slow down
if client slows down
● When Writing:
−Driver cannot slow down
if server slows down
−Risk of
OverloadedException
CLIENT DRIVER
Backpressure
❌
CLIENTDRIVER
Backpressure
✅
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Reactive - SWOT Analysis
Strengths Weaknesses
ThreatsOpportunities
Simple & Non Blocking
Scalable & Maintainable OverloadedException
Hard to debug?
TAKE AWAYS
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
Take Aways
● Asynchronous
−Less control
−Segregates requests and results processing
−Complex : callback hell
● Reactive
−Async capabilities but no callback hell
−Backpressure (for reads)
−Not a new way of querying DSE
© DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved.
References & Questions
https://github.com/datastax/cassandra-
reactive-demo
https://www.youtube.com/channel/UCAIQ
Y251avaMv7bBv5PCo-A
https://www.twitch.tv/datastaxacademy/vid
eos
THANK YOU

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Speed Up Your Apache Cassandra™ Applications: A Practical Guide to Reactive Programming

  • 1. Speed up your Apache Cassandra™ Applications A Practical Guide to Reactive Programming London
  • 2. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. About me Cedrick Lunven Developer Advocate, DataStax Creator Contributor
  • 3. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Agenda 2 3 4 BACK TO SANITY WITH REACTIVE LET’S GO ASYNCHRONOUS (AND CRAZY)! SIMPLE & SYNCHRONOUS 5 TAKE AWAYS 1 REMINDERS APACHE CASSANDRA™
  • 5. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. This is a DISTRIBUTED Database Node • Up to 1TB • 3000 Tx/s/core Datacenter (Ring)
  • 6. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. …which scale linearly
  • 7. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. …anywhere On-Premise Data Center Cluster
  • 8. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Data is distributed 0 13 25 38 50 63 75 88 59 (data) RF=2 59 (data) RF=3 replicated
  • 9. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Tuneable Consistency RF=3 Client CL=ONECL=QUORUMCL=ALL
  • 10. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Sweet spots 1. High Throughput (because we can keep up) 2. High Volume (because we scale linearly and still OLTP) 3. Data distribution (read/write around the globe) 4. High Availability (replication, masterless)
  • 12. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Sample Application Overview ● Time-based events series CREATE TABLE stock ( symbol text, value decimal, date timestamp, PRIMARY KEY ((symbol), date) ) WITH CLUSTERING ORDER BY (date DESC) AND default_time_to_live = 86400 AND compaction = { 'class' : 'TimeWindowCompactionStrategy' 'compaction_window_unit’ : MINUTES' 'compaction_window_size’ : 60 }; v v
  • 13. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. DRIVERAPI Synchronous Stack CLIENT 12+
  • 14. © DataStax, All Rights Reserved.Confidential Demo #1: Sync
  • 15. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. CLIENT API DRIVER DseSession.builder() MetaData DseSession SimpleStatement stmt.prepare() PreparedStatement PreparedStatement (preparedId) Initializing Statements Connection API
  • 16. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. CLIENT API DRIVER Parameters SynchronousQueries PreparedStatement & Parameters Bind Parameters BoundStatement ResultSet ResultSet Results Blocked 😴 API
  • 17. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Synchronous - SWOT Analysis Strengths Weaknesses ThreatsOpportunities Simple Easy to Test & Maintain Scalability ⚠️ Blocking 😴
  • 19. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. DRIVERAPI Asynchronous Stack (Yes,….no changes) CLIENT 12+
  • 20. © DataStax, All Rights Reserved.Confidential Demo #2: Async
  • 21. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. CLIENT API DRIVER v Parameters AsyncQueries PreparedStatement & Parameters Bind Parameters BoundStatement AsyncResultSet AsyncResultSet Result API CompletionStage Callback Hell 🔥
  • 22. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Asynchronous - SWOT Analysis Strengths Weaknesses ThreatsOpportunities Non Blocking Scalability Maintainability 🤯 Callback Hell 🔥
  • 23. BACK TO SANITY (with reactive driver)
  • 24. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Reactive Manifesto https://www.reactivemanifesto.org/
  • 25. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Reactive Streams API SUBSCRIBER PUBLISHER subscribe(this) onSubscribe(subscription) onNext(...) onComplete() subscription.request(...) http://www.reactive-streams.org/
  • 26. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. DRIVERAPI Reactive Stack CLIENT 12+
  • 27. © DataStax, All Rights Reserved.Confidential Demo #3: Reactive
  • 28. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. CLIENT API DRIVER v Parameters ReactiveQueries PreparedStatement & Parameters Bind Parameters Row ReactiveRow Flux API ReactiveResultSet Subscribe BoundStatement Subscriber.onNext Query execution
  • 29. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Backpressure ● When Reading: −Driver will slow down if client slows down ● When Writing: −Driver cannot slow down if server slows down −Risk of OverloadedException CLIENT DRIVER Backpressure ❌ CLIENTDRIVER Backpressure ✅
  • 30. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Reactive - SWOT Analysis Strengths Weaknesses ThreatsOpportunities Simple & Non Blocking Scalable & Maintainable OverloadedException Hard to debug?
  • 32. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. Take Aways ● Asynchronous −Less control −Segregates requests and results processing −Complex : callback hell ● Reactive −Async capabilities but no callback hell −Backpressure (for reads) −Not a new way of querying DSE
  • 33. © DataStax, All Rights Reserved.ConfidentialConfidential © DataStax, All Rights Reserved. References & Questions https://github.com/datastax/cassandra- reactive-demo https://www.youtube.com/channel/UCAIQ Y251avaMv7bBv5PCo-A https://www.twitch.tv/datastaxacademy/vid eos