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Building a
Central Nervous System
for Data
with Apache Kafka
"Dieses Foto" von Unbekannter Autor ist lizenziert gemäß CC BY-ND
I want it ALL
and I want it NOW
Data at REST
Backend
Frontend
DB
Backend
Frontend
DB
Backend
Frontend
DB
Backend
Frontend
SAP Connector
External Services
DB
We have build a
distributed Monolith
We treated
„Inside Data“
as
„Outside Data“
Inside Data Outside Data
"Dieses Foto" von Unbekannter Autor ist lizenziert gemäß CC BY-ND
Inside Data
• Make the most out of the data
• Very specific to a certain Service
• Tightly coupled
Outside Data
"Dieses Foto" von Unbekannter Autor ist lizenziert gemäß CC BY-ND
"Dieses Foto" von Unbekannter Autor ist lizenziert gemäß CC BY-ND
Inside Data
• Make the most out of the data
• Very specific to a certain Service
• Tightly coupled
• Best for moving data
• Not specific to a certain Service
• Loosely coupled
Outside Data
Databases:
Perfect for
Inside Data
Databases:
Current State of
MY World
What about
Outside Data?
Meet Logs
"Dieses Foto" von Unbekannter Autor ist lizenziert gemäß CC BY-SA
A Log
[a]
A Log
[a] Log.append(a) -> void
Log.readFromOffset(int) -> [a]
A Log
H
0
A Log
H
E
Appending
0
A Log
H E
L
Appending
0 1
A Log
H E L
L
Appending
0 1 2
A Log
H E L L
O
Appending
0 1 2 3
A Log
H E L L O
0 1 2 3 4
A Log
H E L L O
Reading
0 1 2 3 4
Producer Producer
Producer Producer
Service 2 Service 1
Service 3
DB L O G S ?
vs
DB L O G S
Change Data
Capture
Inside Data
Outside Data
Aggregate
Outside Data
Inside Data
What about
Kafka?
Kafka
is a
Log
Kafka
is a
distributed
Log
Producer
Producer
Producer
🤯
Producer
Producer
Producer
Partition 1
Partition 2
Partition 3
Producer
Producer
Producer
Partition 1
Partition 2
Partition 3
Topic
Producer
Producer
Producer
Partition 1
Partition 2
Partition 3
Consumer
Consumer
Consumer
(*) Consumers in one
Consumer Group
Kafka
3 Tier App
Kafka
Mobile App
3 Tier App
Kafka
Mobile App
3 Tier App
Kafka
Streams
Kafka
Mobile App
3 Tier App
Kafka
Streams
Analytics
Kafka
Mobile App
3 Tier App
Kafka
Streams
Analytics
External APIs
Kafka
Mobile App
3 Tier App
Kafka
Connect
Databases
Files
Message
Queues
Kafka
Streams
Analytics
External APIs
Kafka
Mobile App
3 Tier App
Kafka
Connect
Kafka
Connect
Cloud
FTP
Databases
Databases
Files
Message
Queues
Kafka
Streams
Analytics
External APIs
Kafka
SAP
Mobile App
3 Tier App
Kafka
Connect
Kafka
Connect
Cloud
FTP
Databases
Databases
Files
Message
Queues
Kafka
Streams
Analytics
External APIs
Payload
R
e
l
i
a
b
i
l
t
y
P
e
r
f
o
r
m
a
n
c
e
Foundations
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Building a Central Nervous System for Data with Apache Kafka®