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Reinventing Kafka in
the Data Streaming Era
Jun Rao, co-founder @ Confluent
Loyalty Rewards
Curbside Pickup
Trending Now
Popular on Netflix
Top Picks for Joshua
Created by the founders of
Confluent while at LinkedIn
Apache Kafka has ushered in the
data streaming era…
>70%
of the Fortune 500
>100,000+
Organizations
>41,000
Kafka Meetup Attendees
>200
Global Meetup Groups
>750
Kafka Improvement Proposals (KIPs)
>12,000
Jiras for Apache Kafka
>32,000
Stack Overflow Questions
Real-time Trades
Ride ETA
Personalized Recommendations
The need for a cloud-native, data streaming platform
Connecting all your apps, systems and data into a central nervous system
Self-managing Kafka
comes with cost and
complexity
● Cluster sizing
● Cluster provisioning
● Architecture planning
● Upgrades / patches
● Source / sink connectors
● Monitoring / reporting
● Security / reliability
management
● Mirroring
● Expansion planning
● Load rebalancing
● Utilization optimization
● Cluster migrations
● Performance enhancements
● Zookeeper management
● Multi-tenancy
Each new project adds complexity…
Client 1
…
Client n
Networking spend for
increased throughput
LB
Storage
Disks
Broker 1 Broker 2 Broker n
Excess, underutilized
storage/compute
Disk n
…
…
Example of a typical Kafka deployment in the cloud
Resources to manage
infrastructure failures
PUTTING KAFKA IN THE CLOUD…
ISN’T JUST PUTTING KAFKA IN THE CLOUD.
Confluent Cloud
COMPLETE EVERYWHERE
CLOUD-NATIVE
Kora: the Cloud-Native Engine for Apache Kafka
Serverless
● Elastic scaling up & down from
0 to GBps
● Auto capacity mgmt, load
balancing, and upgrades
Infinite Storage
● Store data cost- effectively at
any scale without growing
compute
Resilience
● Multi-AZ and multi-region
replication
● Durability self-validation
High Availability
● 99.99% SLA
● Multi-region / AZ availability across
cloud providers
● Patches deployed in Confluent
Cloud before Apache Kafka
Network Flexibility
● Public, VPC, and Private Link
● Seamlessly link across clouds
and on-prem with Cluster
Linking
How Kafka Stores Data
Application Application Application Application Application
Cost
Elasticity
Broker Broker Broker
Infinite Storage with Confluent Cloud
Broker Broker
Application Application Application Application
Cost
efficiency
Improved
Elasticity
Broker
local
hotset
remote
local
hotset
remote
local
hotset
remote
Object Storage
Broker
local
hotset
remote
Benefits from Cloud Native
30XELASTICITY
50
40
30
20
10
0
OSS Kafka Confluent Cloud
Hours required to scale 3 brokers to 4, replication factor of 3,
30-day retention, 100 MBps throughput, 10GBps network
100X RESILIENCY -X STORAGE
0
22.5 45 67.5 90
Confluent
Cloud
OSS Kafka
Other Kafka
Service
99.99%2
99.9%
99%1
10X 100X
Minimum downtime commitment by
Kafka service based on SLA
Infinite Storage
AWS GA
Infinite Storage
GCP GA
Infinite Storage
Azure GA
Time
Hours required to scale 3 brokers to 4, replication factor of 3,
30-day retention, 100 MBps throughput, 10GBps network
AVG Storage
per Cluster
AWS
GCP
AZURE
Performance benefits too!
Large performance gains are realized too,
with an open to path to even more.
CCloud (Next-gen
Replication Engine)
CCloud (Present)
Apache Kafka
No more spending on excess, wasted resources - storage
and compute costs scale up and down with demand
Solving all aspects of the Kafka infra costs with networking
optimizations that solve 90% of the Kafka TCO problem
Common
Breakdown
Of Kafka Infra Costs
(1GBps, 3x fanout)
Networking: 90.8% Compute: 3.0% Storage: 6.2%
Confluent has the lowest TCO for Apache Kafka
Our fully managed SaaS offering solves all aspects of the TCO challenge for Apache Kafka
COMPLETE EVERYWHERE
CLOUD-NATIVE
Confluent Cloud
70+ FULLY MANAGED CONNECTORS
Amazon S3
Custom Connectors
ANNOUNCING
You need to trust and understand the data moving
through your data streaming platform
Schemas Data Lineage
Metadata Integrity & Validation
Email Address →
→
→
Does it contain @ and domain?
Is the right digits given the country?
Is it the right length and format given the country?
Data Quality Rules in Action
Online Retail Example
Postal Code
Phone Number
val fraudulentPayments: KStream[String, Payment] = builder
.stream[String, Payment](“payments-kafka-topic”)
.filter((_ ,payment) => payment.fraudProbability > 0.8)
fraudulentPayments.to(“fraudulent-payments-topic”)
CREATE STREAM fraudulent_payments AS
SELECT * FROM payments
WHERE fraudProbability > 0.8;
STANDALONE APPS FRAMEWORKS
SPRING 2023 FALL 2023 WINTER 2023 2024
We plan to GA our SQL Flink service
in Winter 2023
SQL Early Access SQL Public Preview SQL General Availability Java + Python
Provision a new cluster
*Must be present to win. Raffle will occur during afternoon reception
ANNOUNCING STREAM SHARING
Easily share real-time data
without delays in a few
clicks from Confluent to any
Kafka client
Safely share and protect your data
with robust authenticated sharing,
access management, and layered
encryption controls
Trust the quality and compatibility
of shared data by enforcing
consistent schemas across users,
teams, and organizations
Confluent Cloud
COMPLETE EVERYWHERE
CLOUD-NATIVE
Any Cloud. Any Region.
Everywhere You Want To Be
Why Confluent is the world’s most trusted
data streaming platform
Focus & Expertise
Only company focused on data in motion:
● Founded in 2014 by the Original Creators of
Apache Kafka
● Over 80% of Kafka commits are by
Confluent employees
● Advised on thousands of real-world Kafka
deployments across a wide range of
patterns & industries
Building and supporting a world class product:
● >9 million engineering hours spent
building building our product
● We internally manage >15,000 clusters (and
counting) in Confluent Cloud
● Over 1 million cumulative hours of Kafka
expertise within Confluent support &
services
Execution at Scale
Start your free trial of
Confluent Cloud & get $400 in
credits
Get started with Confluent Cloud is easy!
confluent.io/confluent-cloud/tryfree/
Request a personalized TCO
assessment for your current
Kafka needs or future Data
Streaming Platform
Thank You
September 26-27, 2023 | San Jose, CA

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Reinventing Kafka in the Data Streaming Era - Jun Rao

  • 1. Reinventing Kafka in the Data Streaming Era Jun Rao, co-founder @ Confluent
  • 2. Loyalty Rewards Curbside Pickup Trending Now Popular on Netflix Top Picks for Joshua Created by the founders of Confluent while at LinkedIn Apache Kafka has ushered in the data streaming era… >70% of the Fortune 500 >100,000+ Organizations >41,000 Kafka Meetup Attendees >200 Global Meetup Groups >750 Kafka Improvement Proposals (KIPs) >12,000 Jiras for Apache Kafka >32,000 Stack Overflow Questions Real-time Trades Ride ETA Personalized Recommendations
  • 3.
  • 4.
  • 5.
  • 6. The need for a cloud-native, data streaming platform Connecting all your apps, systems and data into a central nervous system
  • 7. Self-managing Kafka comes with cost and complexity ● Cluster sizing ● Cluster provisioning ● Architecture planning ● Upgrades / patches ● Source / sink connectors ● Monitoring / reporting ● Security / reliability management ● Mirroring ● Expansion planning ● Load rebalancing ● Utilization optimization ● Cluster migrations ● Performance enhancements ● Zookeeper management ● Multi-tenancy Each new project adds complexity… Client 1 … Client n Networking spend for increased throughput LB Storage Disks Broker 1 Broker 2 Broker n Excess, underutilized storage/compute Disk n … … Example of a typical Kafka deployment in the cloud Resources to manage infrastructure failures
  • 8. PUTTING KAFKA IN THE CLOUD… ISN’T JUST PUTTING KAFKA IN THE CLOUD.
  • 10. Kora: the Cloud-Native Engine for Apache Kafka Serverless ● Elastic scaling up & down from 0 to GBps ● Auto capacity mgmt, load balancing, and upgrades Infinite Storage ● Store data cost- effectively at any scale without growing compute Resilience ● Multi-AZ and multi-region replication ● Durability self-validation High Availability ● 99.99% SLA ● Multi-region / AZ availability across cloud providers ● Patches deployed in Confluent Cloud before Apache Kafka Network Flexibility ● Public, VPC, and Private Link ● Seamlessly link across clouds and on-prem with Cluster Linking
  • 11. How Kafka Stores Data Application Application Application Application Application Cost Elasticity Broker Broker Broker
  • 12. Infinite Storage with Confluent Cloud Broker Broker Application Application Application Application Cost efficiency Improved Elasticity Broker local hotset remote local hotset remote local hotset remote Object Storage Broker local hotset remote
  • 13. Benefits from Cloud Native 30XELASTICITY 50 40 30 20 10 0 OSS Kafka Confluent Cloud Hours required to scale 3 brokers to 4, replication factor of 3, 30-day retention, 100 MBps throughput, 10GBps network 100X RESILIENCY -X STORAGE 0 22.5 45 67.5 90 Confluent Cloud OSS Kafka Other Kafka Service 99.99%2 99.9% 99%1 10X 100X Minimum downtime commitment by Kafka service based on SLA Infinite Storage AWS GA Infinite Storage GCP GA Infinite Storage Azure GA Time Hours required to scale 3 brokers to 4, replication factor of 3, 30-day retention, 100 MBps throughput, 10GBps network AVG Storage per Cluster AWS GCP AZURE
  • 14. Performance benefits too! Large performance gains are realized too, with an open to path to even more. CCloud (Next-gen Replication Engine) CCloud (Present) Apache Kafka
  • 15. No more spending on excess, wasted resources - storage and compute costs scale up and down with demand Solving all aspects of the Kafka infra costs with networking optimizations that solve 90% of the Kafka TCO problem Common Breakdown Of Kafka Infra Costs (1GBps, 3x fanout) Networking: 90.8% Compute: 3.0% Storage: 6.2% Confluent has the lowest TCO for Apache Kafka Our fully managed SaaS offering solves all aspects of the TCO challenge for Apache Kafka
  • 17. 70+ FULLY MANAGED CONNECTORS Amazon S3
  • 19. You need to trust and understand the data moving through your data streaming platform Schemas Data Lineage Metadata Integrity & Validation
  • 20. Email Address → → → Does it contain @ and domain? Is the right digits given the country? Is it the right length and format given the country? Data Quality Rules in Action Online Retail Example Postal Code Phone Number
  • 21. val fraudulentPayments: KStream[String, Payment] = builder .stream[String, Payment](“payments-kafka-topic”) .filter((_ ,payment) => payment.fraudProbability > 0.8) fraudulentPayments.to(“fraudulent-payments-topic”) CREATE STREAM fraudulent_payments AS SELECT * FROM payments WHERE fraudProbability > 0.8; STANDALONE APPS FRAMEWORKS
  • 22. SPRING 2023 FALL 2023 WINTER 2023 2024 We plan to GA our SQL Flink service in Winter 2023 SQL Early Access SQL Public Preview SQL General Availability Java + Python
  • 23. Provision a new cluster *Must be present to win. Raffle will occur during afternoon reception
  • 24. ANNOUNCING STREAM SHARING Easily share real-time data without delays in a few clicks from Confluent to any Kafka client Safely share and protect your data with robust authenticated sharing, access management, and layered encryption controls Trust the quality and compatibility of shared data by enforcing consistent schemas across users, teams, and organizations
  • 26. Any Cloud. Any Region. Everywhere You Want To Be
  • 27. Why Confluent is the world’s most trusted data streaming platform Focus & Expertise Only company focused on data in motion: ● Founded in 2014 by the Original Creators of Apache Kafka ● Over 80% of Kafka commits are by Confluent employees ● Advised on thousands of real-world Kafka deployments across a wide range of patterns & industries Building and supporting a world class product: ● >9 million engineering hours spent building building our product ● We internally manage >15,000 clusters (and counting) in Confluent Cloud ● Over 1 million cumulative hours of Kafka expertise within Confluent support & services Execution at Scale
  • 28. Start your free trial of Confluent Cloud & get $400 in credits Get started with Confluent Cloud is easy! confluent.io/confluent-cloud/tryfree/ Request a personalized TCO assessment for your current Kafka needs or future Data Streaming Platform
  • 30. September 26-27, 2023 | San Jose, CA