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How to Build Megaservices
High Throughput Microservices
2
IoT Digital Twins
Low latency, low overhead, high performance
Implemented using
• stateful
• globally unique
• persistent objects (entities)
3
4
Where on Earth (WoE)
Akka Microservices IoT Demo Application
Live Demo
WoE Akka Microservice Application
5
woe-sim woe-twin
WoE Akka Microservice - Reactive, Elastic, Resilient
6
woe-sim woe-twin
Akka Cluster Akka Cluster
WoE Akka Microservice - Reactive, Elastic, Resilient
7
woe-sim woe-twin
WoE Akka Microservice - Reactive, Elastic, Resilient
8
woe-sim woe-twin
WoE Akka Microservice - Reactive, Elastic, Resilient
woe-sim woe-twin
WoE Akka Microservice - Reactive, Elastic, Resilient
10
woe-sim woe-twin
11
“Crop circle” demo Stateful Microservices
Akka Cluster
Akka Microservice Development Pattern
Akka Microservice
Code Review
Examine how WoE microservices implement Akka Microservice development pattern
23
Akka HTTP
Akka gRPC
Akka Projection
Akka Cluster Sharding
Akka Persistence
Code Review: Service Edge I/O
WoE Twin IoT telemetry servers for HTTP and gRPC
Akka HTTP
Akka gRPC
26
Akka HTTP
Akka gRPC
Akka Projection
Akka Cluster Sharding
Akka Persistence
Code Review: Persistent Objects (Entities)
WoE Twin entities maintain IoT device state
Akka Cluster Sharding
Akka Persistence
29
Akka HTTP
Akka gRPC
Akka Projection
Akka Cluster Sharding
Akka Persistence
Code Review: Project events into views
WoE Twin transforms raw events into queryable data
Akka Projection
Why CQRS?
Increased Throughput
Reduce Contention
Optimized Data Models
34
Why Akka & CQRS?
Stateful, not Stateless
Hot State, not Cold State
actor
About State
Cold State - Stateless
Hot State - Stateful
35
36
Stateless flow
37
Stateless flow
Command cycle 1
38
Stateless flow
Command cycle 1
39
Stateless flow
Command cycle 1
40
Stateless flow
Command cycle 1
41
Stateless flow
Command cycle 1
42
Stateless flow
Command cycle 1
43
Stateless flow
Command cycle 2
44
Stateless flow
Command cycle 2
45
Stateless flow
Command cycle 2
46
Stateless flow
Command cycle 2
47
Stateless flow
Command cycle 2
48
Stateless flow
Command cycle 2
49
Stateless flow
Command cycle 3
50
Stateless flow
Command cycle 3
51
Stateless flow
Command cycle 3
52
Stateless flow
Command cycle 3
53
Stateless flow
Command cycle 3
54
Stateless flow
Command cycle 3
About State
Cold State - Stateless
Hot State - Stateful
55
56
Stateful flow
57
Stateful flow
Command cycle 1
58
Stateful flow
Command cycle 1
59
Stateful flow
Command cycle 1
60
Stateful flow
Command cycle 1
61
Stateful flow
Command cycle 1
62
Stateful flow
Command cycle 2
63
Stateful flow
Command cycle 2
64
Stateful flow
Command cycle 2
65
Stateful flow
Command cycle 3
66
Stateful flow
Command cycle 3
67
Stateful flow
Command cycle 3
68
Stateful flow
Command cycle 4
69
Stateful flow
Command cycle 4
70
Stateful flow
Command cycle 4
WoE Akka Microservice Application - CQRS
71
woe-sim woe-twin
Journal
(event
log)
Journal
(event
log)
Projection
(view)
72
Where on Earth (WoE)
Akka Microservices IoT Demo Application
Live Demo
WoE - Where on Earth Github repos
https://github.com/mckeeh3/woe-sim
https://github.com/mckeeh3/woe-twin
READMEs are WIP
Projects currently under active development
73
“Crop Circle” Github repos
https://github.com/mckeeh3/simulator
https://github.com/mckeeh3/visualizer
READMEs are WIP
Projects currently under active development
74
75
Thank You
Hugh McKee
@mckeeh3
https://www.linkedin.com/in/mckeehugh/
hugh.mckee@lightbend.com
Q & A

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