Real-time data streaming is a hot topic in the Telecommunications Industry / Telecom Sector. As telecommunications companies strive to offer high speed, integrated networks with reduced connection times, connect countless devices at reduced latency, and transform the digital experience worldwide, more and more companies are turning to Apache Kafka’s data stream processing solutions to deliver a scalable, real-time infrastructure for OSS and BSS scenarios. Enabling a combination of on-premise data centers, edge processing, and multi-cloud architectures is becoming the new normal in the Telco Industry. This combination is enabling accelerated growth from value-added services delivered over mobile networks.
Join Kai Waehner, Technology Evangelist at Confluent, for this session which explores various telecommunications use cases, including data integration, infrastructure monitoring, data distribution, data processing and business applications. Different architectures and components from the Kafka ecosystem are also discussed.
This talk explores:
- Overcome challenges for building a modern hybrid telco infrastructure
- Build a real time infrastructure to correlate relevant events
- Connect thousands of devices, networks, infrastructures, and people
- Work together with different companies, organisations and business models
- Leverage open source and fully managed solutions from the Apache Kafka ecosystem, Confluent Platform and Confluent Cloud
Apache Kafka in the Telco Industry (OSS, BSS, OTT, IMS, NFV, Middleware, Mainframe, etc.)
1. Event Streaming in the Telco Industry
Use Cases, Architectures and Technologies
Kai Waehner
Technology Evangelist
contact@kai-waehner.de
LinkedIn
@KaiWaehner
www.confluent.io
www.kai-waehner.de
2. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
1. The Evolution of the Telco Industry
2. Apache Kafka and Confluent
3. Edge, Hybrid and Cloud Architectures
4. Event Streaming in OSS
5. Event Streaming in BSS
6. Middleware Integration and Replacement
7. Case Study
Agenda
3. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
1. The Evolution of the Telco Industry
2. Apache Kafka and Confluent
3. Edge, Hybrid and Cloud Architectures
4. Event Streaming in OSS
5. Event Streaming in BSS
6. Middleware Integration and Replacement
7. Case Study
Agenda
4. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Telcos’ current IT architectures are not able to satisfy
business needs because of their high complexity, lack of
flexibility and low level of automation.
https://www2.deloitte.com/content/dam/Deloitte/it/Documents/technology-media-telecommunications/Next%20Gen%20Telco%20Architecture_2017_final.pdf
5. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Telco need to transform everything
“The biggest hurdle to
overcome with digital
transformation is to
understand that it isn’t just a
simple technology challenge
– it covers every part of the
telco business.”
https://www.huawei.com/en/about-huawei/publications/winwin-magazine/plus-intelligence/telco-digital-transformation
6. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
The market development of the SMS
https://disruptive.asia/p2p-sms-2022-ovum/
https://dis-blog.thalesgroup.com/mobile/2014/10/06/three-issues-mobile-network-operators-must-face-to-reverse-the-slide-of-sms-revenue/
SMS has become a large commercial industry, earning $114.6 billion globally in 2010.
Costs between 10 cents to 20 cents per message were the normal in many countries.
7. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
OTT (Over The Top) - aka Telco-OTT
OTT Applications use the existing Telecommunication Infrastructure
and provide better cost / features / convenience.
Example: Messaging applications
• SMS (short message service) by telco providers: Text format message.
• WhatsApp (by Facebook): Above + group chat, gif/stickers, photos,
videos, audio, location, contact information and ‘walkie-talkie’ services.
• WeChat (by Tencent): Above + payment + various other partner
integrations
Options for the Telco provider:
• Partnership: No control + potentially damage their reputation and
customer relationships
• Development of own services: No skills + too late
• Blocking OTT services: Losing revenue for traffic and customers
The answer from the telco providers: RCS (rich communication services)…
What do you use today?
8. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Four scenarios
for 2030
-
Where do you
want to go?
https://www2.deloitte.com/content/dam/Deloitte/pl/
Documents/Reports/pl_Deloitte_TMT_Telco_2030.pdf
9. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
https://www2.deloitte.com/content/dam/Deloitte/it/Documents/technology-media-telecommunications/Next%20Gen%20Telco%20Architecture_2017_final.pdf
10. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
1. The Evolution of the Telco Industry
2. Apache Kafka and Confluent
3. Edge, Hybrid and Cloud Architectures
4. Event Streaming in OSS
5. Event Streaming in BSS
6. Middleware Integration and Replacement
7. Case Study
Agenda
11. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Event Streaming for
traditional and new innovative use cases
in the telecommunications industry
Real Time Processing Digital Transformation Strategic Goals
Move data from OSS
fixed, mobile, cable into
various systems
Mainframe offloading
and replacement
Proactive network
monitoring
CDR
(Call Detail Record)
processing
Fleet management and
connected car solutions
Customer service
(e.g. chat bots) and
social Integration
Smarter network
simulation, planning
and deployment
Personalized
messages and
recommendations
Fraud detection
Predictive Maintenance
Across Networks and
Infrastructure
Nationwide
security
infrastructure
(SIEM / SOAR)
Augmented
reality
Spanning different
business units
(TV, analytics,
Video platform,
Sales and Services)
OSS-BSS
Integration and
Middleware
Modernization
Regulatory
reporting
Customer churn and
cross- / up-selling
Merger after
acquisitions
Omni-Channel
Customer 360
Converged billing
solution
12. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
13. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Event streaming platform –
The commit log
Time
P
C1 C2
C3
14. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Event streaming platform –
A distributed system for 24/7 and zero data Loss
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
15. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Apache Kafka (kafka.apache.org) includes
Kafka Connect and Kafka Streams
Kafka Streams
Your app
sinksource
KafkaConnect
KafkaConnect
16. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
An event streaming platform
is the underpinning of an event-driven architecture
Microservices
Mainframes
SaaS apps
Mobile
Customer 360
Real-time fraud
detection
Data warehouse
Producers
Consumers
Database
change
Microservices
events
SaaS
data
Customer
experience
s
Streams of real time events
Stream processing
apps
Connectors
Connectors
Stream processing
apps
17. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
STREAM
PROCESSING
Create and store
materialized views
Filter
Analyze in-flight
Time
C CC
Event Streaming
18. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Apache Kafka at scale at tech giants
> 7 trillion messages / day > 6 Petabytes / day
“You name it”
* Kafka Is not just used by tech giants
** Kafka is not just used for big data
19. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Hotstar – OTT for millions of cricket fans in India
https://www.confluent.io/kafka-summit-san-francisco-2019/scaling-for-indias-cricket-hungry-population/
20. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Kafka Connect
Kafka Cluster
CRM
Integration
Domain-Driven Design (DDD) and decoupled Telco services
Legacy
Integration
Proactive
Monitoring
Mainframe
Connector
Java / C++ /
Go / ksqlDB
Schema
Registry
Event Streaming Platform
BSS Domain Legacy Customer Domain OSS Domain
Audit Logs,
RBAC, etc.
21. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
From Monoliths to decoupled, independent services
https://www2.deloitte.com/content/dam/Deloitte/it/Documents/technology-media-telecommunications/Next%20Gen%20Telco%20Architecture_2017_final.pdf
(Network Functions Virtualization)
22. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
1. The Evolution of the Telco Industry
2. Apache Kafka and Confluent
3. Edge, Hybrid and Cloud Architectures
4. Event Streaming in OSS
5. Event Streaming in BSS
6. Middleware Integration and Replacement
7. Case Study
Agenda
23. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Mission-critical
How to
deploy Event
Streaming
24/7, including
Disaster Recovery?
24. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Disaster Recovery – RPO and RTO
RPO = Recovery Point Objective
RTO = Recovery Time Objective
25. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Digital service at the edge
Single
Kafka Broker
or Cluster
Digital
Service
Self-managed or
certified OEM Hardware
Kafka
Cluster
in DC /
Cloud
Replicator
SNMP
Monitoring
Syslog
Troubleshooting
TCP
Command & Control
26. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Hybrid Architectures in the Telco Industry
Digital
Service
27. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Kafka Clusters
can Stretch over Regions
Zero Downtime + Zero Data loss
(RPO=0 and RTO=0)
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
Multi-Region Cluster
(Only available in Confluent Platform)
28. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Example of a Multi-Region Cluster in a Telco
Large Telco Customer
Transaction
Log
Transaction
Log
Location Location
synchronous
asynchronous
● ‘Payment’ transactions enter
from us-east and us-west with
fully synchronous replication
● ‘Log’ and ‘Location’ information
in the same cluster use async -
optimized for latency
● Automated disaster recovery
(zero downtime, zero data loss)
Result: Clearing time from ‘deposit’ to
‘available’ goes from 5 days to 5
seconds (including security checks)
(Only available in Confluent Platform)
29. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Global Event Streaming
Aggregate Small Footprint
Edge Deployments with
Replication (Aggregation)
Simplify Disaster Recovery
Operations with
Multi-Region Clusters
with RPO=0 and RTO=0
Stream Data Globally with
Replication and Cluster Linking
30. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
1. The Evolution of the Telco Industry
2. Apache Kafka and Confluent
3. Edge, Hybrid and Cloud Architectures
4. Event Streaming in OSS
5. Event Streaming in BSS
6. Middleware Integration and Replacement
7. Case Study
Agenda
31. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Traditional monitoring in OSS
SNMP poll
SNMP response
EMS (Cisco)
Syslog event
NMS (Huawei)
SNMP poll
SNMP response
EMS (Juniper)
EMS = Element Management System
NMS = Network Management System
OSS = Operation Support System
Router
Soft switch
Services gateway
(audio, video)
OSS
32. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Challenges
• Vendor-specific management
information base (MIB) result in
multiple, incompatible data semantics
and naming
• Vendor-specific EMS often required
resulting in inefficient “swivel-chair”
troubleshooting of issues.
• Realtime analytics across a
heterogenous environment becomes
impossible.
• Migration to modern streaming
technologies means even more
segmentation of visibility.
33. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Unified telemetry with an Event Streaming platform
SNMP
Telemetry via
Protobuf
Telemetry via
gRPC
Normalize telemetry streams to
a common schema
Apply real time analytics across ALL sources
via the normalized telemetry stream
Single source of insight
into the performance and
availability of the entire
network infrastructure.
34. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
OSM - Open Source MANO
(Management and Orchestration)
Addressing challenges with orchestration, interoperability and performance optimization
Based on ETSI (European Telecommunication Standards Institute) NFV standards and Information Model
Interoperability among different service provider NFV infrastructures or OSS systems
Apache Kafka asynchronous communication between OSM components and decoupling introduction of new pluggable modules
https://osm.etsi.org/news-events/blog/30-open-source-mano-addressing-interoperability-challenge-in-nfv
35. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
1. The Evolution of the Telco Industry
2. Apache Kafka and Confluent
3. Edge, Hybrid and Cloud Architectures
4. Event Streaming in OSS
5. Event Streaming in BSS
6. Middleware Integration and Replacement
7. Case Study
Agenda
36. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
40
Customer 360
-
Timely and accurate view of a
customer in its entirety
Challenges
• Multi-Play Communication Service
Providers (CSP) with different
systems or stacks for mobile, fixed
line, broadband and add-value
services
• Various technology stacks (3/4/5G,
fiber/copper etc.)
• Another dimension is added by
mergers or acquisitions, where the
above challenges immediately
multiply
• No single point of view, not real
time, not context-specific
https://admin.salesforce.com/blog/2018/unlock-customer-data-with-salesforce-customer-360%EF%BB%BF
37. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Realtime recommendations
Act at the right time with the right next best offer or action
38. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Telco services at the heart of augmented reality
42
http://hyper-reality.co/
• CRM integration
• Real time product inventory
• Predictive recommendations
• Geo-location
• Payment integration
• …
39. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Augmented reality with picture enhancement
Pre-Processing
(Kafka Streams / ksqlDB)
Mobile App
Receive
enhanced
picture
Payment Service
including Fraud
Detection using
Machine Learning
(Kafka Streams)
Picture Enhancement
e.g. using image
processing software
(external service)
Send
picture
40. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
1. The Evolution of the Telco Industry
2. Apache Kafka and Confluent
3. Edge, Hybrid and Cloud Architectures
4. Event Streaming in OSS
5. Event Streaming in BSS
6. Middleware Integration and Replacement
7. Case Study
Agenda
41. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Spoilt for choice!
ESB MQ
Storage
Streaming
Engine
Messaging: Kafka Core
Storage: Kafka Core
Caching: Kafka Core
Real-Time, Batch: Kafka Clients
Integration: Kafka Connect
Stream Processing: Kafka Streams / KSQL
Request-Response: REST Proxy
”Eat your own dog food”
vs.
Enemy 1
Enemy 2
Enemy 3
Enemy 4
But be aware: More components, clusters, technologies means more conflicts, incompatibility, operations burden!
Enemy 5
42. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Independent, scalable, reliable components (server and client side!)
read,
write
App
(Kafka Streams)
Kafka
(data)
More Apps
(KSQL, Connect, Python,
REST, “You-name-it”)
BookingsTeam
FraudTeam
…
MobileTeam
…
43. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Why Apache Kafka versus traditional middleware?
Event Streaming Platform
The core is event-based
Supports real time stream processing
But also Fire-and-Forget, Publish / Subscribe, Request-Response / RPC, Batch, …
Single infrastructure
Messaging, storage, processing
Small and high throughputs (up to Gigabytes per second)
Elastic Scalability (up and down)
Reliability and zero downtime
High availability
Exactly-once semantics
Rolling upgrades and dynamic configuration changes
Backwards compatibility
Decoupling of clients
Agile microservices
Dumb pipes, smart endpoints
Handling backpressure
No vendor lock-in
44. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Don’t use your “ESB knowledge” with Kafka!
https://www.thoughtworks.com/radar/techniques/recreating-esb-antipatterns-with-kafka
!
45. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Event Streaming platform and traditional middleware
are complementary!
Orders Customers
Infrastructure
Status
REST
Connect
ESB
JMS
Database
Mainframe
SOAP
…
Kafka
Kafka
Kafka
KafkaRPC
API Management
OSS BSSMiddleware
Kafka
Connect
Syslog
SNMP
…
Mobile App
CRM
46. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Legacy IMS (IP Multimedia Core Network Subsystem)
and the need for open, scalable, reliable middleware
https://www.youtube.com/watch?v=IwOEcYlUmwwExample:
VMware vIMS
47. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Kafka + ESB / ETL à Blog, slides, video recording…
https://www.kai-waehner.de/blog/2019/03/07/apache-kafka-middleware-mq-etl-esb-comparison/
48. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
1. The Evolution of the Telco Industry
2. Apache Kafka and Confluent
3. Edge, Hybrid and Cloud Architectures
4. Event Streaming in OSS
5. Event Streaming in BSS
6. Middleware Integration and Replacement
7. Case Study
Agenda
49. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Replace old mainframe with Confluent
(instead of buying a new mainframe)
https://community.ibm.com/community/user/ibmz-and-linuxone/blogs/destination-z1/2019/12/23/capacity-is-king-how-the-ibm-z14-addresses-telecom-volume-concerns
50. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Cloud
Adoption
Journey from mainframe
to hybrid and cloud
PHASE
3
Hybrid
Cloud
Cloud-First
Development
PHASE
2
PHASE
1
Case Study - Telco CEO
“This is the last 5-year $50M IBM contract.
Get rid off the mainframe!”
51. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Strangler design pattern
https://paulhammant.com/2013/07/14/legacy-application-strangulation-case-studies/
https://martinfowler.com/bliki/StranglerFigApplication.html
“The most important
reason to consider a
strangler fig application
over a cut-over rewrite
is reduced risk.”
Martin Fowler
52. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Year 0: Direct communication between mainframe and app
Application
1) Direct Legacy Mainframe Communication to App
Date Amount
1/27/2017 $4.56
1/22/2017 $32.14
Customer Service
System ‘1980’
(Mainframe)
53. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Year 1: Kafka for decoupling between mainframe and app
Application
1) Direct Legacy Mainframe Communication to App
2) Kafka for Decoupling between Mainframe and App
Date Amount
1/27/2017 $4.56
1/22/2017 $32.14
Mainframe Integration
- Change Data Capture (IIDR)
- Kafka Connect (JMS, MQ, JDBC)
- REST Proxy
- Kafka Client
- 3rd Party Tool
Customer Service
System ‘1980’
(Mainframe)
54. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Year 2 to 4: New projects and applications
Application
Microservices
Agile, Lightweight
(but Scalable, Robust)
Applications
Big Data Project
(Elastic, Spark,
AWS Services, …)
1) Direct Legacy Mainframe Communication to App
2) Kafka for Decoupling between Mainframe and App
3) New Projects and Applications
External
Solution
Date Amount
1/27/2017 $4.56
1/22/2017 $32.14
Mainframe Integration
- Change Data Capture (IIDR)
- Kafka Connect (JMS, MQ, JDBC)
- REST Proxy
- Kafka Client
- 3rd Party Tool
Customer Service
System ‘1980’
(Mainframe)
55. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Year 5: Mainframe replacement
Application
Microservices
Agile, Lightweight
(but Scalable, Robust)
Applications
Big Data Project
(Elastic, Spark,
AWS Services, …)
1) Direct Legacy Mainframe Communication to App
2) Kafka for Decoupling between Mainframe and App
3) New Projects and Applications
4) Mainframe Replacement
External
Solution
Date Amount
1/27/2017 $4.56
1/22/2017 $32.14
Customer Service
System ‘2020’
(Modern Technology)
56. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
What about transactions?
57. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
IBM mainframe database and transaction managers
62
IMS
• Hierarchical Database
• Transaction Manager
• Supports Cobol, Assembler, PL/1, Java
• IMS Connect for Integration with WebSphere MQ, SOAP, …
DB2
• Relational Database
CICS
• Transaction Manager
• Database “Lite” (VSAM Datasets)
• Integration and Application Programming Capabilities similar to IMS,
but much easier to use
• Advanced Features like Transaction Prioritization
The Heart
of your
Business
App
58. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
“Transactions” in Apache Kafka
Exactly-Once Semantics (EOS)
available since Kafka 0.11:
https://cwiki.apache.org/confluence/display/KAFKA/KIP-98+-+Exactly+Once+Delivery+and+Transactional+Messaging
https://www.confluent.io/kafka-summit-london18/dont-repeat-yourself-introducing-exactly-once-semantics-in-apache-kafka/
59. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Kafka + mainframe à Blog, slides, video recording…
https://www.kai-waehner.de/blog/2020/04/24/mainframe-offloading-replacement-apache-kafka-connect-ibm-db2-mq-cdc-cobol/
61. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
Confluent Platform
Fully Managed Cloud ServiceSelf Managed Software FREEDOM OF
CHOICE
COMMITTER-DRIVEN
EXPERTISE
PartnersTrainingProfessional
Services
Enterprise
Support
Apache Kafka
EFFICIENT
OPERATIONS AT SCALE
PRODUCTION-
STAGE PREREQUISITES
UNRESTRICTED
DEVELOPER PRODUCTIVITY
SQL-based Stream
Processing
KSQL (ksqlDB)
Rich Pre-built Ecosystem
Connectors | Hub | Schema Registry
Multi-language Development
non-Java clients | REST Proxy
GUI-driven Mgmt &
Monitoring
Control Center
Flexible DevOps Automation
Operator | Ansible
Dynamic Performance &
Elasticity
Auto Data Balancer | Tiered Storage
Enterprise-grade Security
RBAC | Secrets | Audit logs
Data Compatibility
Schema Registry | Schema
Validation
Global Resilience
Multi-Region Clusters | Replicator
Developer Operator Architect
Open Source | Community licensed
PARTNERSHIP
FOR BUSINESS SUCCESS
Complete Engagement
Model
Revenue / Cost / Risk
Impact
TCO / ROI
Executive Buyer
62. Apache Kafka in the Telco Industry – @KaiWaehner - www.kai-waehner.de
I N V E S T M E N T & T I M E
VALUE
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...