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@KaiWaehner - www.kai-waehner.de
Event Streaming with Apache Kafka
in the Aviation Industry
Airlines, Airports, Aerospace, Manufacturing, GDS, Flight Safety, and Retail
Kai Waehner
Field CTO
contact@kai-waehner.de
@KaiWaehner
www.confluent.io
www.kai-waehner.de
linkedin.com/in/kaiwaehner
@KaiWaehner - www.kai-waehner.de
The Aviation Industry is Changing…
Aviation and travel
are notoriously vulnerable to social,
economic, and political events.
Digital modernization is coming
not just due to the Corona Virus,
but because of the ever-changing
expectations of consumers.
The world is changing.
@KaiWaehner - www.kai-waehner.de
The New Business Reality
Technology is the business
Innovation required for survival
Yesterday’s data = failure
Modern, real-time data
infrastructure is required.
Technology was
a support function
Innovation required for
growth
“Good enough” to run on
yesterday’s data
@KaiWaehner - www.kai-waehner.de
Stores become Software
@KaiWaehner - www.kai-waehner.de
Banks become Software
@KaiWaehner - www.kai-waehner.de
Taxis become Software
2
min
@KaiWaehner - www.kai-waehner.de
Cars become Software
@KaiWaehner - www.kai-waehner.de
Car Production becomes Software
@KaiWaehner - www.kai-waehner.de
Aviation becomes an Experience
@KaiWaehner - www.kai-waehner.de
This transformation is
happening everywhere
Transportation
Retail
Finance
@KaiWaehner - www.kai-waehner.de
What enables this
transformation?
Cloud Machine
Learning
Mobile Event
Streaming
Rethink
Decision Making
Rethink
User Experience
Rethink
Data
Rethink
Data Centers
Real-time Data beats Slow Data.
Transportation
Real-time sensor
diagnostics
Driver-rider match
ETA updates
Banking
Fraud detection
Trading, risk systems
Mobile applications /
customer experience
Retail
Real-time inventory
Real-time POS
reporting
Personalization
Entertainment
Real-time
recommendations
Personalized
news feed
In-app purchases
@KaiWaehner - www.kai-waehner.de
This is a fundamental paradigm shift...
18
Infrastructure
as code
Data as continuous
streams of events
Future of the
datacenter
Future of data
Cloud
Event
Streaming
@KaiWaehner - www.kai-waehner.de
What is Event Streaming?
@KaiWaehner - www.kai-waehner.de
Event Streaming is the
Central Nervous System
for today’s enterprises.
Apache Kafka®
is the technology.
‘Event’ is what happens in your business
Transportation
TPMS sensor in Carol’s car detected low tire-pressure at 5:11am.
Kafka
Banking
Alice sent $250 to Bob on Friday at 7:34pm.
Kafka
Retail
Sabine’s order of a Fujifilm camera was shipped at 9:10am.
Kafka
Central Nervous System
Your Business as Streams of Events, powered by Kafka
Inventory
Event streams are stored for
reuse and with high
availability.
Shipping
Events are processed in real-
time as soon as they happen.
Frontend
Reporting
Add new use cases easily by
tapping into existing streams.
Orders
Event-driven apps and services
communicate through streams.
@KaiWaehner - www.kai-waehner.de
The Rise of Event Streaming
2010
Apache Kafka
created at LinkedIn by
Confluent founders
2014
2020
80%
Fortune 100
Companies
trust and use
Apache Kafka
@KaiWaehner - www.kai-waehner.de
Kafka & Confluent
@KaiWaehner - www.kai-waehner.de
Confluent pioneered Event Streaming
Hall of Innovation
CTO Innovation
Award Winner
2019
Enterprise Technology
Innovation
AWARDS
Confluent founders are
original creators of Kafka
Confluent team wrote
80% of Kafka software
commits, has over 1M hours
technical experience with
Kafka, and operates 5,000+
clusters
Confluent Cloud
is the only multi-cloud, fully
managed, pay-as-you-go
event streaming service in
the world
Confluent Platform
completes Apache Kafka
and turns it into a secure,
enterprise-ready platform
@KaiWaehner - www.kai-waehner.de
Lufthansa’s KUSCO
(Kafka Unified Streaming Cloud Operations)
Confluent Streaming Event 2020:
https://videos.confluent.io/watch/X4j6nh3e8Kr8EvsRCeSEhJ
@KaiWaehner - www.kai-waehner.de
Singapore Airlines
Streaming Predictive Maintenance with Kafka and Machine Learning
https://speakerdeck.com/devacto/predictive-maintenance-pipeline-using-kafka-connect-streams-and-ksql
@KaiWaehner - www.kai-waehner.de
28
https://www.confluent.io/kafka-summit-sf18/hop-airlines-jets-to-real-time/
@KaiWaehner - www.kai-waehner.de
Amadeus IT Group
29
https://kafka.apache.org/powered-by
Major European IT provider for the global travel and tourism industry
Global Distribution System (GDS) provides search, pricing, booking,
ticketing and other processing services in real-time
Customers include airlines, hotels, tour operators, insurers, car
rental and railway companies
@KaiWaehner - www.kai-waehner.de
What is Kafka?
Kafka: The Trinity of Event Streaming
01
Publish & Subscribe
to Streams of Events
02
Store
your Event Streams
03
Process & Analyze
your Events Streams
Kafka Loves Your Existing Systems.
...many more
Other
Systems
Other
Systems
Kafka
Connect
Kafka Cluster
Kafka
Connect
Kafka Loves Your Existing Systems.
✓ Hundreds of ready-to-use
connectors available
✓ Supported by Confluent
or by partners (certified)
✓ Managed Connectors in
Confluent Cloud
$ confluent-hub install mongodb/kafka-connect-mongodb:1.3.0
Confluent Cloud
✓ Infinite Storage
Confluent Platform
✓ Tiered Storage (e.g., AWS S3)
Apache Kafka
• Tiered Storage upcoming
Kafka Stores Your Data Durably.
Kafka is the source of truth.
Powers NYTimes.com, and stores
all articles ever published since 1851.
September 30, 1851, Page 1
Kafka Makes Your Business Real-time.
CREATE STREAM payments (user VARCHAR, amount INT)
WITH (kafka_topic = 'all_payments', value_format = 'avro');
CREDIT
SERVICE
ksqlDB
CREATE TABLE credit_scores AS
SELECT user, updateScore(p.amount) AS credit_score
FROM payments AS p
GROUP BY user
EMIT CHANGES;
RISK
SERVICE
ksqlDB
Kafka Streams — #1 popular choice
✓ Client library for Java, Scala
✓ Elastic, highly scalable, fault-tolerant
✓ Filter, transform, join, aggregate, window, etc.
✓ Exactly-once processing
✓ Full Kafka security integration
Build Apps, not Processing Clusters
✓ Standard JVM application
✓ Run in container, VMs, K8S, bare-metal, etc.
✓ No separate ‘processing cluster’ needed
✓ For S, M, L, XXL use cases
Kafka Makes Your Business Real-time.
Kafka Cluster
REAL-TIME APPLICATIONS
ksqlDB, the Event Streaming Database
DB
APP
APP
PULL
PUSH
CONNECTORS
STREAM PROCESSING
TABLES & STATE
ksqlDB
DB One Solution for:
✓ capturing events
✓ stream processing
✓ serving both push
and pull queries
✓ also available in
Confluent Cloud
CREATE SOURCE CONNECTOR postgresSource WITH (...);
CREATE STREAM customer_changes …;
CREATE TABLE customers AS SELECT ... FROM customer_changes;
APP
“The easiest way to get started with Kafka.”
@KaiWaehner - www.kai-waehner.de
Events at an Airport
https://www.confluent.io/kafka-summit-sf18/serving-the-real-time-data-needs-of-an-airport/
@KaiWaehner - www.kai-waehner.de
Event Streaming with Kafka and ksqlDB at an Airport
https://www.confluent.io/kafka-summit-sf18/serving-the-real-time-data-needs-of-an-airport/
@KaiWaehner - www.kai-waehner.de
Event Topics Storage Partitions
Events / sec Kafka Servers
10,000,000 25,000 1,000,000 1,500
Event Topics Storage Partitions
Events / sec Kafka Servers
250,000 500 25,000 25
Event Topics Storage Partitions
Events / sec Kafka Servers
100 5 300 3
Kafka Scales with Your Business.
@KaiWaehner - www.kai-waehner.de
Distributed System with Replication and High Availability
Broker 1
Topic1
partition1
Broker 2 Broker 3 Broker 4
Topic1
partition1
Topic1
partition1
Leader Follower
Topic1
partition2
Topic1
partition2
Topic1
partition2
Topic1
partition3
Topic1
partition4
Topic1
partition3
Topic1
partition3
Topic1
partition4
Topic1
partition4
@KaiWaehner - www.kai-waehner.de
Distributed System with Replication and High Availability
read,
write
App
(Kafka Streams)
Kafka
(Data)
More Apps
(KSQL, Connect, Python,
REST, “You-name-it”)
Bookings
Team
Fraud
Team
…
Mobile
Team
…
Central Nervous System
Your Business as Streams of Events, powered by Kafka
Inventory
Event streams are stored for
reuse and with high
availability.
Shipping
Events are processed in real-
time as soon as they happen.
Frontend
Reporting
Add new use cases easily by
tapping into existing streams.
Orders
Event-driven apps and services
communicate through streams.
@KaiWaehner - www.kai-waehner.de
Multi-Region Cluster
Kafka Clusters
can Stretch over Regions
No Downtime + Zero Data loss
e.g. Stretched over US East + Mid + West
Automated Disaster Recovery
Sync or Async Replication per Topic
Offset Preserving
Automated Client Failover without Custom Code
45
Cluster Linking requires no additional
infrastructure and preserves offsets:
Global Central
Nervous System
Cluster Linking
simplifies hybrid-cloud
and multi-cloud
deployments for Kafka
Connected Car Infrastructure
https://www.youtube.com/watch?v=yGLKi3TMJv8
• Real Time Data Analysis
• Swarm Intelligence
• Collaboration with Partners
• Predictive AI
• …
@KaiWaehner - www.kai-waehner.de
Streaming Aviation Data Exchange
MirrorMaker 2 /
Confluent Replicator
Airport
Server: Latest version
Clients: 0.11, 2.0
Streaming replication
between stakeholders
Version compatibility
between different
clients and servers
Airline
Server: AK 2.3
Clients: 2.0, 2.5
GDS
Server: CP 54 / AK 2.4
Clients: 0.11, 2.4
Confluent
Cluster Linking
@KaiWaehner - www.kai-waehner.de
ETL/Data Integration Messaging
Highly Scalable
Durable
Persistent
Ordered
Real-time Difficult to Scale
No Persistence After
Consumption
No Replay
Batch
Expensive
Time Consuming
Highly Scalable
Persistent
ETL/Data Integration Messaging
ETL/Data Integration Messaging
Messaging
Batch
Expensive
Time Consuming
Difficult to Scale
No Persistence After
Consumption
No Replay
Real-time
Highly Scalable
Durable
Persistent
Ordered
Real-time
Event Streaming
@KaiWaehner - www.kai-waehner.de
Kafka Connect
Kafka Cluster
CRM
Integration
Domain-Driven Design for your Integration Layer
Legacy
Integration
Custom
Application
ESB Connector
Java / Python /
ksqlDB / etc.
Schema
Registry
Event Streaming Platform
CRM Domain Legacy Domain Payment Domain
è Independent and loosely coupled, but scalable, highly available and reliable!
Kafka Cluster
Domain-Driven Design for your Event Steaming Platform
Schema
Registry
Event Streaming Platform
Big Data Cluster Big Data Cluster
KSQL
App
KSQL
App
KSQL
App
Use Cases for Reprocessing Historical Events
Give me all events from time A to time B
Real-time Producer
Time
• New consumer application
• Error-handling
• Compliance / regulatory processing
• Query and analyze existing events
• Schema changes in analytics platform
• Model training
Real-time Consumer
Consumer of
Historical Data
@KaiWaehner - www.kai-waehner.de
Confluent Tiered Storage for Kafka
53
@KaiWaehner - www.kai-waehner.de
Direct streaming ingestion
for model training
with TensorFlow I/O + Kafka Plugin
(no additional data storage
like S3 or HDFS required!)
Time
Model B
Model A
Producer
Distributed
Commit Log
Streaming Ingestion and Model Training
with TensorFlow IO
https://github.com/tensorflow/io
54
Model X
(at a later time)
@KaiWaehner - www.kai-waehner.de
Event Streaming Is The Future Of Data
55
Infrastructure
as code
Data as continuous
streams of events
Future of the
datacenter
Future of data
Cloud
Event
Streaming
@KaiWaehner - www.kai-waehner.de
Why Confluent?
I N V E S T M E N T & T I M E
V
A
L
U
E
3
4
5
1
2
Event Streaming Maturity Model
Initial Awareness /
Pilot (1 Kafka
Cluster)
Start to Build
Pipeline / Deliver 1
New Outcome
(1 Kafka Cluster)
Mission-Critical
Deployment
(Stretched, Hybrid,
Multi-Region)
Build Contextual
Event-Driven Apps
(Stretched, Hybrid,
Multi-Region)
Central Nervous
System
(Global Kafka)
Product, Support, Training, Partners, Technical Account Management...
57
@KaiWaehner - www.kai-waehner.de
The Rise of Event Streaming
2010
Apache Kafka
created at LinkedIn by
Confluent founders
2014
2020
80%
Fortune 100
Companies
trust and use
Apache Kafka
58
@KaiWaehner - www.kai-waehner.de
Confluent Platform
Freedom of Choice
Committer-driven Expertise
Open Source | Community licensed
Fully Managed Cloud Service
Self-managed Software
Training Partners
Enterprise
Support
Professional
Services
ARCHITECT
OPERATOR
DEVELOPER EXECUTIVE
Apache Kafka
Dynamic Performance & Elasticity
Self-Balancing Clusters | Tiered Storage
Flexible DevOps Automation
Operator | Ansible
GUI-driven Mgmt & Monitoring
Control Center | Proactive Support
Event Streaming Database
ksqlDB
Rich Pre-built Ecosystem
Connectors | Hub | Schema Registry
Multi-language Development
Non-Java Clients | REST Proxy
Admin REST APIs
Global Resilience
Multi-Region Clusters | Replicator
Cluster Linking
Data Compatibility
Schema Registry | Schema Validation
Enterprise-grade Security
RBAC | Secrets | Audit Logs
TCO / ROI
Revenue / Cost / Risk Impact
Complete Engagement Model
Efficient Operations
at Scale
Unrestricted
Developer Productivity
Production-stage
Prerequisites
Partnership for
Business Success
@KaiWaehner - www.kai-waehner.de
Kai Waehner
Field CTO
contact@kai-waehner.de
@KaiWaehner
www.kai-waehner.de
www.confluent.io
linkedin.com/in/kaiwaehner
Questions? Feedback?
Let’s connect!

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Event Streaming Powers Aviation Industry Transformation

  • 1. @KaiWaehner - www.kai-waehner.de Event Streaming with Apache Kafka in the Aviation Industry Airlines, Airports, Aerospace, Manufacturing, GDS, Flight Safety, and Retail Kai Waehner Field CTO contact@kai-waehner.de @KaiWaehner www.confluent.io www.kai-waehner.de linkedin.com/in/kaiwaehner
  • 2. @KaiWaehner - www.kai-waehner.de The Aviation Industry is Changing… Aviation and travel are notoriously vulnerable to social, economic, and political events. Digital modernization is coming not just due to the Corona Virus, but because of the ever-changing expectations of consumers.
  • 3. The world is changing.
  • 4. @KaiWaehner - www.kai-waehner.de The New Business Reality Technology is the business Innovation required for survival Yesterday’s data = failure Modern, real-time data infrastructure is required. Technology was a support function Innovation required for growth “Good enough” to run on yesterday’s data
  • 9. @KaiWaehner - www.kai-waehner.de Car Production becomes Software
  • 11. @KaiWaehner - www.kai-waehner.de This transformation is happening everywhere
  • 15. @KaiWaehner - www.kai-waehner.de What enables this transformation?
  • 16. Cloud Machine Learning Mobile Event Streaming Rethink Decision Making Rethink User Experience Rethink Data Rethink Data Centers
  • 17. Real-time Data beats Slow Data. Transportation Real-time sensor diagnostics Driver-rider match ETA updates Banking Fraud detection Trading, risk systems Mobile applications / customer experience Retail Real-time inventory Real-time POS reporting Personalization Entertainment Real-time recommendations Personalized news feed In-app purchases
  • 18. @KaiWaehner - www.kai-waehner.de This is a fundamental paradigm shift... 18 Infrastructure as code Data as continuous streams of events Future of the datacenter Future of data Cloud Event Streaming
  • 20. @KaiWaehner - www.kai-waehner.de Event Streaming is the Central Nervous System for today’s enterprises. Apache Kafka® is the technology.
  • 21. ‘Event’ is what happens in your business Transportation TPMS sensor in Carol’s car detected low tire-pressure at 5:11am. Kafka Banking Alice sent $250 to Bob on Friday at 7:34pm. Kafka Retail Sabine’s order of a Fujifilm camera was shipped at 9:10am. Kafka
  • 22. Central Nervous System Your Business as Streams of Events, powered by Kafka Inventory Event streams are stored for reuse and with high availability. Shipping Events are processed in real- time as soon as they happen. Frontend Reporting Add new use cases easily by tapping into existing streams. Orders Event-driven apps and services communicate through streams.
  • 23. @KaiWaehner - www.kai-waehner.de The Rise of Event Streaming 2010 Apache Kafka created at LinkedIn by Confluent founders 2014 2020 80% Fortune 100 Companies trust and use Apache Kafka
  • 25. @KaiWaehner - www.kai-waehner.de Confluent pioneered Event Streaming Hall of Innovation CTO Innovation Award Winner 2019 Enterprise Technology Innovation AWARDS Confluent founders are original creators of Kafka Confluent team wrote 80% of Kafka software commits, has over 1M hours technical experience with Kafka, and operates 5,000+ clusters Confluent Cloud is the only multi-cloud, fully managed, pay-as-you-go event streaming service in the world Confluent Platform completes Apache Kafka and turns it into a secure, enterprise-ready platform
  • 26. @KaiWaehner - www.kai-waehner.de Lufthansa’s KUSCO (Kafka Unified Streaming Cloud Operations) Confluent Streaming Event 2020: https://videos.confluent.io/watch/X4j6nh3e8Kr8EvsRCeSEhJ
  • 27. @KaiWaehner - www.kai-waehner.de Singapore Airlines Streaming Predictive Maintenance with Kafka and Machine Learning https://speakerdeck.com/devacto/predictive-maintenance-pipeline-using-kafka-connect-streams-and-ksql
  • 29. @KaiWaehner - www.kai-waehner.de Amadeus IT Group 29 https://kafka.apache.org/powered-by Major European IT provider for the global travel and tourism industry Global Distribution System (GDS) provides search, pricing, booking, ticketing and other processing services in real-time Customers include airlines, hotels, tour operators, insurers, car rental and railway companies
  • 31. Kafka: The Trinity of Event Streaming 01 Publish & Subscribe to Streams of Events 02 Store your Event Streams 03 Process & Analyze your Events Streams
  • 32. Kafka Loves Your Existing Systems. ...many more Other Systems Other Systems Kafka Connect Kafka Cluster Kafka Connect
  • 33. Kafka Loves Your Existing Systems. ✓ Hundreds of ready-to-use connectors available ✓ Supported by Confluent or by partners (certified) ✓ Managed Connectors in Confluent Cloud $ confluent-hub install mongodb/kafka-connect-mongodb:1.3.0
  • 34. Confluent Cloud ✓ Infinite Storage Confluent Platform ✓ Tiered Storage (e.g., AWS S3) Apache Kafka • Tiered Storage upcoming Kafka Stores Your Data Durably. Kafka is the source of truth. Powers NYTimes.com, and stores all articles ever published since 1851. September 30, 1851, Page 1
  • 35. Kafka Makes Your Business Real-time. CREATE STREAM payments (user VARCHAR, amount INT) WITH (kafka_topic = 'all_payments', value_format = 'avro'); CREDIT SERVICE ksqlDB CREATE TABLE credit_scores AS SELECT user, updateScore(p.amount) AS credit_score FROM payments AS p GROUP BY user EMIT CHANGES; RISK SERVICE ksqlDB
  • 36. Kafka Streams — #1 popular choice ✓ Client library for Java, Scala ✓ Elastic, highly scalable, fault-tolerant ✓ Filter, transform, join, aggregate, window, etc. ✓ Exactly-once processing ✓ Full Kafka security integration Build Apps, not Processing Clusters ✓ Standard JVM application ✓ Run in container, VMs, K8S, bare-metal, etc. ✓ No separate ‘processing cluster’ needed ✓ For S, M, L, XXL use cases Kafka Makes Your Business Real-time. Kafka Cluster REAL-TIME APPLICATIONS
  • 37. ksqlDB, the Event Streaming Database DB APP APP PULL PUSH CONNECTORS STREAM PROCESSING TABLES & STATE ksqlDB DB One Solution for: ✓ capturing events ✓ stream processing ✓ serving both push and pull queries ✓ also available in Confluent Cloud CREATE SOURCE CONNECTOR postgresSource WITH (...); CREATE STREAM customer_changes …; CREATE TABLE customers AS SELECT ... FROM customer_changes; APP “The easiest way to get started with Kafka.”
  • 38. @KaiWaehner - www.kai-waehner.de Events at an Airport https://www.confluent.io/kafka-summit-sf18/serving-the-real-time-data-needs-of-an-airport/
  • 39. @KaiWaehner - www.kai-waehner.de Event Streaming with Kafka and ksqlDB at an Airport https://www.confluent.io/kafka-summit-sf18/serving-the-real-time-data-needs-of-an-airport/
  • 40. @KaiWaehner - www.kai-waehner.de Event Topics Storage Partitions Events / sec Kafka Servers 10,000,000 25,000 1,000,000 1,500 Event Topics Storage Partitions Events / sec Kafka Servers 250,000 500 25,000 25 Event Topics Storage Partitions Events / sec Kafka Servers 100 5 300 3 Kafka Scales with Your Business.
  • 41. @KaiWaehner - www.kai-waehner.de Distributed System with Replication and High Availability Broker 1 Topic1 partition1 Broker 2 Broker 3 Broker 4 Topic1 partition1 Topic1 partition1 Leader Follower Topic1 partition2 Topic1 partition2 Topic1 partition2 Topic1 partition3 Topic1 partition4 Topic1 partition3 Topic1 partition3 Topic1 partition4 Topic1 partition4
  • 42. @KaiWaehner - www.kai-waehner.de Distributed System with Replication and High Availability read, write App (Kafka Streams) Kafka (Data) More Apps (KSQL, Connect, Python, REST, “You-name-it”) Bookings Team Fraud Team … Mobile Team …
  • 43. Central Nervous System Your Business as Streams of Events, powered by Kafka Inventory Event streams are stored for reuse and with high availability. Shipping Events are processed in real- time as soon as they happen. Frontend Reporting Add new use cases easily by tapping into existing streams. Orders Event-driven apps and services communicate through streams.
  • 44. @KaiWaehner - www.kai-waehner.de Multi-Region Cluster Kafka Clusters can Stretch over Regions No Downtime + Zero Data loss e.g. Stretched over US East + Mid + West Automated Disaster Recovery Sync or Async Replication per Topic Offset Preserving Automated Client Failover without Custom Code
  • 45. 45 Cluster Linking requires no additional infrastructure and preserves offsets: Global Central Nervous System Cluster Linking simplifies hybrid-cloud and multi-cloud deployments for Kafka
  • 46. Connected Car Infrastructure https://www.youtube.com/watch?v=yGLKi3TMJv8 • Real Time Data Analysis • Swarm Intelligence • Collaboration with Partners • Predictive AI • …
  • 47. @KaiWaehner - www.kai-waehner.de Streaming Aviation Data Exchange MirrorMaker 2 / Confluent Replicator Airport Server: Latest version Clients: 0.11, 2.0 Streaming replication between stakeholders Version compatibility between different clients and servers Airline Server: AK 2.3 Clients: 2.0, 2.5 GDS Server: CP 54 / AK 2.4 Clients: 0.11, 2.4 Confluent Cluster Linking
  • 48. @KaiWaehner - www.kai-waehner.de ETL/Data Integration Messaging Highly Scalable Durable Persistent Ordered Real-time Difficult to Scale No Persistence After Consumption No Replay Batch Expensive Time Consuming
  • 49. Highly Scalable Persistent ETL/Data Integration Messaging ETL/Data Integration Messaging Messaging Batch Expensive Time Consuming Difficult to Scale No Persistence After Consumption No Replay Real-time Highly Scalable Durable Persistent Ordered Real-time Event Streaming
  • 50. @KaiWaehner - www.kai-waehner.de Kafka Connect Kafka Cluster CRM Integration Domain-Driven Design for your Integration Layer Legacy Integration Custom Application ESB Connector Java / Python / ksqlDB / etc. Schema Registry Event Streaming Platform CRM Domain Legacy Domain Payment Domain è Independent and loosely coupled, but scalable, highly available and reliable!
  • 51. Kafka Cluster Domain-Driven Design for your Event Steaming Platform Schema Registry Event Streaming Platform Big Data Cluster Big Data Cluster KSQL App KSQL App KSQL App
  • 52. Use Cases for Reprocessing Historical Events Give me all events from time A to time B Real-time Producer Time • New consumer application • Error-handling • Compliance / regulatory processing • Query and analyze existing events • Schema changes in analytics platform • Model training Real-time Consumer Consumer of Historical Data
  • 53. @KaiWaehner - www.kai-waehner.de Confluent Tiered Storage for Kafka 53
  • 54. @KaiWaehner - www.kai-waehner.de Direct streaming ingestion for model training with TensorFlow I/O + Kafka Plugin (no additional data storage like S3 or HDFS required!) Time Model B Model A Producer Distributed Commit Log Streaming Ingestion and Model Training with TensorFlow IO https://github.com/tensorflow/io 54 Model X (at a later time)
  • 55. @KaiWaehner - www.kai-waehner.de Event Streaming Is The Future Of Data 55 Infrastructure as code Data as continuous streams of events Future of the datacenter Future of data Cloud Event Streaming
  • 57. I N V E S T M E N T & T I M E V A L U E 3 4 5 1 2 Event Streaming Maturity Model Initial Awareness / Pilot (1 Kafka Cluster) Start to Build Pipeline / Deliver 1 New Outcome (1 Kafka Cluster) Mission-Critical Deployment (Stretched, Hybrid, Multi-Region) Build Contextual Event-Driven Apps (Stretched, Hybrid, Multi-Region) Central Nervous System (Global Kafka) Product, Support, Training, Partners, Technical Account Management... 57
  • 58. @KaiWaehner - www.kai-waehner.de The Rise of Event Streaming 2010 Apache Kafka created at LinkedIn by Confluent founders 2014 2020 80% Fortune 100 Companies trust and use Apache Kafka 58
  • 59. @KaiWaehner - www.kai-waehner.de Confluent Platform Freedom of Choice Committer-driven Expertise Open Source | Community licensed Fully Managed Cloud Service Self-managed Software Training Partners Enterprise Support Professional Services ARCHITECT OPERATOR DEVELOPER EXECUTIVE Apache Kafka Dynamic Performance & Elasticity Self-Balancing Clusters | Tiered Storage Flexible DevOps Automation Operator | Ansible GUI-driven Mgmt & Monitoring Control Center | Proactive Support Event Streaming Database ksqlDB Rich Pre-built Ecosystem Connectors | Hub | Schema Registry Multi-language Development Non-Java Clients | REST Proxy Admin REST APIs Global Resilience Multi-Region Clusters | Replicator Cluster Linking Data Compatibility Schema Registry | Schema Validation Enterprise-grade Security RBAC | Secrets | Audit Logs TCO / ROI Revenue / Cost / Risk Impact Complete Engagement Model Efficient Operations at Scale Unrestricted Developer Productivity Production-stage Prerequisites Partnership for Business Success
  • 60. @KaiWaehner - www.kai-waehner.de Kai Waehner Field CTO contact@kai-waehner.de @KaiWaehner www.kai-waehner.de www.confluent.io linkedin.com/in/kaiwaehner Questions? Feedback? Let’s connect!