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SA B17 Storage Founda1on Deep Dive Performance and Tuning
Oscar Wahlberg Sr. Principal Technical Product Manager
SYMANTEC VISION 2012
Performance Tuning is not easy But common sense goes a long way
Nope, sorry. There’s no easy buHon…
• Almost every situaLon is unique – applicaLon, HW, load etc
• The goal of today’s session is to build your toolset – The know-‐how to collect useful informaLon – The ability to idenLfy boHlenecks – Increase your knowledge of common benchmarking tools – Improve your understanding for when and how to tune Storage FoundaLon
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Agenda
Storage FoundaLon Architecture 1
Methodology and Tools 2
IdenLfy and Remediate BoHlenecks 3
Tuning and Best PracLces for common use cases 4
Storage FoundaLon Deep Dive: Performance and Tuning
AddiLonal Resources 5
SYMANTEC VISION 2012
Storage Founda1on Architecture
Veritas File System – A method for organizing data blocks to make
them easy to access – Files are tracked in structures called inodes – InformaLon about files are stored in
metadata
Veritas Volume Manager – Abstracts file system from individual LUNs – Increases performance by spreading I/O
across mulLple LUNs – Protects data by using RAID technology
Dynamic Mul1-‐Pathing Layer – Provides device independent fault recovery – Discovers LUN characterisLcs
Storage Founda1on Deep Dive: Performance and Tuning
Disk
HBA Drivers
OS SCSI Drivers
Error Analysis
Regular I/O
VxVM VxFS
DMP
ApplicaLon
SYMANTEC VISION 2012
Agenda
Storage FoundaLon Architecture 1
Methodology and Tools 2
IdenLfy and Remediate BoHlenecks 3
Tuning and Best PracLces for common use cases 4
Storage FoundaLon Deep Dive: Performance and Tuning
AddiLonal Resources 5
SYMANTEC VISION 2012
How do you measure performance?
Look at the Bigger Picture: – OpLmal Performance means a balanced system
– Balance Memory and CPU consumpLon with performance requirements
Start by answering three fundamental ques1ons: – Why are you measuring ?
– What do you need to measure ?
– How are you going to measure ?
Storage FoundaLon Deep Dive: Performance and Tuning
HBA Ports Switch
Storage Ports
I/O DMP
DMP
SYMANTEC VISION 2012
What type of data do you need to collect?
Applica1on Performance – Can be operaLon/second or Lme to perform a single operaLon
Fundamental OS Sta1s1cs – CPU uLlizaLon (mpstat, sar, prstat etc) – Memory uLlizaLon (vmstat) – I/O throughput and operaLons per second (iostat) – Network staLsLcs (netstat) – System AcLvity Reporter (sar)
Storage Founda1on Sta1s1cs – Volume Manager staLsLcs (vxstat and vxdmpadm iostat) – File System staLsLcs (vxfsstat) – DMP layer staLsLcs (vxdmadm iostat)
Collect this data at regular intervals (every 5-‐30 seconds)
– SAR is a great tool to save historical data
Storage FoundaLon Deep Dive: Performance and Tuning
SymCLI / HiCommand
SF
SYMANTEC VISION 2012
Common Benchmarking Tools
I/O Zone • A File system Benchmark uLlity • Simulates a variety of workloads and systems • Can simulate buffered, direct, as well as mulLple threads • Less useful in single threaded mode
Database Benchmarks • TPC-‐C and TPC-‐H from TPC.org – The Industry standard • Swingbench • 3rd party sobware to capture and replay producLon workloads
Postmark • Simulates an email server workload • Large number of small files created as a baseline • Single-‐threaded
Unix U1li1es • Includes dd, tar, mkfile and cp • Oben used for back of napkin numbers • These tools are single threaded • Even when used in tandem, do not simulate a real-‐world workload
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Benchmarking Tools What is vxbench?
– Vxbench is a tool available on AIX, HP-‐UX, Linux and Solaris – Used for benchmarking I/O loads on raw disk or file systems – Generates various I/O workloads such as
• SequenLal and random reads/writes • Asynchronous I/Os, and memory mapped (mmap) operaLons.
vxbench_platform -w workload [options] file_name
– The vxbench uLlity is part of the SFHA Support package: VRTSspt
– It can be found on the install media, or on SORT at hHp://sort.symantec.com
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Agenda
Storage FoundaLon Architecture 1
Methodology and Tools 2
IdenLfy and Remediate BoHlenecks 3
Tuning and Best PracLces for common use cases 4
Storage FoundaLon Deep Dive: Performance and Tuning
AddiLonal Resources 5
SYMANTEC VISION 2012
How to iden1fy a Volume Manager BoZleneck
• Use vxstat to measure Volume level performance – OperaLons/s, Throughput and Average Service Lmes
• Unusual numbers warrant a deeper look and drill down – For example: High service Lmes can indicate hot spots or faulty hardware
Storage FoundaLon Deep Dive: Performance and Tuning
DMP
ApplicaLon(s) File System
Volume Manager
OS Kernel Drivers
SYMANTEC VISION 2012
High I/O service 1me is rarely a good thing
Storage FoundaLon Deep Dive: Performance and Tuning
• A single disk with very high average write Lme indicates a problem
• A single slow disk in a stripe set lower the performance of the enLre volume
# vxstat –g maildg -s -i5 mailvol
TYP NAME
sd 3pardata0_96-01
sd 3pardata0_97-01
sd 3pardata0_98-01
sd 3pardata0_99-01
AVG TIME(ms)
WRITE READ WRITE
587136 0.00 11.85
588801 0.00 111.96
586136 0.00 11.05
588136 0.00 12.85
SYMANTEC VISION 2012
High I/O service 1me is rarely a good thing
# vxstat -g maildg –u m -i5 mailvol
OPERATIONS BLOCKS AVG TIME(ms)
TYP NAME READ WRITE READ WRITE READ WRITE
vol mailvol1 0 5227 0 112.1 0.00 84.66
# vxdmpadm -u m -s iostat show groupby=ctlr ctlr=c1 interval=5
OPERATIONS/SEC BYTES/SEC
CTLRNAME READS WRITES READS WRITES
c1 0 1832 0 113.78
Storage FoundaLon Deep Dive: Performance and Tuning
• High latency on the volume indicaLng a potenLal problem lower in the stack
• Use DMP staLsLcs to drill down -‐ 114Mb/s is ~90% of a 1 Gbit HBA
SYMANTEC VISION 2012
# vxdmpadm -u m –s iostat show groupby=ctlr interval=30 ctrl=c1 cpu usage = 878us per cpu memory = 32768b OPERATIONS/SEC BLOCKS/SEC CTLRNAME READS WRITES READS WRITES c1 33400 9040 233.24m 229.73m # vxdmpadm -u m -s iostat show groupby=enclosure interval=30 cpu usage = 1396us per cpu memory = 32768b OPERATIONS/SEC BLOCKS/SEC ENCLOSURENAME READS WRITES READS WRITES 3pardata0 17200 4000 118.97m 73.65m
BeZer environment control with DMP I/O Sta1s1cs
Storage FoundaLon Deep Dive: Performance and Tuning
• Use DMP to drill down or summarize staLsLcs per controller or array
SYMANTEC VISION 2012
Recommended Tuning for DMP in SF 5.x/6.0 • Use Minimum Queue or AdapLve Minimum Queue I/O Policy
• Increase DMP thread count on large systems improve recovery scalability – dmp_daemon_count = Number of CPU
cores / 2
• Reduce and manage the DMP failover Lme – Two parameters to look at:
dmp_failed_io_threshold and dmp_retry_count
An extensive whitepaper on DMP is available online on Symantec Connect. Keyword: DMP
Storage FoundaLon Deep Dive: Performance and Tuning
DMP
ApplicaLon(s) File System
Volume Manager
OS Kernel Drivers
SYMANTEC VISION 2012
Tuning VxVM for beZer I/O performance
Create a balanced I/O sub-‐system • Volume layouts: Concat or Stripe
• Stripe unit size – Medium (default 64Kb) for random access workloads, increase for larger concurrent I/O’s
• Use online relayout capabiliLes to adapt in a dynamic environment
Storage FoundaLon Deep Dive: Performance and Tuning
DMP
ApplicaLon(s) File System
Volume Manager
OS Kernel Drivers
SYMANTEC VISION 2012
Overview of VxFS Tuning
• Buffered I/O – ApplicaLon data that is cached in memory (in OS page cache) – Tunable parameters to control read-‐ahead of data into page cache, flushing of dirty
data from cache, freeing up cache
• Direct I/O – ApplicaLon data that is not cached. Suitable for databases – Direct I/O is not the default, but can be enabled with mount opLons
• Metadata Caches – VxFS metadata cache have size limits that are automaLcally chosen based on amount
of available memory, but manual tuning can someLmes help
• Intent Log – Depending on workload the default intent log size (which is based on file system size)
may not be large enough
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
When can VxFS tuning changes be made and when do they take effect?
At file system create Lme – File system creaLon: Block size
When a file system is mounted – Direct I/O, Concurrent I/O, Asynchronous I/O behavior
Parameters that can be changed online through vxtunefs uLlity
– Examples: read-‐ahead, write-‐flushing parameters
VxFS kernel module parameters – Example: Maximum sizes for VxFS metadata caches – Requires a reboot, or kernel module reload
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Collect and Display VxFS sta1s1cs
VxFS make staLsLcs and counters visible through vxfsstat – Reports current/maximum size, hit rate and age for metadata caches
– IdenLfy when intent log wrap-‐around is causing flushing of metadata
– Counters can idenLfy number of sequenLal versus random reads/writes
Through vxfsstat an administrator can collect absolute values,
or collect staLsLcs over a specific period of Lme
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Use vxfsstat to iden1fy a sequen1al workload
# vxfsstat -v /datawarehouse | grep vxi_read
vxi_read_dio 0 vxi_read_rand 2
vxi_read_seq 253328 vxi_setattr_nochange 0
# vxfsstat -v /datawarehouse | grep vxi_write
vxi_write_logonly 0 vxi_write_rand 20
vxi_write_seq 2633043 vxi_anonpgin 0
A workload with primarily sequential reads will have vxi_read_seq >> vxi_read_rand
Tuning the read ahead can yield huge performance benefits for sequential workloads
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Tuning VxFS read ahead behavior
Storage FoundaLon Deep Dive: Performance and Tuning
# vxtunefs /datawarehouse| grep read_
read_pref_io = 65536
read_nstream = 4
read_ahead = 1
Read Ahead behavior is controlled by the per file system tunable read_ahead • Can be set to Off/On/Enhanced The amount of read ahead is controlled by two parameters:
• Preferred read I/O size read_pref_io • Number of read streams/threads, read_nstreams
When VxVM is used these tunables will be set based on volume geometry
SYMANTEC VISION 2012
VxFS Read Ahead recommenda1ons
• Make sure Read Ahead is turned on (default) – Use enhanced read-‐ahead mode if you have mulLple threads accessing the same file
• Increase read_pref_io – up to 1Mb – Be aware of that increasing read_pref_io may put a higher I/O load on your system
• Increase read_nstream if you use concat volumes on disks striped in an array
• Experiment with read-‐ahead tuning. Can be done online via vxtunefs
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Example: VxFS Buffer Cache size
# vxfsstat –b /var/mail buffer cache staLsLcs
1528576 Kbyte current 1528576 maximum 850259661 lookups 69.84% hit rate
102 sec recycle age [not limited by maximum]
• A cache hit rate of >90% is desirable • A low recycle age (<100s) indicate pressure on the inode cache
• Tuning one cache may have implicaLons on the other caches • The buffer cache size is a kernel tunable
• On Solaris “set vxfs:vx_bc_buywm= 2097152” in /etc/system Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Example aaer tuning: VxFS Buffer Cache size
# vxfsstat –b /var/mail buffer cache staLsLcs
1728556 Kbyte current 2097152 maximum 120259661 lookups 92.84% hit rate
3605 sec recycle age [not limited by maximum]
Storage FoundaLon Deep Dive: Performance and Tuning
Aber increasing the buffer cache by 512M: • The buffer no longer grows to the maximum size • The cache hit rate increased to >90% • The recycle Lme increased
SYMANTEC VISION 2012
Tuning is oaen Reac1ve
• “My applicaLon is running slow and I don’t know why. Can you fix it?”
• ApplicaLon design problems needs to be addressed in the applicaLon (80/20 rule) – Tweaking the Server or Storage layers will oben not yield enough
• One of the keys that allow you to become more ProacLve is to have historical data to reference
• Tuning is an iteraLve process – it never stops
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
What happens if you need to call Support?
• Support will help troubleshoot, but it’s “best effort”
• If a problem or bug is idenLfied SF engineering takes over
• What can you do to help things along? – Create a crisp explanaLon of the problem.
– Describe how to reproduce the problem – Collect a VRTSexplorer – Collect relevant staLsLcs – Use FirstLook
• Download FirstLook
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Agenda
Storage FoundaLon Architecture 1
Methodology and Tools 2
IdenLfy and Remediate BoHlenecks 3
Tuning and Best PracLces for common use cases 4
Storage FoundaLon Deep Dive: Performance and Tuning
AddiLonal Resources 5
SYMANTEC VISION 2012
OLTP Workload
• Workload characterisLcs – Storage FoundaLon provides performance of raw volumes with ease of managing files • No caching: Use the memory for DB cache; avoid double-‐buffering, copy overhead • Ease up on locking: DB maintains its own locks, issues “safe” concurrent accesses
– I/O characterisLcs from an OLTP database • SequenLal, Synchronous writes to the database recovery log (aka redo log) • Most writes to DB tables are random and asynchronous in nature • Reads from DB tables are mostly random
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
OLTP Workload: Best Prac1ces
• Best PracLces – Use ODM for Oracle databases; cio mount opLon for other databases
– Separate volume and FS for DB recovery log (aka redo log)
– Stripe all data volumes – Use an 8Kb block size for the file systems hosLng the data files
– Strive to create a balanced I/O subsystem
• AddiLonal tuning – DB cache size (has big impact)
– SequenLal DRL tuning for redo log if they are mirrored using SF
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
De-‐duplica1on: Overview
Feature Overview • Periodic, Out-‐of-‐band deduplicaLon • De-‐duplicate at the file system level • Leverages shared extent in VxFS, improving read IO performance via caching
• CLI based scheduler • CLI based analyzer for de-‐duplicaLon • Requires VxFS Layout v9
Use Case • Virtual Machine Storage – ~80% reducLon • Unstructured data • Code repositories • Anything else with “repeated” data
Without De-‐duplica1on
With VxFS De-‐duplica1on
New in 6.0
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Time/GB as a function of unique data • Illustrates that the data becomes more unique the deduplication process takes longer
(more work to do) – It also saves more space! Time taken for dedupe as an function of chunk size: • As the chunk size increases the time remains low for bigger datasets • As a result, for really big datasets big chunk size may be advisable if you are willing to
compromise on storage savings
De-‐duplica1on: Performance Details New in 6.0
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Deduplica1on Considera1ons and Best Prac1ces
• Choose your chunk size – it’s not easy to change – The chunk size is a create Lme tunable that is not easily changed
– Can be varied between 4Kb to 128Kb
• When in doubt use the default chunk size of 4Kb
• Use the dry-‐run capability for modeling
• Schedule your deduplicaLon run for non-‐producLon hours
Storage FoundaLon Deep Dive: Performance and Tuning
New in 6.0
SYMANTEC VISION 2012
Compression: Details
# vxcompress -‐L etcfile3
%Comp Physical Logical %Exts Alg-‐Str Filename
67% 64.4 MB 194.9 MB 100% gzip-‐5 etcfile3
vxcompress
Storage Saved
File1
Compression Block Ext Ext Ext … Ext
Compressed Extents
Feature Overview • Compress files, directories, or the whole file system
• Compression happens at the extent level
• Reads decompress in memory, not on disk
• Can reduce replicaLon and snapshot Lmes • HydraLon Performance impact is minimal
• Feature available on Solaris and Linux • Tune-‐able algorithm, block size and CPU use
Use cases • Archival data • Long term data retention is the name of
the game
#fsadm –S compressed /test1 Mountpoint Size(KB) Available(KB) Used(KB) Logical_Size(KB) Compr /test1 1048576 957837 26890 30663 12%
New in 6.0
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Compression: Performance Details
• Compression is CPU heavy and the CPU load should be considered carefully
• Reading from compressed files can also result in performance degradaLon due to the increased I/O.
• However, with mulL-‐core CPUs becoming standard in large enterprises, CPU Lme should be readily available.
• The total space savings and Lme to compress/uncompress will vary greatly depending on:
• Server type and available CPU • File/Data type and compression se|ngs
New in 6.0
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Compression: Considera1ons and Best Prac1ces
• Compression works best for archival data – low update rates
• Compress data during non-‐producLon hours to minimize performance impact
• Experiment with the number of compression threads to find your sweet spot
• Compression requires addiLonal CPU cycles to uncompress data into memory when it’s read from disk
• Choose your algorithm strength with cauLon – It’s a trade off
• Compression can increase fragmentaLon
Storage FoundaLon Deep Dive: Performance and Tuning
New in 6.0
SYMANTEC VISION 2012
Dealing with Fragmented file systems
• Badly fragmented file systems sLll cause problems in real life
• Types of fragmentaLon – Extent – A single file split into many small chunks
– Free Space – Free space only available in very small chunks
• Three ways to reorganize (defragment) VxFS – Extent based (fsadm –e) – Improve access performance of current data
– Free Space (fsadm -‐C) – Improves new data writes
– Directory opLmizaLon (fsadm –d) – Improve directory lookup
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Using fsadm to iden1fy a fragmented file system
Warning: This used to be rocket science!
Storage FoundaLon Deep Dive: Performance and Tuning
Enhanced in 6.0
# fsadm –t vxfs –E ... Free Extents by Size 1: 2077988 2: 2104073 4: 1371895 8: 2226679 16: 1618029 32: 1000385
64: 53134 128: 1667 256: 480 512: 352 1024: 302 2048: 244 4096: 172 8192: 107 16384: 76 32768: 122 65536: 5 131072: 0 262144: 0 524288: 0 1048576: 0 2097152: 0 4194304: 0 8388608: 0 16777216: 0 33554432: 0 67108864: 0 134217728: 0 268435456: 0 536870912: 0
1073741824: 0 2147483648: 0
# fsadm –t vxfs –E /data
File System Extent Fragmentation Report
Free Space Fragmentation Index : 80 File Fragmentation Index : 60
# Files Fragmented by Fragmentation Index 0 1-25 26-50 51-75 76-100 7838181 3774 82836 281144 8080449 ...
Fragmenta1on indexes are new in 6.0
SYMANTEC VISION 2012
How to effec1vely run defragmenta1on in produc1on
• Best PracLces – Start early – Don’t wait unLl it’s too late – Run regularly – Maybe a file system a night or one per a week
– Run for X amount of Lme (fsadm -‐T <seconds> …) – If you have a single file/dir you are worried about – use “fsadm –e –f /file”
– Use the latest version of Storage FoundaLon you can • Some enhancements have been backported to earlier versions, but not all
• PrevenLng excessive fragmentaLon is a good way to get consistent file system performance
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Performance Op1miza1on: Fast Mirror Resync v4 Enhanced in 6.0
What’s new -‐ Improved Performance -‐ SequenLal logging vs bitmap based DRL
-‐ Improved Scalability -‐ DRL independence from:
-‐ Volume size -‐ Volume workload
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Does FMR4 maZer in real life?
• On the leb, the best case scenario 100% random writes, 100-‐200% improvement !
• On the right, SPECsfs (NFS File serving workload), a throughput increase of 30-‐50% compared to FMR3
0
10000
20000
30000
40000
50000
60000
1 2 4 8 16
Throughp
ut (K
B/sec)
Number of Threads
Performance Gain FMR3 / FMR4
Pure Random Writes (8k)
FMR3
FMR4
0 2000 4000 6000 8000
10000 12000 14000 16000 18000
0 2 4 6 8 10
NFS Ope
raLo
ns / sec
Response Time (msec)
Performance Gain FMR3 / FMR 4
NFS File serving workload
FMR3 Def Memsz FMR4
FMR3 Memsz=128m
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Performance Op1miza1on: Par11oned Directories New in 6.0
What’s new -‐ ParLLon directories into hidden sub-‐directories -‐ Parallel update events -‐ Read events parallel to update events
-‐ Transparent to user -‐ Supported on disk layout 8+
-‐ New per-‐mountpoint tune-‐able parameters -‐ pdir_enable = 0|1 -‐ pdir_threshold = value
-‐ ParLLoned status added to vxfssat –x, fsdb
Details:
-‐ Off by default for Solaris, AIX and Linux
-‐ 32k default threshold for AIX, HP-‐UX, and Linux
-‐ 4K for Solaris
-‐ Directories do NOT get converted once under threshold
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Performance Op1miza1on: Delayed Alloca1on New in 6.0
What’s new -‐ Improved extended write performance in VxFS -‐ Reduced fragmenta1on
Targets -‐ Applica1ons using extended writes -‐ Applica1ons with fast-‐moving, temporary files
• To turn off: vxtunefs –o dalloc_enable=0 mount_point
On HP, use /etc/vx/tunefstab to turn it off during boot Lme.
• To modify the usage threshold at which delayed allocaLon is automaLcally disabled vxtunefs –o dalloc_limit=value_from_50_to_95
Default value : 90
• Internal tesLng showed up to 40% throughput performance
Storage FoundaLon Deep Dive: Performance and Tuning
SYMANTEC VISION 2012
Agenda
Storage FoundaLon Architecture 1
Methodology and Tools 2
IdenLfy and Remediate BoHlenecks 3
Tuning and Best PracLces for common use cases 4
Storage FoundaLon Deep Dive: Performance and Tuning
AddiLonal Resources 5
SYMANTEC VISION 2012
Storage Founda1on Performance Tuning Guide
• Based on real world experience and research from our
Performance Engineering Group
• Available since SF 5.1SP1 – But applicable to many more versions
• Available online on SORT
Storage FoundaLon Deep Dive: Performance and Tuning
sort.symantec.com
SYMANTEC VISION 2012
Performance Tuning with Storage Founda1on
Tuning is oaen Reac1ve
• Use Storage FoundaLon and OS tools to understand what is happening
• AHempt to find a way to duplicate the workload
Understand the BoZleneck
• Look at the bigger picture • Resource ContenLon oben masquerades as latency and bandwidth issues
• Tuning the incorrect piece of the stack can oben have bad results
Tuning is an itera1ve process
• Change one thing at a Lme • Evaluate the changes and start again
• Work towards being proacLve • Collect a baseline when things perform well
Storage FoundaLon Deep Dive: Performance and Tuning
Thank you!
Copyright © 2012 Symantec Corpora1on. All rights reserved. Symantec and the Symantec Logo are trademarks or registered trademarks of Symantec CorporaLon or its affiliates in the U.S. and other countries. Other names may be trademarks of their respecLve owners. This document is provided for informaLonal purposes only and is not intended as adverLsing. All warranLes relaLng to the informaLon in this document, either express or implied, are disclaimed to the maximum extent allowed by law. The informaLon in this document is subject to change without noLce.
Storage FoundaLon Deep Dive: Performance and Tuning
Oscar Wahlberg [email protected]