SlideShare a Scribd company logo
​ Joel Koshy
​ Sr. Staff Software Engineer
​ LinkedIn
Outline
Background
A look back at Kafka 0.7
Kafka 0.8, 0.9 and shifting bottlenecks
Kafka 0.10 message format changes
Mirroring – the 0.7 way
Q&A
Kafka at LinkedIn
Kafka 0.7
Kafka 0.7 message format (uncompressed)
Kafka 0.7 message format (compressed)
Kafka 0.7 message format
Message offset is
the physical offset
Kafka 0.7 message format
Internal messages of compressed
message sets are not addressable
via a scalar offset
Kafka 0.7 message format
Consumer checkpoints offset M
for this message
•  Tricky to checkpoint within
compressed message set
•  Hard to rewind by N
messages
•  Unsuitable for features
such as log compaction
Drawbacks of 0.7
message format
B U T ! ! ! 
Very efficient
(broker did not need to modify messages)
Predominantly network in 0.7
S H I F T I N G B O T T L E N E C K S O V E R T I M E
Kafka 0.8
Replication
Replication in Kafka 0.8
Replication in Kafka 0.8
S H I F T I N G B O T T L E N E C K S O V E R T I M E 
Predominantly network in 0.7
Still network in 0.8, gradually tilting toward storage
Kafka 0.8 message format (uncompressed)
NOT a
physical offset!
Kafka 0.8 message format (compressed)
Envelope offset is the
largest offset in the set
Broker now needs to assign logical offsets
even to internal messages
Handling produce requests
Handling produce requests
Handling produce requests
Handling produce requests
Kafka 0.9
Security (and many other features)
SSL
•  Forego zero-copy optimization
•  CPU overhead to decrypt/encrypt
•  Minor impact
•  (Used only on our mirroring pipelines
at the time)
Kafka 0.9
Mirroring topology and storage policy changes
Mirroring topology and storage policy changes
Mirroring topology and storage policy changes
•  Reduced retention period
across the board
•  File system tuning
2 0 1 5 - 2 0 1 6 
New hardware
10Gbps NICs, bigger disks, XFS
S H I F T I N G B O T T L E N E C K S O V E R T I M E 
Predominantly network in 0.7
Storage and network in 0.8, 0.9 (1Gbps NICs)
Increasingly CPU in 0.9 (10Gbps NICs)
Kafka 0.9 broker profile
Kafka 0.9 broker profile
Cluster expansion
Kafka 0.10
New message format
Kafka 0.10 message format (uncompressed)
Kafka 0.10 message format (compressed + append time)
Kafka 0.10 message format (compressed + create time)
Handling produce requests
Handling produce requests
Handling produce requests
Handling produce requests
Handling produce requests
Handling produce requests
Handling produce requests
Handling produce requests
Handling fetch requests
Handling fetch requests
Handling fetch requests
Handling fetch requests
Handling fetch requests
Migrate clients before switching to 0.10 message format
Ideal Less ideal Worse Worst
Majority
producer version
0.10 0.9 0.10 0.9
Majority
consumer version
0.10 0.10 0.9 0.9
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
Migrating to the new message format
U S E C A U T I O N ! ! 
Severe performance degradation with older clients
and there is no roll-back after switching
So know your clients!
•  Useful to have a shepherding
system in your service infra
•  EOL older libraries
•  Check API versions in public
access logs
•  Add API version metrics to the
Kafka broker
PRODUCERS CONSUMERS
Kafka 0.10 broker profile
Impact of new message format
•  Fine-grained time-based offset
lookup
•  Facilitates correctness of time-
based retention
Other benefits of
0.10 format
“Time” under 0.9 message format
Message time is mtime of
containing segment so time
granularity is at segment-level
“Time” under 0.9 message format
Time resets on
partition reassignment
Time in 0.10 message format
Time indexes built from
timestamps in messages
Time in 0.10 message format
Mirroring pipelines
(embracing the 0.7 way)
0.7 mirror maker was a dumb fast pipe
0.7 mirror maker was a dumb fast pipe
0.7 mirror maker was a dumb fast pipe
0.7 mirror maker was a dumb fast pipe
… limited only by network
0 . 7 M I R R O R M A K E R
0.8+ mirror maker
•  Needs to preserve order of
keyed messages
0.8+ mirror maker
•  Needs to preserve order of
keyed messages
0.8+ mirror maker
•  Needs to preserve order of
keyed messages
0.8+ mirror maker
•  Needs to preserve order of
keyed messages
•  0.8+ consumers do not support
shallow iteration (KAFKA-732)
•  0.8+ producers do not support
pass-through mode
Kafka 0.8+ mirror maker profile
Handling keyed messages in pass-through mode
•  Need to preserve order of keyed messages…
but pass-through mirror maker cannot
repartition
Handling keyed messages in pass-through mode
•  Need to preserve order of keyed messages…
but pass-through mirror maker cannot
repartition
•  Work around is to require identical partition
counts across all clusters and do identity
partitioning
•  i.e., Pinput= Poutput
•  Restore shallow iteration in consumer
(KAFKA-1895)
•  “Todd’s trick” – introduce an identity
compression codec in producer
•  Uniform partition counts across clusters

0.10 pass-through
mirroring how-to
•  Restore shallow iteration in consumer
(KAFKA-1895)
•  “Todd’s trick” – introduce an identity
compression codec in producer
•  Uniform partition counts across clusters
•  … and a few more subtleties (future talk)
0.10 pass-through
mirroring how-to
•  Jiangjie Qin (KIP-3[1,2,3])
•  Todd Palino (pass-through mirroring)
•  Kafka open source community
Acknowledgments
+

More Related Content

Similar to Redlining Kafka Pipelines

Kafka Explainaton
Kafka ExplainatonKafka Explainaton
Kafka Explainaton
NguyenChiHoangMinh
 
Exl393 exchange 2013 architecture schnoll (rm221)
Exl393 exchange 2013 architecture schnoll (rm221)Exl393 exchange 2013 architecture schnoll (rm221)
Exl393 exchange 2013 architecture schnoll (rm221)
Khalid Al-Ghamdi
 
Introduction to WSO2 Integration Platform
Introduction to WSO2 Integration PlatformIntroduction to WSO2 Integration Platform
Introduction to WSO2 Integration Platform
Kasun Indrasiri
 
WSO2Con USA 2015: An Introduction to the WSO2 Integration Platform
WSO2Con USA 2015: An Introduction to the WSO2 Integration PlatformWSO2Con USA 2015: An Introduction to the WSO2 Integration Platform
WSO2Con USA 2015: An Introduction to the WSO2 Integration Platform
WSO2
 
Carbon 5 : A Preview
Carbon 5 : A PreviewCarbon 5 : A Preview
Carbon 5 : A Preview
Sameera Jayasoma
 
WSO2Con USA 2015: Carbon 5: A Preview
WSO2Con USA 2015: Carbon 5: A PreviewWSO2Con USA 2015: Carbon 5: A Preview
WSO2Con USA 2015: Carbon 5: A Preview
WSO2
 
New Exchange Server 2013 Architecture
New Exchange Server 2013 ArchitectureNew Exchange Server 2013 Architecture
New Exchange Server 2013 Architecture
Khalid Al-Ghamdi
 
Websocket
WebsocketWebsocket
Quickr
QuickrQuickr
Quickr
dominion
 
WSO2 Product Release webinar - WSO2 Message Broker 2.2.0
WSO2 Product Release webinar - WSO2 Message Broker 2.2.0WSO2 Product Release webinar - WSO2 Message Broker 2.2.0
WSO2 Product Release webinar - WSO2 Message Broker 2.2.0
WSO2
 
Gain Insight Into DB2 9 And DB2 10 for z/OS Performance Updates And Save Cost...
Gain Insight Into DB2 9 And DB2 10 for z/OS Performance Updates And Save Cost...Gain Insight Into DB2 9 And DB2 10 for z/OS Performance Updates And Save Cost...
Gain Insight Into DB2 9 And DB2 10 for z/OS Performance Updates And Save Cost...
Surekha Parekh
 
Ceph Day SF 2015 - Deploying flash storage for Ceph without compromising perf...
Ceph Day SF 2015 - Deploying flash storage for Ceph without compromising perf...Ceph Day SF 2015 - Deploying flash storage for Ceph without compromising perf...
Ceph Day SF 2015 - Deploying flash storage for Ceph without compromising perf...
Ceph Community
 
Architecture of a Next-Generation Parallel File System
Architecture of a Next-Generation Parallel File System	Architecture of a Next-Generation Parallel File System
Architecture of a Next-Generation Parallel File System
Great Wide Open
 
Upgrading to Exchange 2016
Upgrading to Exchange 2016Upgrading to Exchange 2016
Upgrading to Exchange 2016
Thomas Stensitzki
 
IBM MQ for z/OS The Latest and Greatest Enhancements
IBM MQ for z/OS The Latest and Greatest EnhancementsIBM MQ for z/OS The Latest and Greatest Enhancements
IBM MQ for z/OS The Latest and Greatest Enhancements
Pete Siddall
 
Alles was Sie über HCL Notes 14 wissen müssen
Alles was Sie über HCL Notes 14 wissen müssenAlles was Sie über HCL Notes 14 wissen müssen
Alles was Sie über HCL Notes 14 wissen müssen
panagenda
 
Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Journey to Stability: Petabyte Ceph Cluster in OpenStack CloudJourney to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Ceph Community
 
Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Journey to Stability: Petabyte Ceph Cluster in OpenStack CloudJourney to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Patrick McGarry
 
What is BranchCache 1.pdf
What is BranchCache 1.pdfWhat is BranchCache 1.pdf
What is BranchCache 1.pdf
EIHEducation
 
DACHNUG50 Roadmap.pdf
DACHNUG50 Roadmap.pdfDACHNUG50 Roadmap.pdf
DACHNUG50 Roadmap.pdf
DNUG e.V.
 

Similar to Redlining Kafka Pipelines (20)

Kafka Explainaton
Kafka ExplainatonKafka Explainaton
Kafka Explainaton
 
Exl393 exchange 2013 architecture schnoll (rm221)
Exl393 exchange 2013 architecture schnoll (rm221)Exl393 exchange 2013 architecture schnoll (rm221)
Exl393 exchange 2013 architecture schnoll (rm221)
 
Introduction to WSO2 Integration Platform
Introduction to WSO2 Integration PlatformIntroduction to WSO2 Integration Platform
Introduction to WSO2 Integration Platform
 
WSO2Con USA 2015: An Introduction to the WSO2 Integration Platform
WSO2Con USA 2015: An Introduction to the WSO2 Integration PlatformWSO2Con USA 2015: An Introduction to the WSO2 Integration Platform
WSO2Con USA 2015: An Introduction to the WSO2 Integration Platform
 
Carbon 5 : A Preview
Carbon 5 : A PreviewCarbon 5 : A Preview
Carbon 5 : A Preview
 
WSO2Con USA 2015: Carbon 5: A Preview
WSO2Con USA 2015: Carbon 5: A PreviewWSO2Con USA 2015: Carbon 5: A Preview
WSO2Con USA 2015: Carbon 5: A Preview
 
New Exchange Server 2013 Architecture
New Exchange Server 2013 ArchitectureNew Exchange Server 2013 Architecture
New Exchange Server 2013 Architecture
 
Websocket
WebsocketWebsocket
Websocket
 
Quickr
QuickrQuickr
Quickr
 
WSO2 Product Release webinar - WSO2 Message Broker 2.2.0
WSO2 Product Release webinar - WSO2 Message Broker 2.2.0WSO2 Product Release webinar - WSO2 Message Broker 2.2.0
WSO2 Product Release webinar - WSO2 Message Broker 2.2.0
 
Gain Insight Into DB2 9 And DB2 10 for z/OS Performance Updates And Save Cost...
Gain Insight Into DB2 9 And DB2 10 for z/OS Performance Updates And Save Cost...Gain Insight Into DB2 9 And DB2 10 for z/OS Performance Updates And Save Cost...
Gain Insight Into DB2 9 And DB2 10 for z/OS Performance Updates And Save Cost...
 
Ceph Day SF 2015 - Deploying flash storage for Ceph without compromising perf...
Ceph Day SF 2015 - Deploying flash storage for Ceph without compromising perf...Ceph Day SF 2015 - Deploying flash storage for Ceph without compromising perf...
Ceph Day SF 2015 - Deploying flash storage for Ceph without compromising perf...
 
Architecture of a Next-Generation Parallel File System
Architecture of a Next-Generation Parallel File System	Architecture of a Next-Generation Parallel File System
Architecture of a Next-Generation Parallel File System
 
Upgrading to Exchange 2016
Upgrading to Exchange 2016Upgrading to Exchange 2016
Upgrading to Exchange 2016
 
IBM MQ for z/OS The Latest and Greatest Enhancements
IBM MQ for z/OS The Latest and Greatest EnhancementsIBM MQ for z/OS The Latest and Greatest Enhancements
IBM MQ for z/OS The Latest and Greatest Enhancements
 
Alles was Sie über HCL Notes 14 wissen müssen
Alles was Sie über HCL Notes 14 wissen müssenAlles was Sie über HCL Notes 14 wissen müssen
Alles was Sie über HCL Notes 14 wissen müssen
 
Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Journey to Stability: Petabyte Ceph Cluster in OpenStack CloudJourney to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud
 
Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Journey to Stability: Petabyte Ceph Cluster in OpenStack CloudJourney to Stability: Petabyte Ceph Cluster in OpenStack Cloud
Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud
 
What is BranchCache 1.pdf
What is BranchCache 1.pdfWhat is BranchCache 1.pdf
What is BranchCache 1.pdf
 
DACHNUG50 Roadmap.pdf
DACHNUG50 Roadmap.pdfDACHNUG50 Roadmap.pdf
DACHNUG50 Roadmap.pdf
 

Recently uploaded

End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024
Lars Albertsson
 
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
nyfuhyz
 
The Ipsos - AI - Monitor 2024 Report.pdf
The  Ipsos - AI - Monitor 2024 Report.pdfThe  Ipsos - AI - Monitor 2024 Report.pdf
The Ipsos - AI - Monitor 2024 Report.pdf
Social Samosa
 
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
Walaa Eldin Moustafa
 
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
sameer shah
 
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
taqyea
 
一比一原版巴斯大学毕业证(Bath毕业证书)学历如何办理
一比一原版巴斯大学毕业证(Bath毕业证书)学历如何办理一比一原版巴斯大学毕业证(Bath毕业证书)学历如何办理
一比一原版巴斯大学毕业证(Bath毕业证书)学历如何办理
y3i0qsdzb
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
bopyb
 
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docxDATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
SaffaIbrahim1
 
一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理
一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理
一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理
xclpvhuk
 
Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...
Bill641377
 
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
hyfjgavov
 
"Financial Odyssey: Navigating Past Performance Through Diverse Analytical Lens"
"Financial Odyssey: Navigating Past Performance Through Diverse Analytical Lens""Financial Odyssey: Navigating Past Performance Through Diverse Analytical Lens"
"Financial Odyssey: Navigating Past Performance Through Diverse Analytical Lens"
sameer shah
 
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Aggregage
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
Timothy Spann
 
Build applications with generative AI on Google Cloud
Build applications with generative AI on Google CloudBuild applications with generative AI on Google Cloud
Build applications with generative AI on Google Cloud
Márton Kodok
 
一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理
一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理
一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理
z6osjkqvd
 
Intelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicineIntelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicine
AndrzejJarynowski
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
aqzctr7x
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
soxrziqu
 

Recently uploaded (20)

End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024
 
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
 
The Ipsos - AI - Monitor 2024 Report.pdf
The  Ipsos - AI - Monitor 2024 Report.pdfThe  Ipsos - AI - Monitor 2024 Report.pdf
The Ipsos - AI - Monitor 2024 Report.pdf
 
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
 
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
 
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
 
一比一原版巴斯大学毕业证(Bath毕业证书)学历如何办理
一比一原版巴斯大学毕业证(Bath毕业证书)学历如何办理一比一原版巴斯大学毕业证(Bath毕业证书)学历如何办理
一比一原版巴斯大学毕业证(Bath毕业证书)学历如何办理
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
 
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docxDATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
 
一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理
一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理
一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理
 
Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...
 
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
 
"Financial Odyssey: Navigating Past Performance Through Diverse Analytical Lens"
"Financial Odyssey: Navigating Past Performance Through Diverse Analytical Lens""Financial Odyssey: Navigating Past Performance Through Diverse Analytical Lens"
"Financial Odyssey: Navigating Past Performance Through Diverse Analytical Lens"
 
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
 
Build applications with generative AI on Google Cloud
Build applications with generative AI on Google CloudBuild applications with generative AI on Google Cloud
Build applications with generative AI on Google Cloud
 
一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理
一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理
一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理
 
Intelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicineIntelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicine
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
 

Redlining Kafka Pipelines