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Elton Stoneman
Microsoft MVP & Pluralsight Author
http://particular.net
Scaling with
Asynchronous Messaging
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
The VETRO pattern
Single host architectures
Message queue architecture
Outline
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
Integration pattern – receive
input; process; send output.
Discrete components.
Well suited to distributed
processing.
How parallel can you go?
The VETRO Pattern
Validate
Enrich
Transform
Route
Operate
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
Synchronous, sequential processing
Single host process
Demo – App V1.0
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
1K messages: <1 min
10K messages: 4.5 min
App V1.0
0
50
100
150
200
250
300
1K msg 10K msg
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
1K messages: <1 min
10K messages: 4.5 min
1M messages: 7-8 hours
App V1.0
0
5000
10000
15000
20000
25000
30000
1K msg 10K msg 1M
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
Asynchronous, parallel processing
Using Tasks and DataFlow
Single host process
Demo – App V1.1 & 1.2
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
App V1.2
1K messages: <0.5 min
10K messages: 3.5 min
0
50
100
150
200
250
1K msg 10K msg
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
App V1.2
1K messages: <0.5 min
10K messages: 3.5 min
1M messages: 5.5 hours
0
2000
4000
6000
8000
10000
12000
14000
16000
18000
20000
1K msg 10K msg 1M
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
App V1.2: In the Real World
1K messages: 1 min
10K messages: 10 min
1M messages: 17.5 hours
0
10000
20000
30000
40000
50000
60000
70000
1K msg 10K msg 1M
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
Single host receives input &
runs processing.
v1.2 runs at 16msg/sec =
17.5 hours for 1M messages.
Cannot run extra hosts without
contention over input.
Needs rewrite to scale.
Scaling Limitations
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
Single host receives input &
sends 'do processing'
messages to queues.
Hosts can read from queues
without contention.
Allows multiple hosts to run
processing concurrently.
More scale – add hosts.
Message Queue Architecture
Asynchronous message sending
Single producer process
Multiple consumer processes
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
Demo: App V2
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
App V2
1K messages: <1 min
10K messages: 10 min
0
100
200
300
400
500
600
700
1K msg 10K msg
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
App V2
1K messages: <1 min
10K messages: 10 min
1M messages: 16.5 hours
0
10000
20000
30000
40000
50000
60000
70000
1K msg 10K msg 1M
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
Remote DB & API
1x VM @ 1x host reading input & producing messages
3x VMs, each @ 9x hosts consuming messages
Demo – App V2 on Multiple VMs
0
50
100
150
200
250
300
350
400
450
500
1K msg 10K msg
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
App V2 on Multiple VMs
1K messages: <1 min
10K messages: 8 min
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
App V2 on Multiple VMs
1K messages: <1 min
10K messages: 8 min
1M messages: 13.5 hours
0
5000
10000
15000
20000
25000
30000
35000
40000
45000
50000
1K msg 10K msg 1M
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
Scaling with App V2
1M messages
3 VMs: 13.5 hours
6 VMs: 6.5 hours
10 VMs: 1.5 hours0
2
4
6
8
10
12
14
3 6 10
Duration/hours
Consumer VMs
Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging
• Single processor always limited
• Split work and distribute
• Bottlenecks – dependencies not app logic
• Downside – more moving parts
• More upsides
Summary
Thank you
github.com/sixeyed/going-async

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Scaling with Asynchronous Messaging

  • 1. Elton Stoneman Microsoft MVP & Pluralsight Author http://particular.net Scaling with Asynchronous Messaging
  • 2. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging The VETRO pattern Single host architectures Message queue architecture Outline
  • 3. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging Integration pattern – receive input; process; send output. Discrete components. Well suited to distributed processing. How parallel can you go? The VETRO Pattern Validate Enrich Transform Route Operate
  • 4. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging Synchronous, sequential processing Single host process Demo – App V1.0
  • 5. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging 1K messages: <1 min 10K messages: 4.5 min App V1.0 0 50 100 150 200 250 300 1K msg 10K msg
  • 6. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging 1K messages: <1 min 10K messages: 4.5 min 1M messages: 7-8 hours App V1.0 0 5000 10000 15000 20000 25000 30000 1K msg 10K msg 1M
  • 7. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging Asynchronous, parallel processing Using Tasks and DataFlow Single host process Demo – App V1.1 & 1.2
  • 8. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging App V1.2 1K messages: <0.5 min 10K messages: 3.5 min 0 50 100 150 200 250 1K msg 10K msg
  • 9. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging App V1.2 1K messages: <0.5 min 10K messages: 3.5 min 1M messages: 5.5 hours 0 2000 4000 6000 8000 10000 12000 14000 16000 18000 20000 1K msg 10K msg 1M
  • 10. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging App V1.2: In the Real World 1K messages: 1 min 10K messages: 10 min 1M messages: 17.5 hours 0 10000 20000 30000 40000 50000 60000 70000 1K msg 10K msg 1M
  • 11. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging Single host receives input & runs processing. v1.2 runs at 16msg/sec = 17.5 hours for 1M messages. Cannot run extra hosts without contention over input. Needs rewrite to scale. Scaling Limitations
  • 12. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging Single host receives input & sends 'do processing' messages to queues. Hosts can read from queues without contention. Allows multiple hosts to run processing concurrently. More scale – add hosts. Message Queue Architecture
  • 13. Asynchronous message sending Single producer process Multiple consumer processes Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging Demo: App V2
  • 14. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging App V2 1K messages: <1 min 10K messages: 10 min 0 100 200 300 400 500 600 700 1K msg 10K msg
  • 15. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging App V2 1K messages: <1 min 10K messages: 10 min 1M messages: 16.5 hours 0 10000 20000 30000 40000 50000 60000 70000 1K msg 10K msg 1M
  • 16. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging Remote DB & API 1x VM @ 1x host reading input & producing messages 3x VMs, each @ 9x hosts consuming messages Demo – App V2 on Multiple VMs
  • 17. 0 50 100 150 200 250 300 350 400 450 500 1K msg 10K msg Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging App V2 on Multiple VMs 1K messages: <1 min 10K messages: 8 min
  • 18. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging App V2 on Multiple VMs 1K messages: <1 min 10K messages: 8 min 1M messages: 13.5 hours 0 5000 10000 15000 20000 25000 30000 35000 40000 45000 50000 1K msg 10K msg 1M
  • 19. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging Scaling with App V2 1M messages 3 VMs: 13.5 hours 6 VMs: 6.5 hours 10 VMs: 1.5 hours0 2 4 6 8 10 12 14 3 6 10 Duration/hours Consumer VMs
  • 20. Introduction to ServiceInsight for NServiceBusScaling with Asynchronous Messaging • Single processor always limited • Split work and distribute • Bottlenecks – dependencies not app logic • Downside – more moving parts • More upsides Summary