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Is Your Enterprise
Ready to Shine
This Holiday Season?
Featuring 451 Research
October 3, 2019
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
Characteristics of
Distributed Systems
James Curtis, SeniorAnalyst, Data,AI, & Analytics
October 2019
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
451 Research is a leading IT
research & advisory company
Founded in 2000
250+ employees, including over 120 analysts
1,000+ clients: Technology & service providers, corporate advisory, finance,
professional services and IT decision-makers
2,000+ technology & service providers under coverage
451 Research and its sister company, Uptime Institute, are the two divisions
of The 451 Group
Headquartered in New York City, with offices in London, Boston, San
Francisco, Washington DC, Austin, Mexico, Costa Rica, Brazil, Spain, UAE,
Russia, Taiwan, Singapore and Malaysia
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
451RESEARCH.COM
©2018 451 Research. All Rights Reserved.
With Black Friday and Cyber
Monday just around the corner,
consumers will be online and out
and about looking for deals…
451RESEARCH.COM
©2019 451 Research. All Rights Reserved. 5
What you need depends on where you stand
Consumer side
• convenience
• context
• control
Vendor (tech) side
• manageability
• stability
• reliability
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
451RESEARCH.COM
©2018 451 Research. All Rights Reserved.
“Technology is quickly becoming
the catalyst for one of the most
profound changes ever to occur in
the relationship between shoppers
and retailers.”
4 5 1 R E S E A R C H
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
Awareness Consider Purchase Service Loyalty
Radio
Print
TV
Direct
Mail
Store
Branch
Kiosk
Call
Center
Mailers
Marketing Selling Fulfillmentmail Print Outbound OMS ERP Loyalty
Transactional
Analytical
95 - 05
Display
ads
Search
WWW WWW
Community
Mobile
App
Chat
Digital
Loyalty
2007
Community
& Social
Community
& Social
2014
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
Evolution of the customer journey
● Customer is at the center and driving their
experience
● Customer journey is non
linear/unpredictable
● Massive volumes of globally distributed
managed/unmanaged customer driven data
● Pace of change is increasing (new digital
channels are popping up)
● Monolithic business functions are breaking
down - no agility
● 69% percent of customers expect a
seamless omni-channel experience
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
The Challenge
As Enterprises move their business-critical data to the cloud, hybrid cloud
architecture, which supports an organization’s data in both public and private
cloud environments, is being embraced as a strategic middle-ground for many
organizations
In this world, you need an operational
data layer that…
• Is never down
• Has data distributed close to the end points
• Delivers response times in micro-seconds
• Enables meaningful transactions that have
context
LEGACY SYSTEMS
INTEGRATION PAIN
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
The benefits of using data platforms
10
Source: 451 Research, Voice of the Enterprise, Data and Analytics, 1H 2019.
% of respondents (n=585)
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
451RESEARCH.COM
©2018 451 Research. All Rights Reserved.
“If you [are] starting a new
strategic enterprise application
you should
no longer be assuming that your
persistence should be relational.”
M A R T I N F O W L E R
C H I E F S C I E N T I S T, T H O U G H T W O R K S
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
12
Operational transactional deployment trends
Source: 451 Research, Voice of the Enterprise, Data and Analytics, 1H 2019.
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
13
Operational transactional deployment trends
Source: 451 Research, Voice of the Enterprise, Data and Analytics, 1H 2019.
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
14
Operational transactional deployment trends
Source: 451 Research, Voice of the Enterprise, Data and Analytics, 1H 2019.
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
The system that keeps on giving
AVAILABLE
Load
Maintenance
Failure
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
The system that keeps on giving
AVAILABLE
PERFORMANT
Users
Data
Scale
Maintenance
Failure
Load
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
The system that keeps on giving
AVAILABLE
PERFORMANT
MANAGEABLE
Users
Data
Scale
Intuitive
Comprehensive
Simple
Maintenance
Failure
Load
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
The system that keeps on giving
AVAILABLE
PERFORMANT
MANAGEABLE
SECURE
Users
Data
Scale
Intuitive
Comprehensive
Simple
Maintenance
Failure
Data
External
Internal
Load
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
The system ‘gift’ that keeps on giving
AVAILABLE
PERFORMANT
SCALABLE
MANAGEABLE
SECURE
Users
Data
Scale
Intuitive
Comprehensive
Simple
Maintenance
Failure
Flexible
Out
Up
Data
External
Internal
Load
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
451RESEARCH.COM
©2018 451 Research. All Rights Reserved.
But the glitter of the holidays can
fade quickly when back-end
systems can’t handle the data
growth and user concurrency.”
4 5 1 R E S E A R C H
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
The ripple effect of the faulty back-end
Inventory
Logistics
Products
owned
Transactions
Customer
Interactions
Service
requests
Relationships
Social posts
and profiles
Publicity &
Headlines
Costs
Supply
Chain
Availability
Sentiment
Churn,
risk and
value
Margins
Influencers
Customer
journey
insights
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
● Masterless
● Fault Tolerant
● Linearly Scalable
● Multi-DC (Active/Active/Active/…)
● Hybrid Cloud/Multi-Cloud/On-Premise
DataStax Enterprise
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
10
50
3070
80
40
20
60
Client
We can still retrieve the data
from the other 2 nodes
Node fails or goes down temporarily
No single point of failure
• Best in class fault tolerance
• Replication automatically handled
• Remains operationally simple at scale
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
Multi-data center
• Replicate data across data
centers or cloud availability
zones
• No interruption to the business
with any outage
• Global low-latency performance
10
50
3070
80
40
20
60
Clie
nt
15
55
3575
85
45
25
65
West Data CenterEast Data Center
Outage
10
50
3070
80
40
20
60
Client
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
Read and Write Anywhere
• DSE has a ‘location independence’
architecture, which allows any user to
connect to any node in any data center
and read/write the data they need
• All writes are automatically evenly
partitioned/distributed across the
nodes and replicated automatically
throughout the cluster
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
Linear scalability
• Data partitioned among all nodes in the cluster
• Linear scalability (performance / storage)
50,000 trans/sec
500 GB
100,000 trans/sec
1 TB
200,000 trans/sec
2 TB
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
The DataStax Differentiation
The hybrid & inter cloud database for the Enterprise
27
Confidential
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
Indexing
& Search
Streaming
Analytics
Graph
Batch
Analytics
Integrated Multi-Model/Mixed Workload Platform
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
Netflix Consistency Experiment
29
Netflix Experiment
• Created a multi-datacenter cluster of 48
nodes in each DC
• Generated load:
– 100k total operations per sec (50k each DC)
• Wrote 1,000,000 records in one DC
• Read same 1,000,000 records in other DC
• All records read successfully
Also see Netflix Tech Blog post:
• “Benchmarking Cassandra Scalability on
AWS — Over a million writes per second”
“Eventually consistent does not mean a day, minute or even
second from now… in most cases, it is milliseconds!”
-- Christos Kalantzis
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
6 Billion Writes / day
5 Billion Reads / day
0 downtime
CHALLENGE
eBay needed a solution that did not have the typical bottlenecks, scalability issues and
transactional constraints associated with common relational database approaches. The
company also needed to perform rapid analysis on a broad assortment of the structured
and unstructured data it captured.
SOLUTION
DataStax Enterprise with integrated search and real-time analytics deployed across multiple
data centers for the world’s largest product catalogs and item inventories for online
marketplaces
RESULTS
● Storing vast amounts of data: 250 TBs
● Handling extreme data velocity with 6 billion writes and 5 billion reads daily
● Developing one of the world’s largest product catalogs, a catalog that is core to eBay’s
mission of delivering amazing customer experiences
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.31 © DataStax, All Rights Reserved.
Macy’s needed to invest in a positive and engaging customer experience
across all channels in an effort to attract and retain customers
online and in-store for customer retention and business revenue.
STRATEGY
Adopted a
multi-cloud strategy
with IBM, Google,
and Microsoft Azure.
Leveraged DSE
for omnichannel
catalog service.
OUTCOME
DSE powers Macy’s omnichannel
catalog service. Its API scales up to
millions of universal product codes
and millions of requests per second,
with a 100 millisecond response time.
DSE supports Macy’s in providing
a seamless online and mobile
customer experience across
on-premises and multi-cloud infrastructure.
Macy’s fundamentally changed their paradigms by
creating rich digital shopping experiences that
blend their web and physical properties.
Macy’s needed a flawless data
management platform to power its
omnichannel catalog—especially
during the busy holiday season.
The Challenge
Confidential
451RESEARCH.COM
©2019 451 Research. All Rights Reserved.
Key takeaways
32
Consumers have expectations and when those expectations are not met, the consumers
move on to systems that meet their needs. As such, when the back-end breaks down so does
the customer experience.
Vendors need the assurance that their back-end database systems will be able to handle not only
consistent variables but also inconsistent ones. Key characteristics such as availability, scalability,
manageability, performance, and security are required.
But when the database goes down, it can have a rippling effect on the entire business. Margins built
into products may erode because fewer products can be sold. Inventory levels can be disrupted
resulting in either too much or too little product because of an inability to manage logistics and
supply chain processes.
Questions?
Thanks!

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Is Your Enterprise Ready to Shine This Holiday Season?

  • 1. Is Your Enterprise Ready to Shine This Holiday Season? Featuring 451 Research October 3, 2019
  • 2. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. Characteristics of Distributed Systems James Curtis, SeniorAnalyst, Data,AI, & Analytics October 2019
  • 3. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 451 Research is a leading IT research & advisory company Founded in 2000 250+ employees, including over 120 analysts 1,000+ clients: Technology & service providers, corporate advisory, finance, professional services and IT decision-makers 2,000+ technology & service providers under coverage 451 Research and its sister company, Uptime Institute, are the two divisions of The 451 Group Headquartered in New York City, with offices in London, Boston, San Francisco, Washington DC, Austin, Mexico, Costa Rica, Brazil, Spain, UAE, Russia, Taiwan, Singapore and Malaysia
  • 4. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 451RESEARCH.COM ©2018 451 Research. All Rights Reserved. With Black Friday and Cyber Monday just around the corner, consumers will be online and out and about looking for deals…
  • 5. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 5 What you need depends on where you stand Consumer side • convenience • context • control Vendor (tech) side • manageability • stability • reliability
  • 6. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 451RESEARCH.COM ©2018 451 Research. All Rights Reserved. “Technology is quickly becoming the catalyst for one of the most profound changes ever to occur in the relationship between shoppers and retailers.” 4 5 1 R E S E A R C H
  • 7. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. Awareness Consider Purchase Service Loyalty Radio Print TV Direct Mail Store Branch Kiosk Call Center Mailers Marketing Selling Fulfillmentmail Print Outbound OMS ERP Loyalty Transactional Analytical 95 - 05 Display ads Search WWW WWW Community Mobile App Chat Digital Loyalty 2007 Community & Social Community & Social 2014
  • 8. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. Evolution of the customer journey ● Customer is at the center and driving their experience ● Customer journey is non linear/unpredictable ● Massive volumes of globally distributed managed/unmanaged customer driven data ● Pace of change is increasing (new digital channels are popping up) ● Monolithic business functions are breaking down - no agility ● 69% percent of customers expect a seamless omni-channel experience
  • 9. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. The Challenge As Enterprises move their business-critical data to the cloud, hybrid cloud architecture, which supports an organization’s data in both public and private cloud environments, is being embraced as a strategic middle-ground for many organizations In this world, you need an operational data layer that… • Is never down • Has data distributed close to the end points • Delivers response times in micro-seconds • Enables meaningful transactions that have context LEGACY SYSTEMS INTEGRATION PAIN
  • 10. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. The benefits of using data platforms 10 Source: 451 Research, Voice of the Enterprise, Data and Analytics, 1H 2019. % of respondents (n=585)
  • 11. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 451RESEARCH.COM ©2018 451 Research. All Rights Reserved. “If you [are] starting a new strategic enterprise application you should no longer be assuming that your persistence should be relational.” M A R T I N F O W L E R C H I E F S C I E N T I S T, T H O U G H T W O R K S
  • 12. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 12 Operational transactional deployment trends Source: 451 Research, Voice of the Enterprise, Data and Analytics, 1H 2019.
  • 13. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 13 Operational transactional deployment trends Source: 451 Research, Voice of the Enterprise, Data and Analytics, 1H 2019.
  • 14. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 14 Operational transactional deployment trends Source: 451 Research, Voice of the Enterprise, Data and Analytics, 1H 2019.
  • 15. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. The system that keeps on giving AVAILABLE Load Maintenance Failure
  • 16. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. The system that keeps on giving AVAILABLE PERFORMANT Users Data Scale Maintenance Failure Load
  • 17. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. The system that keeps on giving AVAILABLE PERFORMANT MANAGEABLE Users Data Scale Intuitive Comprehensive Simple Maintenance Failure Load
  • 18. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. The system that keeps on giving AVAILABLE PERFORMANT MANAGEABLE SECURE Users Data Scale Intuitive Comprehensive Simple Maintenance Failure Data External Internal Load
  • 19. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. The system ‘gift’ that keeps on giving AVAILABLE PERFORMANT SCALABLE MANAGEABLE SECURE Users Data Scale Intuitive Comprehensive Simple Maintenance Failure Flexible Out Up Data External Internal Load
  • 20. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 451RESEARCH.COM ©2018 451 Research. All Rights Reserved. But the glitter of the holidays can fade quickly when back-end systems can’t handle the data growth and user concurrency.” 4 5 1 R E S E A R C H
  • 21. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. The ripple effect of the faulty back-end Inventory Logistics Products owned Transactions Customer Interactions Service requests Relationships Social posts and profiles Publicity & Headlines Costs Supply Chain Availability Sentiment Churn, risk and value Margins Influencers Customer journey insights
  • 22. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. ● Masterless ● Fault Tolerant ● Linearly Scalable ● Multi-DC (Active/Active/Active/…) ● Hybrid Cloud/Multi-Cloud/On-Premise DataStax Enterprise
  • 23. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 10 50 3070 80 40 20 60 Client We can still retrieve the data from the other 2 nodes Node fails or goes down temporarily No single point of failure • Best in class fault tolerance • Replication automatically handled • Remains operationally simple at scale
  • 24. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. Multi-data center • Replicate data across data centers or cloud availability zones • No interruption to the business with any outage • Global low-latency performance 10 50 3070 80 40 20 60 Clie nt 15 55 3575 85 45 25 65 West Data CenterEast Data Center Outage 10 50 3070 80 40 20 60 Client
  • 25. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. Read and Write Anywhere • DSE has a ‘location independence’ architecture, which allows any user to connect to any node in any data center and read/write the data they need • All writes are automatically evenly partitioned/distributed across the nodes and replicated automatically throughout the cluster
  • 26. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. Linear scalability • Data partitioned among all nodes in the cluster • Linear scalability (performance / storage) 50,000 trans/sec 500 GB 100,000 trans/sec 1 TB 200,000 trans/sec 2 TB
  • 27. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. The DataStax Differentiation The hybrid & inter cloud database for the Enterprise 27 Confidential
  • 28. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. Indexing & Search Streaming Analytics Graph Batch Analytics Integrated Multi-Model/Mixed Workload Platform
  • 29. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. Netflix Consistency Experiment 29 Netflix Experiment • Created a multi-datacenter cluster of 48 nodes in each DC • Generated load: – 100k total operations per sec (50k each DC) • Wrote 1,000,000 records in one DC • Read same 1,000,000 records in other DC • All records read successfully Also see Netflix Tech Blog post: • “Benchmarking Cassandra Scalability on AWS — Over a million writes per second” “Eventually consistent does not mean a day, minute or even second from now… in most cases, it is milliseconds!” -- Christos Kalantzis
  • 30. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. 6 Billion Writes / day 5 Billion Reads / day 0 downtime CHALLENGE eBay needed a solution that did not have the typical bottlenecks, scalability issues and transactional constraints associated with common relational database approaches. The company also needed to perform rapid analysis on a broad assortment of the structured and unstructured data it captured. SOLUTION DataStax Enterprise with integrated search and real-time analytics deployed across multiple data centers for the world’s largest product catalogs and item inventories for online marketplaces RESULTS ● Storing vast amounts of data: 250 TBs ● Handling extreme data velocity with 6 billion writes and 5 billion reads daily ● Developing one of the world’s largest product catalogs, a catalog that is core to eBay’s mission of delivering amazing customer experiences
  • 31. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved.31 © DataStax, All Rights Reserved. Macy’s needed to invest in a positive and engaging customer experience across all channels in an effort to attract and retain customers online and in-store for customer retention and business revenue. STRATEGY Adopted a multi-cloud strategy with IBM, Google, and Microsoft Azure. Leveraged DSE for omnichannel catalog service. OUTCOME DSE powers Macy’s omnichannel catalog service. Its API scales up to millions of universal product codes and millions of requests per second, with a 100 millisecond response time. DSE supports Macy’s in providing a seamless online and mobile customer experience across on-premises and multi-cloud infrastructure. Macy’s fundamentally changed their paradigms by creating rich digital shopping experiences that blend their web and physical properties. Macy’s needed a flawless data management platform to power its omnichannel catalog—especially during the busy holiday season. The Challenge Confidential
  • 32. 451RESEARCH.COM ©2019 451 Research. All Rights Reserved. Key takeaways 32 Consumers have expectations and when those expectations are not met, the consumers move on to systems that meet their needs. As such, when the back-end breaks down so does the customer experience. Vendors need the assurance that their back-end database systems will be able to handle not only consistent variables but also inconsistent ones. Key characteristics such as availability, scalability, manageability, performance, and security are required. But when the database goes down, it can have a rippling effect on the entire business. Margins built into products may erode because fewer products can be sold. Inventory levels can be disrupted resulting in either too much or too little product because of an inability to manage logistics and supply chain processes.