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OBJECTIVE ANALYSIS – Semiconductor Market Research
How Many IOPS is
Enough?
Tom Coughlin
Coughlin Associate
&
Jim Handy
Objective Analysis
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Outline
• The Survey
• Application Distribution and Attributes
• More Survey Results: IOPS, Capacity and
Latency
• Developing tiers of storage for enterprise
(and client) applications
• Implications/Projections
• Authors & Sources
2
2
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Outline
• The Survey
• Application Distribution and Attributes
• More Survey Results: IOPS, Capacity and
Latency
• Developing tiers of storage for enterprise
(and client) applications
• Implications/Projections
• Authors and Sources
3
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Our Survey
• Five-minute survey asked end users
– IOPS needs
– Capacity
– Latency
– System bottleneck IOPS
– Primary application
• Nearly 200 respondents
• Report analyzes and interprets the results
in depth
4
3
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Outline
• The Survey
• Application Distribution and Attributes
• More Survey Results: IOPS, Capacity and
Latency
• Developing tiers of storage for enterprise
(and client) applications
• Implications/Projections
• Authors and Sources
5
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Applications Breakdown
6
Archiving and backup
Video Creation or Distribution
Cloud storage or services
OLTP
Scientific or Engineering
Databases
Mail server and mail storage
4
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Application Types
• Cloud Storage/Service-Virtualization
• Databases
• On-Line Transaction Processing (OLTP)
• Video Creation and Distribution
• Science & Engineering
• Exchange Servers
7
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Cloud Storage/Services
& Virtualization
• The “IO Blender”
– Many streams
– Scrambled I/O
– Highly random
• Suits SSDs better than
HDDs for rapid access
• Many VM and VDI
systems using flash cache
to meet demand speed
needs Image courtesy of Waring Corp.
8
5
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Databases
• Large data sets
• Random traffic
• High I/O load
• Early SSD adopter
(and before that
used DRAM-based
SSDs)
• Some users load
their entire DB on
flash memory 9
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
OLTP
(On-Line Transaction Processing)
• Verified writes
– Write/read back
– Doubles I/O load
• No room for errors
• Speed is
imperative
– Delays lose customers
10
6
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Video Creation or
Distribution
• Large data sets
• Multiple video
streams
– Randomizes access
• High bandwidth
required
• Expensive talent
– Don’t want them sitting
around waiting
Image courtesy of the US Library of Congress
11
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Recording Media Share in
Professional Video Cameras
2012 Digital Storage for Media and Entertainment Report, Coughlin Associates
12
7
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Science & Engineering
• Complex problems
– Genome sequencing
– CAD/CAM
– Natural Resources
– Nuclear modeling
• Large data sets
• Expensive talent
– Don’t want them sitting
around waiting
Image courtesy of Wikimedia Commons
13
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Exchange Server
• Multiple tasks
– e-mail
– Scheduling/calendars
– Data storage
• Scads of users
• e-mail chaos
– Multiple mailboxes
– Asynchronous sends &
receives
– Spam & virus filters
Image courtesy of Dell Computer
14
8
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Outline
• The Survey
• Application Distribution and Attributes
• More Survey Results: IOPS, Capacity and
Latency
• Developing tiers of storage for enterprise
(and client) applications
• Implications/Projections
• Authors and Sources
15
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Let’s Look At the Overall Results
Report breaks analysis down by application
– That’s 54 charts
– Too much for this presentation!
• We’ll just look at Database
9
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
IOPS Required
0%
10%
20%
30%
40%Respondents
10 100 1K 10K 100K 1M 10M
IOPS
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Storage Capacity Needed
0%
5%
10%
15%
20%
25%
Respondents
1G
B
10G
B
50G
B
100G
B500G
B
1TB
5TB
10TB
50TB
100TB
Capacity
10
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
How Do The Two
Compare To Each Other?
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
IOPS vs. Capacity
1
10
100
1,000
10,000
100,000
1.E+00 1.E+01 1.E+02 1.E+03 1.E+04 1.E+05 1.E+06 1.E+07
IOPS
Capacity(GB)
20
11
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
System Bottleneck IOPS
What is the Fastest Storage Your System Can Use?
0%
10%
20%
30%
40%Respondents
10 100 1K 10K 100K 1M 10M
IOPS
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Minimum Latency Requirement
0%
10%
20%
30%
40%
Respondents
10ns 1µs 100µs 10ms 1 sec
Latency
12
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Outline
• The Survey
• Application Distribution and Attributes
• More Survey Results: IOPS, Capacity and
Latency
• Developing tiers of storage for enterprise
(and client) applications
• Implications/Projections
• Authors and Sources
23
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
DRAMs Now 6,000x HDD Speed!
From : HDDs and Flash Memory: A Marriage of Convenience
24
13
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Memory and Storage
Price vs. Bandwidth
1.E+00
1.E+01
1.E+02
1.E+03
1.E+04
1.E+05
1.E+06
1.E+07
1.E-01 1.E+00 1.E+01 1.E+02 1.E+03 1.E+04 1.E+05 1.E+06
Price per Gigabyte
Bandwidth(MB/s)
Tape
HDD
NAND
DRAM
L3
L2
L1
10
1
10
0
10
2
10
3
10
4
10
5
10
6
10
7
10
1
10
2
10
3
10
4
10
5
10
6
10
0
10
-1
From Objective Analysis: Are Hybrid Drives Finally Coming of Age?
25
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Price/GB Roughly Follows IOPS
$0.01
$0.10
$1.00
$10.00
$100.00
$1,000.00
0 200 400 600 800 1,000 1,200
IOPS
$/GB
26
14
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Device IOPS by Form Factor
102 103 104 105 106
HDD SATA SAS/FC 2-Hop 1-Hop
27
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Outline
• The Survey
• Application Distribution and Attributes
• More Survey Results: IOPS, Capacity and
Latency
• Developing tiers of storage for enterprise
(and client) applications
• Implications/Projections
• Authors and Sources
28
15
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Implications/Projections (1)
• SSDs adoption will increase
– Usually more IOPS is better
• Fast storage is changing
– From short-stroked HDDs to SSDs
• HDDs becoming a tier behind SSDs
• Other system elements will become the
bottleneck
– Network, software, servers…
29
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Implications/Projections (2)
• Users will focus more attention on IOPS
– Understanding will be greater than it is today
• Higher IOPS will support data/content
growth
– This means more storage
• SSD
• HDD
• Even tape
30
16
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Report Compiles Survey Results
• An analysis of complete survey results by application
• Report, published July 2014, can be purchased for
immediate download at www.Objective-Analysis.com.
• Orders can also be processed through Coughlin
Assocaites at:
http://www.tomcoughlin.com/techpapers.htm.
• You can contact Coughlin Associates by calling Tom at
408-871-8808, or e-mailing: Tom@TomCoughlin.com.
31
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Analysts
32
Tom Coughlin, President, Coughlin Associates is a
highly-respected storage analyst and consultant with
over 30 years in the data storage industry in
engineering and management at high profile
companies.
Jim Handy is a widely recognized semiconductor
analyst, has over 30 years in the electronics industry.
His background includes marketing and design
positions at market-leading suppliers.Jim Handy
Objective Analysis
Thomas Coughlin
Coughlin Associates
17
OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com
Sources
• How Many IOPS do You Really Need?
• 2012 Digital Storage for Media and Entertainment, Coughlin
Associates: (www.tomcoughlin.com/techpapers)
• HDDs and Flash Memory: A Marriage of Convenience,
Coughlin Associates and Objective Analysis, 2011
(www.tomcoughlin.com/techpapers)
• Two may be Better than One: Why HDD and Flash Belong
• SNIA SSSI White Paper, Coughlin/Handy 2010
• Are Hybrid Drives Finally coming of Age?, Objective
Analysis, 2010
33

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Data Center Survey: How Many IOPS Is Enough. Compares to site capacity and system latency.

  • 1. 1 OBJECTIVE ANALYSIS – Semiconductor Market Research How Many IOPS is Enough? Tom Coughlin Coughlin Associate & Jim Handy Objective Analysis OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Outline • The Survey • Application Distribution and Attributes • More Survey Results: IOPS, Capacity and Latency • Developing tiers of storage for enterprise (and client) applications • Implications/Projections • Authors & Sources 2
  • 2. 2 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Outline • The Survey • Application Distribution and Attributes • More Survey Results: IOPS, Capacity and Latency • Developing tiers of storage for enterprise (and client) applications • Implications/Projections • Authors and Sources 3 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Our Survey • Five-minute survey asked end users – IOPS needs – Capacity – Latency – System bottleneck IOPS – Primary application • Nearly 200 respondents • Report analyzes and interprets the results in depth 4
  • 3. 3 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Outline • The Survey • Application Distribution and Attributes • More Survey Results: IOPS, Capacity and Latency • Developing tiers of storage for enterprise (and client) applications • Implications/Projections • Authors and Sources 5 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Applications Breakdown 6 Archiving and backup Video Creation or Distribution Cloud storage or services OLTP Scientific or Engineering Databases Mail server and mail storage
  • 4. 4 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Application Types • Cloud Storage/Service-Virtualization • Databases • On-Line Transaction Processing (OLTP) • Video Creation and Distribution • Science & Engineering • Exchange Servers 7 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Cloud Storage/Services & Virtualization • The “IO Blender” – Many streams – Scrambled I/O – Highly random • Suits SSDs better than HDDs for rapid access • Many VM and VDI systems using flash cache to meet demand speed needs Image courtesy of Waring Corp. 8
  • 5. 5 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Databases • Large data sets • Random traffic • High I/O load • Early SSD adopter (and before that used DRAM-based SSDs) • Some users load their entire DB on flash memory 9 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com OLTP (On-Line Transaction Processing) • Verified writes – Write/read back – Doubles I/O load • No room for errors • Speed is imperative – Delays lose customers 10
  • 6. 6 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Video Creation or Distribution • Large data sets • Multiple video streams – Randomizes access • High bandwidth required • Expensive talent – Don’t want them sitting around waiting Image courtesy of the US Library of Congress 11 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Recording Media Share in Professional Video Cameras 2012 Digital Storage for Media and Entertainment Report, Coughlin Associates 12
  • 7. 7 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Science & Engineering • Complex problems – Genome sequencing – CAD/CAM – Natural Resources – Nuclear modeling • Large data sets • Expensive talent – Don’t want them sitting around waiting Image courtesy of Wikimedia Commons 13 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Exchange Server • Multiple tasks – e-mail – Scheduling/calendars – Data storage • Scads of users • e-mail chaos – Multiple mailboxes – Asynchronous sends & receives – Spam & virus filters Image courtesy of Dell Computer 14
  • 8. 8 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Outline • The Survey • Application Distribution and Attributes • More Survey Results: IOPS, Capacity and Latency • Developing tiers of storage for enterprise (and client) applications • Implications/Projections • Authors and Sources 15 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Let’s Look At the Overall Results Report breaks analysis down by application – That’s 54 charts – Too much for this presentation! • We’ll just look at Database
  • 9. 9 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com IOPS Required 0% 10% 20% 30% 40%Respondents 10 100 1K 10K 100K 1M 10M IOPS OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Storage Capacity Needed 0% 5% 10% 15% 20% 25% Respondents 1G B 10G B 50G B 100G B500G B 1TB 5TB 10TB 50TB 100TB Capacity
  • 10. 10 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com How Do The Two Compare To Each Other? OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com IOPS vs. Capacity 1 10 100 1,000 10,000 100,000 1.E+00 1.E+01 1.E+02 1.E+03 1.E+04 1.E+05 1.E+06 1.E+07 IOPS Capacity(GB) 20
  • 11. 11 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com System Bottleneck IOPS What is the Fastest Storage Your System Can Use? 0% 10% 20% 30% 40%Respondents 10 100 1K 10K 100K 1M 10M IOPS OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Minimum Latency Requirement 0% 10% 20% 30% 40% Respondents 10ns 1µs 100µs 10ms 1 sec Latency
  • 12. 12 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Outline • The Survey • Application Distribution and Attributes • More Survey Results: IOPS, Capacity and Latency • Developing tiers of storage for enterprise (and client) applications • Implications/Projections • Authors and Sources 23 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com DRAMs Now 6,000x HDD Speed! From : HDDs and Flash Memory: A Marriage of Convenience 24
  • 13. 13 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Memory and Storage Price vs. Bandwidth 1.E+00 1.E+01 1.E+02 1.E+03 1.E+04 1.E+05 1.E+06 1.E+07 1.E-01 1.E+00 1.E+01 1.E+02 1.E+03 1.E+04 1.E+05 1.E+06 Price per Gigabyte Bandwidth(MB/s) Tape HDD NAND DRAM L3 L2 L1 10 1 10 0 10 2 10 3 10 4 10 5 10 6 10 7 10 1 10 2 10 3 10 4 10 5 10 6 10 0 10 -1 From Objective Analysis: Are Hybrid Drives Finally Coming of Age? 25 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Price/GB Roughly Follows IOPS $0.01 $0.10 $1.00 $10.00 $100.00 $1,000.00 0 200 400 600 800 1,000 1,200 IOPS $/GB 26
  • 14. 14 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Device IOPS by Form Factor 102 103 104 105 106 HDD SATA SAS/FC 2-Hop 1-Hop 27 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Outline • The Survey • Application Distribution and Attributes • More Survey Results: IOPS, Capacity and Latency • Developing tiers of storage for enterprise (and client) applications • Implications/Projections • Authors and Sources 28
  • 15. 15 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Implications/Projections (1) • SSDs adoption will increase – Usually more IOPS is better • Fast storage is changing – From short-stroked HDDs to SSDs • HDDs becoming a tier behind SSDs • Other system elements will become the bottleneck – Network, software, servers… 29 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Implications/Projections (2) • Users will focus more attention on IOPS – Understanding will be greater than it is today • Higher IOPS will support data/content growth – This means more storage • SSD • HDD • Even tape 30
  • 16. 16 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Report Compiles Survey Results • An analysis of complete survey results by application • Report, published July 2014, can be purchased for immediate download at www.Objective-Analysis.com. • Orders can also be processed through Coughlin Assocaites at: http://www.tomcoughlin.com/techpapers.htm. • You can contact Coughlin Associates by calling Tom at 408-871-8808, or e-mailing: Tom@TomCoughlin.com. 31 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Analysts 32 Tom Coughlin, President, Coughlin Associates is a highly-respected storage analyst and consultant with over 30 years in the data storage industry in engineering and management at high profile companies. Jim Handy is a widely recognized semiconductor analyst, has over 30 years in the electronics industry. His background includes marketing and design positions at market-leading suppliers.Jim Handy Objective Analysis Thomas Coughlin Coughlin Associates
  • 17. 17 OBJECTIVE ANALYSIS – www.OBJECTIVE-ANALYSIS.com Sources • How Many IOPS do You Really Need? • 2012 Digital Storage for Media and Entertainment, Coughlin Associates: (www.tomcoughlin.com/techpapers) • HDDs and Flash Memory: A Marriage of Convenience, Coughlin Associates and Objective Analysis, 2011 (www.tomcoughlin.com/techpapers) • Two may be Better than One: Why HDD and Flash Belong • SNIA SSSI White Paper, Coughlin/Handy 2010 • Are Hybrid Drives Finally coming of Age?, Objective Analysis, 2010 33