Archive for the 'Storage' Category

Scott Alan Miller

Comparing SAN and NAS

One of the greatest confusions that I have seen in recent years is that between NAS and SAN.  Understanding what each is will go a long way towards understanding where they are useful and appropriate.

Our first task is to strip away the marketing terms and move on to technical ones.  NAS stands for Network Attached Storage but doesn’t mean exactly that and SAN stands for Storage Area Network but is generally used to refer to a SAN device, not the network itself.  In its most proper form, a SAN is any network dedicated to storage traffic, but in the real world, that’s not how it is normally used.  In this case we are hear to talk about NAS and SAN devices and how they compare so we will not use the definition that includes the network rather than the device.  In reality, both NAS and SAN are marketing terms and are a bit soft around the edges because of it.  They are precise enough to use in a normal technical conversation, as along as all parties know what they mean, but when discussing their meaning we should strip away the cool-sounding names and stick to the most technical descriptions.  Both terms, when used via marketing, are used to imply that they are a certain technology that has been “appliancized” which makes the use of the terms unnecessarily complicated but no more useful.

So our first task is to define what these two names mean in a device context.  Both devices are storage servers, plain and simple, just two different ways of exposing that storage to the outside world.

The simpler of the two is the SAN which is properly a block storage device.  Any device that exposes its storage externally as a block device falls into this category and can be used interchangeably based on how it is used.  The block storage devices are external hard drives, DAS (Direct Attach Storage) and SAN.  All of these are actually the same thing.  We call it an external hard drive when we attach it to a desktop.  We call it a DAS when we attach it to a server.  We call it a SAN when we add some form of networking, generally a switch, between the device and the final device that is consuming the storage.  There is no technological difference between these devices.  A traditional SAN can be directly attached to a desktop and used like an external hard drive.  An external hard drive can be hooked to a switch and used by multiple devices on a network.  The interface between the storage device and the system using it is the block.  Common protocols for block storage include iSCSI, Fibre Channel, SAS, eSATA, USB, Thunderbolt, IEEE1394 (aka Firewire), Fibre Channel over Ethernet (FCoE) and ATA over Ethernet (AoE.)  A device attaching to a block storage device will always see the storage presented as a disk drive, nothing more.

A NAS, also known as a “filer”, is a file storage device.  This means that it exposes its storage as a network filesystem.  So any device attaching to this storage does not see a disk drive but instead sees a mountable filesystem.  When a NAS is not packaged as an appliance, we simply call it a file server and nearly all computing devices from desktops to servers have some degree of this functionality included in them.  Common protocols for file storage devices include NFS, SMB / CIFS and AFP.  There are many others, however, and technically there are special case file storage protocols such as FTP and HTTP that should qualify as well.  As an extreme example, a traditional web server is a very specialized form of file storage device.

What separates block storage and file storage devices is the type of interface that they present to the outside world, or to think of it another way, where the division between server device and client device happens within the storage stack.

It has become extremely common today for storage devices to include both block storage and file storage from the same device.  Systems that do this are called unified storage.  With unified storage, whether you can say that it is behaving as block storage or file storage device (SAN or NAS in the common parlance) or both is based upon the behavior that you configure for the device not based on what you purchase.  This is important as it drives home the point that this is purely a protocol or interface distinction, not one of size, capability, reliability, performance, features, etc.

Both types of devices have the option, but not the requirement, of providing extended features beneath the “demarcation point” at which they hand off the storage to the outside.  Both may, or may not, provide RAID, logical volume management, monitoring, etc.  File storage (NAS) may also provide file system features such as Windows NTFS ACLs.

The key advantage to block storage is that the systems that attach to it are given an opportunity to manipulate the storage system as if it were a traditional disk drive.  This means that RAID and logical volume management, which may already have been doing in the “black box” of the storage device can now be done again, if desired, at a higher level.  The client devices are not aware what kind of device they are seeing, only that it appears as a disk drive.  So you can choose to trust it (assume that it has RAID of an adequate level, for example) or you can combine multiple block storage devices together into RAID just as if they were regular, local disks.  This is extremely uncommon but is an interesting option and there are products that are designed to be used in this way.

More commonly, logical volume management such as Linux LVM, Solaris ZFS or Windows Dynamic Disks is applied on top of the exposed block storage from the device and then, on top of that, a filesystem would be employed.  This is important to remember, with block storage devices the filesystem is created and managed by the client device, not by the storage device.  The storage device is blissfully unaware of how the block storage that it is presenting is used and allows the end user to use it however they see fit with total control.  This extends even to the point that you can chain block storage devices together with one providing the storage to the next being combines, perhaps, into RAID groups – block storage devices can be layered, more or less, indefinitely.

Alternatively, a file storage device contains all of the block portion of the storage so any opportunity for RAID, logical volume management and monitoring must be handled by the file storage device.  Then, on top of the block storage, a filesystem is applied.  Commonly this would be Linux’ EXT4, FreeBSD and Solaris’ ZFS, Windows NTFS but other filesystems such as WAFL, XFS, JFS, BtrFS, UFS and more are certainly possible.   On this filesystem, data will be stored.  To them share this data with the outside world a network file system (also known as a distributed file system) is used which provides a file system interface that is network enabled – NFS, SMB and AFP being the most common but, like in any protocol family, there are numerous special case and exotic possibilities.

A remote device wanting to use storage on the file storage device would see it over the network the same as it would see a local filesystem and is able to mount it in an identical manner.  This makes file storage especially easy and obvious for end consumer to use as it is very natural in every aspect.  We use network file systems every day for normal desktop computing.  When we “map a drive” in Windows, for example, we are using a network file system.

One critical differentiation between block storage and file storage that must be differentiated between is that, while both potentially can sit on a network and allow multiple client machines to attach to them, only file storage devices have the ability arbitrate that access.  This is very important and cannot be glossed over.

Block storage appears as a disk drive.  If you simply attach a disk drive to two or more computers at once, you can imagine what will happen – each will know nothing of the other and will be unaware of new files being created, others changing and they systems will rapidly begin to overwrite each other.  If your file system is read only on all nodes, this is not a problem.  But if any system is writing or changing the data, the others will have problems.  This generally results in data corruption very quickly, typically on the order of minutes.  To see this in extreme action, imagine having two or three client system all believe that they have exclusive access to a disk drive and have them all defragment it at the same time.  All data on the drive will be scrambled in seconds.

A file storage device, on the other hand, has natural arbitration as the network file system handles the communications for access to the real file system and filesystems, by their nature, are multi-user naturally.  So if one system attached to a file storage device makes a change, all systems are immediately aware of the change and will not “step on each others toes.”  Even if they attempt to do the the file storage device’s filesystem arbitrates access and has the final say and does not let this happen.  This makes sharing data easy and transparent to end users.  (I use the term “end users” here to include system administrators.)

This does not mean that there is no means of sharing storage from a block device, but the arbitration of it cannot be handled by the block storage device itself.  Block storage devices are be made “shareable” by using what is known as a clustered file system.  These types of file systems originated back when server clusters shared storage resources by having two servers attached with a SCSI controller on either end of a single SCSI cable and having the shared drives attached in the middle of the cable.  The only means by which the servers could communicate was through the file system itself and so special clustered file systems were developed that allowed there to be communications between the devices, alerting each to changes made by the other, through the file system itself.  This actually works surprisingly well but clustered file systems are relatively uncommon with Red Hat’s GFS and Oracle’s OCFS being some of the best well known in the traditional server world and VMWare’s much newer VMFS having become extremely well known through its use for virtualization storage.  Normal users, including system administrators, may not have access to clustered file systems or may have needs that do not allow their use.  Of important note is also that the arbitration is handled through trust, not through enforcement, like with a file storage device.  With a file storage device, the device itself handles the access arbitration and there is no way around it.  With block storage devices using a clustered file system, any device that attaches to the storage can ignore the clustered file system and simply bypass the passive arbitration – this is so simple that it would normally happen accidentally.  It can happen when mounting the filesystem and specifying the wrong file system type or through a drive misbehaving or any malicious action.  So access security is critical at the network level to protect block level storage.

The underlying concept being exposed here is that block storage devices are dumb devices (think glorified disk drive) and file storage devices are smart devices (think traditional server.)  File storage devices must contain a full working “computer” with CPU, memory, storage, filesystem and networking.  Block storage devices may contain these things but need not.  At their simplest, block storage devices can be nothing more than a disk drive with a USB or Ethernet adapter attached to them.  It is actually not uncommon for them to be nothing more than a RAID controller plus Ethernet or Fiber Channel adapters to be attached.

In both cases, block storage device and file storage devices, we can scale down to trivially simple devices or can scale up to massive “mainframe class” ultra-high-availability systems.  Both can be either fast or slow.  One is not better or worse, one is not higher or lower, one is not more or less enterprise – they are different and serve generally different purposes.  And there are advanced features that either may or may not contain.  The challenge comes in knowing which is right for which job.

I like to think of block storage protocols as being a “standard out” stream, much like on a command line.  So the base level of any storage “pipeline” is always a block device and numerous block devices or transformations can exist with each being piped one to another as long as the output remains a block storage protocol.  We only terminate the chain when we apply a file system.   In this way hardware RAID, network RAID, logical volume management, etc. can be applied in multiple combinations as needed.  Block storage is truly not just blocks of data but building blocks of storage systems.

One point that is very interesting is that since block storage devices can be chained and since network storage devices must accept block storage as their “input” it is actually quite common for a block storage device (SAN) to be used as the backing storage for a file storage device (NAS), especially in high end systems.  They can coexist within a single chassis or they can work cooperatively on the network.

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Scott Alan Miller

Network RAID Notation Standard (SAM RAID Notation)

As the RAID landscape becomes more complex with the emergence of network RAID there is an important need for a more complex and concise notation system for RAID levels involving a network component.

Traditional RAID comes in single digit notation and the available levels are 0, 1, 2, 3, 4, 5, 6, 7.  Level 7 is unofficial but widely accepted as triple parity RAID (the natural extension of RAID 5 and RAID 6) and RAID 2 and RAID 3 are effectively disused today.

Nested RAID, one RAID level within another, is handled by putting single digit RAID levels together such as RAID 10, 50, 61, 100, etc.  These can alternatively be written with a plus sign separating the levels like RAID 1+0, 5+0, 6+1, 1+0+0, etc.

There are two major issues with this notation system, beyond the obvious issue that not all RAID types or extensions are accounted for by the single digit system with many of the aspects of proprietary RAID systems such as ZRAID, XRAID and BeyondRAID being unaccounted for in the notation system.  The first is a lack of network RAID notation and the second is a lack of specific denotation of intra-RAID configuration.

Network RAID comes in two key types, synchronous and asynchronous.  Synchronous network RAID operates effectively identically to its non-networked counterpart.  Asynchronous functions the same but brings extra risks as data may not be synchronized across devices at the time of a device failure.  So the differences between the two need to be visible in the notation.

Synchronous RAID should be denoted with parenthesis.  So two local RAID 10 systems mirrored over the network (a la DRBD) would be denoted RAID 10(1).  The effective RAID level for risk and capacity calculations would be the same as any RAID 101 but this informs all parties at a glance that the mirror is over a network.

Asynchronous RAID should be denoted with brackets.  So two local RAID 10 systems mirrored over the network asynchronously would be denoted as RAID 10[1] making it clear that there is a risky delay in the system.

There is an additional need for a different type of replication at a higher, filesystem level (a la rsync) that, while not truly related to RAID, provides a similar function for cold data and is often used in RAID discussions and I believe that storage engineers need the ability to quite denote this as well.  This asynchronous file-system level replication can be denoted by braces.  Only one notation is needed as file-system level replication is always asynchronous.  So as an example, two RAID 6 arrays synced automatically with a block-differential file system replication system would be denoted as RAID 6{1}.

To further simplify RAID notation and to shorten the obvious need to write the word “RAID” repeatedly as well as to remove ourselves from the traditional distractions of what the acronym stands for so that we can focus on the relevant replication aspects of it, a simple “R” prefix should be used.  So RAID 10 would simply be R10.  Or a purely networked mirror might be R(1).

This leaves one major aspect of RAID notation to address and that is the size of each component of the array.  Often this is implied but some RAID levels, especially those that are nested, can have complexities missed by traditional notation.  Knowing the total number of drives in an array does not always denote the setup of a specific array.  For example a 24 drive R10 is assumed to be twelve pairs of mirrors in a R0 stripe.  But it could be eight sets of triple mirrors in a R0 stripe.  Or it could even be six quad mirrors.  Or four sext mirrors.  Or three oct mirrors.  Or two dodeca mirrors.  While most of these are extremely unlikely, there is a need to notate it.  For the set size we use a superscript number to denote the size of that set.  Generally this is only needed for one aspect of the array, not all, as others can be derived, but when in down it can be denoted explicitly.

So an R10 array using three-way mirror sets would be R130.  Lacking the ability to write a superscript you could also write it as R1^3+0.  This notation does not state the complete array size, only its configuration type.  If all possible superscripts are included a full array size can be calculated using nothing more.  If we have an R10 of four sets of three-way mirrors we could write it R1304 which would inform us that the entire array consists of twelve drives – or in the alternate notation R1^3+0^4.

Superscript notation of sets is only necessary when non-obvious.  R10 with no other notation implies that the R1 component is mirror pairs, for example.  R55 nearly always requires additional notation except when the array consist of only nine members.

One additional aspect to consider is notating array size.  This is far simpler than the superscript notation and is nearly always complete adequate.  This alleviates the need to write in long form “A four drive RAID 10 array.”  Instead we can use a prefix for this.  4R10 would denote a four drive RAID 10 array.

So to look at our example from above, the twelve disk RAID 10 with the three-way mirror sets could be written out as 12R1304.  But the use of all three numbers becomes redundant.  Any one of the numbers can be dropped.  Typically this would be the final one as it is the least likely to be useful.  The R1 set size is useful in determining the basic risk and the leading 12 is used for capacity and performance calculations as well as chassis sizing and purchasing.  The trailing four is implied by the other two numbers and effectively useless on its own.  So the best way to write this would be simply 12R130.  If that same array was to use the common mirror pair approach rather than the three-way mirror we would simply write 12R10 to denote a twelve disk, standard RAID 10 array.

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Scott Alan Miller

One Big RAID 10 – A New Standard in Server Storage

In the late 1990s the standard rule of thumb for building a new server was to put the operating system onto its own, small, RAID 1 array and separate out applications and data into a separate RAID 5 array.  This was done for several reasons, many of which have swirled away from us, lost in the sands of time.  The main driving factors were that storage capacity was extremely expensive, disks were small, filesystems corrupted regularly and physical hard drives failed at a very high rate compared to other types of failures.  People were driven by a need to protect against physical hard drive failures, protect against filesystem corruption and acquire enough capacity to meet their needs.

Today the storage landscape has changed.  Filesystems are incredibly robust and corruption from the filesystem itself is almost unheard of and, thank to technologies like journalling, can almost always be corrected quickly and effectively protecting the end users from data loss.  Almost no one worried about filesystem corruption today.

Modern filesystem are also able to handle far more capacity than they could previously.  It was not uncommon in the late 1990s and early 2000s to have the ability to easily make a drive array larger than any single filesystem could handle. Today that is not reasonably the case as all common filesystems handle many terabytes at least and often petabytes, exabytes or more of data.

Hard drives are much more reliable than they were in the late 1990s.  Failure rates for an entire drive failing are very low, even in less expensive drives.  So low, in fact, that array failures (data loss in the entire RAID array) is concerned with failing arrays primarily, rather than the failure of hard drives.  We no longer replace hard drives with wild abandon.  It is not unheard of for large arrays to run their entire lifespans without losing a single drive.

Capacities have scaled dramatically.  Instead of 4.3GB hard drives we are installing 3TB drives.  Nearly one thousand times more capacity on a single spindle compared to less than fifteen years ago.

These factors come together to create a need for a dramatically different approach to server storage design and a change to the “rule of thumb” about where to start when designing storage.

The old approach can be written RAID 1 + RAID 5.  The RAID 1 space was used for the operating system while the RAID 5 space, presumably much larger, was used for data and applications.  This design split the two storage concerns putting maximum effort into protecting the operating system (which was very hard to recover in case of disaster and on which the data relied for accessibility) onto highly reliable RAID 1.  Lower cost RAID 5, while somewhat riskier, was chosen, typically, for data because the cost of storing data on RAID 1 was too high in most cases.  It was a tradeoff that made sense at the time.

Today, with our very different concerns, a new approach is needed, and this new approach is known as “One Big RAID 10″ – meaning a single, large RAID 10 array with operating system, applications and data all stored together.  Of course, this is just what we say to make it handy, in a system without the needs of performance or capacity beyond a single disk we would say “One Big RAID 1″, but many people include RAID 1 in the RAID 10 group so it is just easier to say the former.

To be even handier, we abbreviate this to OBR10.

Because the cost of storage has dropped considerably and instead of being at a premium is typically in abundance today, because filesystems are incredibly reliable, because RAID 1 and RAID 10 share performance characteristics and because non-disk failure triggered array failures have moved from background noise to primary causes of data loss the move to RAID 10 and to eliminate array splitting has become the new standard approach.

With RAID 10 we now have the highly available and resilient storage previously held only for the operating system available to all of our data.  We get the benefit of mirrored RAID performance plus the benefit of extra spindles for all of our data.  We get better drive capacity utilization and performance based on that improved utilization.

Even the traditional splitting of log files normally done with databases (the infamous RAID 1 + RAID 5 + RAID 1 approach) is no longer needed because RAID 10 keeps the optimum performance characteristics across all data.  With RAID 10 we eliminate almost all of the factors that once caused us to split arrays.

The only significant factor, that has not been mentioned, for which split arrays were traditionally seen as beneficial is access contention – the need for different processes to need access to different parts of the disk at the same time causing the drive head to move around in a less than ideal pattern reducing drive performance.  Contention was a big deal in the late 1990s when the old rule of thumb was developed.

Today, drive contention still exists but has been heavily mitigated by the use of large RAID caches.  In the late 90s drive caches were a few megabytes at best and often non-existent.  Today 256MB is a tiny cache and average servers are deployed with 1-2GB of cache on the RAID card alone.  Some systems are beginning to integrate additional solid state drive based caches to add a secondary cache beyond the memory cache on the controller.  These can easily add hundreds of gigabytes of extremely high speed cache that can buffer nearly any spindle operation from needing to worry about contention.  So the issue of contention has been solved in other ways over the years but has, like other technology changes, effectively freed us from the traditional concerns requiring us to split arrays.

Like array contention, another, far less common reason for splitting arrays in the late 1990s was to improve communications bus performance because of the limitations of the era’s SCSI and ATA technologies.  These, too, have been eliminated with the move to serial communications mechanisms, SAS and SATA, in modern arrays.  We are no longer limited to the capacity of a single bus for each array and can grow much larger with much more flexibility than previously.  Bus contention has been all but eliminated.

If there is a need to split off space for protection, such as log file growth, this can be achieved through partitioning rather than through physical array splitting.  In general you will want to minimize partitioning as it increases overhead and lowers the ability of the drives to tune themselves but there are cases where it is the better approach.  But it does not require that the underlying physical storage be split as it traditionally was.  Even better than partitioning, when available, is logical volume management which makes partition-like separations without the limitations of partitions.

So at the end of the day, the new rule of thumb for server storage is “One Big RAID 10.”  No more RAID 5, no more array splitting.  It’s about reliability, performance, ease of management and moderate cost effectiveness.  Like all rules of thumb, this does not apply to every single instance, but it does apply much more broadly than the old standard ever did.  RAID 1 + RAID 5, as a standard, was always an attempt to “make due” with something undesirable and to make the best of a bad situation.   OBR10 is not like that.  The new standard is a desired standard – it is how we actually want to run, not something with which we have been “stuck”.

When designing storage for a new server, start with OBR10 and only move away from it when it specifically does not meet your technology needs.  You should never have to justify using OBR10, only justify not using it.

 

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Scott Alan Miller

Choosing a Storage Type

While technicalities defining which type of storage is which can become problematic, the underlying concepts are pretty well understood.  There are four key types of storage that we use in everyday server computing: local disks, DAS, NAS and SAN.  Choosing which we want to use, in most cases, can be broken down into a relatively easy formula.

The quick rule of thumb for storage should be: Local before DAS, DAS before NAS, NAS before SAN.  Or as I like to write it:

Local Disks -> DAS -> NAS -> SAN

To use this rule you simply start with your storage requirements in hand and begin on the left hand side.  If local disks meet your requirements, then almost certainly they are your best choice.  If they don’t meet your requirements move to the right and check if DAS will meet your requirements.  If so, great, if not continue the process.

That’s the rule of thumb, so if that is all you need, there you go.  But we will dive into the “why” of the rule below. The quick overview is that on the left we get speed and reliability at the lowest cost.  As we move to the right complexity increases as does price typically.  The last two, while very different, are actually the most alike in many ways due to their networked nature.

Local Disks:  Local drives inside your server chassis are your best bet for most tasks.  Being inside the chassis means the least amount of money spent on extra containers to hold and power the drives, least physical risk, most solid connection technologies, shortest distance and least amount of potential bottlenecks. Being raw disks, local disks are block devices.

Direct Attached Storage:  DAS is, more or less, local drives housed outside of the server chassis.  The server itself will see them exactly like any other local drives making them very easy to use.  DAS is simple but still has extra external containers and extra cables.  This adds cost and some complexity.  DAS makes it easier to attach multiple servers to the same set of drives as this is almost impossible, and always cumbersome, with local disks.  So DAS is effectively our first type of physically sharable storage.  Being identical to local disks, DAS is a form of block device.

Network Attached Storage: NAS is unique in that it is the only non-block device from which we have to choose.  A NAS, or a traditional file server – they are truly one and the same, is the first of our technologies designed to run over a network.  This adds a lot of complication.  NAS shares storage out at the filesystem level.  A NAS is an intelligent device that allows users over the network to easily and safely share storage because the NAS has the necessary logic on board to handle multiple users at one time.  NAS is very easy for anyone to use and is even commonly used by people at home.

Storage Area Network: SAN is an adaptation of DAS with the addition of a network infrastructure allowing the SAN to behave as a remote hard drive (block device) that an operating system sees as no different from any other hard drive attached to it.  SANs require advanced networking knowledge, are surrounded by a large amount of myth and rumor, are poorly understood by the average IT professional, are generally complex to use and understand and because they lack the logic of a NAS they effectively expose a hard drive directly to the network making it trivially easy to corrupt and destroy data.  It is, in fact, so easy to lose data on a SAN due to misconfiguration that the most commonly expected use of a SAN is a use case for which a SAN cannot be used.

Of course there is much grey area.  What is normally considered a DAS can be turned into a SAN.  A SAN can be direct connected.  NAS can be direct connected.  Local storage can act as either NAS or SAN depending on configuration such as with a VSA (Virtual Storage Appliance.)  Many devices are simultaneously NAS and SAN and the determination is by configuration, not by the physical device itself.  But in generally accepted use, the terms are mostly straightforward.

The point being that as we move from left to right in our list we move from simple and easy to difficult and complex.  SAN itself is a rock solid technology; it is the introduction of humans and their tendency to do dangerous things easily with SAN that makes it a dangerous storage technique for the average user.  As with everything in IT, keeping our technologies and processes simple brings stability and security and, often, cost savings as well.

There are many times when movement to “the right” is necessary.  Local disks do not scale well and can become too expensive to maintain for certain types of larger deployments.  DAS, likewise, doesn’t scale well in many cases.  NAS scales well but being a non-block protocol is a bit unique and doesn’t always work for our purposes, a good example being HyperV that requires a block device for storage.  SAN is the final catchall of storage.  If nothing else works, SAN is always there to fall back on – or, as I like to say, SAN is the storage of last resort.

This is a very high level look at the basics of choosing a storage approach.  This is a common IT task that must be done with great regularity.  I did not intend this post, in any way, to explain any deep knowledge of storage but simply to provide a handy guide to understanding where to start looking at storage options.  Exceptions and special cases abound, but it is extremely common to simply skip the best option and go straight to considering something big, expensive and complex and rapidly forget that something much more simple might do the same job in a far superior manner.  The underlying concept is the simplest solution that meets the need is usually the best.

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Scott Alan Miller

Hot Spare or a Hot Mess

A common approach to adding a layer of safety to RAID is to have spare drive(s) available so that replacement time for a failed drive is minimized.  The most extreme form of this is referred to as having a “hot spare” – a spare drive actually sitting in the array but unused until the array detects a drive failure at which time the system automatically disables the failed drive and enables the hot spare, the same as if a human had just popped the one drive out of the array and popped in the other allowing a resilver operation (a rebuilding of the array) to begin as soon as possible.  This can bring the time to swap in a new drive from hours or days to seconds and, in theory, can provide an extreme increase in safety.

First, I’d like to address what I personally feel is a mistake in the naming conventions. What we refer to as a hot spare should, I believe, actually be called a warm spare because it is sitting there ready to go but does not contain the necessary data to be used immediately.  A spare drive stored outside of the chassis, one that requires a human to step in and swap the drives manually, would be a cold spare.  To truly be a hot spare a drive should be full of data and, therefore, would be a participatory member of the RAID array in some capacity.  Red Hat has a good article on how this terminology applies to disaster recovery sites for reference.  This differentiation is important because what we call a hot spare does not already contain data and does not immediately step in to replace the failed drive but instead steps in to immediately begin the process of restoring the lost drive – a critical differentiation.

In order to keep concepts clear, from here on out I will refer to what vendors call hot spares as “warm spares.”  This will make sense in short order.

There are two main concerns with warm spares.  The first is the ineffectual nature of the warm spare in most use cases and the second is the “automated array destruction” risk.

Most people approach the warm spare concept as a means of mitigating the high risk of secondary drive failure on a parity RAID 5 array.  RAID 5 arrays protect only against the failure of a single disk within the array.  Once a single disk has failed the array is left with no form of parity and any additional drive failure results in the total loss of the array.  RAID 5 is chosen because it is very low cost for the given capacity and sacrifices reliability in order to achieve this cost effectiveness.   Because RAID 5 is therefore risky in comparison to other RAID options, such as RAID 6 or RAID 10, it is common to implement a warm spare in order to minimize the time that the array is left in a degraded state allowing the array to begin resilvering itself as quickly as possible.

So the takeaway here that is more relevant is that warm spares are generally used as a buffer against using less reliable RAID array types as a cost saving measure.  Warm spares are dramatically more common in RAID 5 arrays followed by RAID 6 arrays.  Both of which are chosen over RAID 10 due to cost for capacity, not for reliability or performance.  There is one case where the warm spare idea truly does make sense for added reliability, and that is in RAID 10 with a warm spare, but we will come to that.  Outside of that scenario I feel that warm spares make little sense in the real world.

We will start by examining RAID 1 with a warm spare.  RAID 1 consists of two drives, or more, in a mirror.  Adding a warm spare is nice in that if one of the mirrored pairs dies the warm spare will immediately begin mirroring the remaining drive and you will be protected again in short order.  That is wonderful.  Except for one minor flaw, instead of using a warm spare that same drive could have been added to the RAID 1 array all along where it would have been a tertiary mirror.  In this tertiary mirror capacity the drive would have added to the overall performance of the array giving a nearly fifty percent read performance boost with write performance staying level and providing instant protection in case of a drive failure rather than “as soon as it remirrors” protection.  Basically it would have been a true “hot spare” rather than a warm spare.  So without spending a penny more the system would have had better drive array performance and better reliability simply by having the extra drive in a hot “in the array” capacity rather than sitting warm and idle waiting for disaster to strike.

With RAID 5 we see an even more dramatic warning against the warm spare concept, here where it is more common than anywhere else.  RAID 5 is single parity RAID with the ability to rebuild, using the parity, any drive in the array that fails.  This is where the real problems begin.  Unlike in RAID 1 where a remirroring operation might be quite quick, a RAID 5 resilver (rebuild) has the potential to take quite a long time.  The warm spare will not assist in protecting the array until this resilver process completes successfully – this is commonly many hours and is easily days and possibly weeks or months depending on the size of the array and how busy the array is.  If we took that same warm spare drive and instead tasked it with being a member of the array with an additional parity stripe we would achieve RAID 6.  The same set of drives that we have for RAID 5 plus warm spare would create a RAID 6 array of the exact same capacity.  Again, like the RAID 1 example above, this would be much like having a hot spare, where the drive is participating in the array with live data rather than sitting idly by waiting for another drive to fail before kicking in to begin the process of taking over.  In this capacity the array degrades to a RAID 5 equivalent in case of a failure but without any rebuild time, so the additional drive is useful immediately rather than only after a possible very lengthy resilver process.  So for the same money, same capacity the choice of setting up the drives in RAID 6 rather than RAID 5 plus warm spare is a complete win.

We can continue this example with RAID 6 plus warm spare.  This one is a little less easy to define because in most RAID systems, except for the somewhat uncommon RAIDZ3 from ZFS, there is no triple parity system available one step above RAID 6 (imagine if there was a RAID 7, for example.)  If there were the exact argument made for RAID 5 plus warm spare would apply to RAID 6 plus warm spare.  In the majority of cases RAID 6 with a warm spare must justify itself against a RAID 10 array.  RAID 10 is more performant and far more reliable than a RAID 6 array but RAID 6 is generally chosen to save money in comparison to RAID 10.  But to offset RAID 6′s fragility warm spares are sometimes employed.  In some cases, such as a small five disk RAID 6 array with a warm spare, this is dollar for dollar equivalent to a six disk RAID 10 array without a warm spare.  In larger arrays the cost benefit of RAID 6 does become apparent but the larger the cost savings the larger the risk differential as parity RAID systems increase risk with array size much more quickly than do mirror based RAID systems like RAID 10.  Any money saved today is done at the risk of outage or data loss tomorrow.

Where a warm spare comes into play effectively is in a RAID 10 array where a warm spare rebuild is a mirror rebuild, like in RAID 1, which does not carry parity risks, where there is no logical extension RAID system above RAID 10 from which we are trying to save money by going with a more fragile system.  Here adding a warm spare may make sense for critical arrays because there is no more cost effective way to gain the same additional reliability.  However, RAID 10 is so reliable without a warm spare that any shop contemplating RAID 5 or RAID 6 with a warm spare would logically stop at simple RAID 10 having already surpassed the reliability they were considering settling for previously.  So only shops not considering those more fragile systems and looking for the most robust possible option would logically look to RAID 10 plus warm spare as their solution.

Just for technical accuracy, RAID 10 can be expanded for better read performance and dramatic improvement in reliability (but with a fifty percent cost increase) by moving to three disk RAID 1 mirrors in its RAID 0 stripe rather than standard two disk RAID 1 mirrors just like we showed in our RAID 1 example.  This is a level of reliability seldom sought in the real world but can exist and is an option.  Normally this is curtailed by drive count limitations in physical array chassis as well as competing poorly against building a completely separate secondary RAID 10 array in a different chassis and then mirroring these at a high level effectively created RAID 101 – which is the effective result of common, high end storage array clusters today.

Our second concern is that of “automated array destruction.”  This applies only to the parity RAID scenarios of RAID 5 and RAID 6 (or the rare RAID 2, RAID 3, RAID 4 and RAIDZ3.)  With the warm spare concept, the idea is that when a drive fails the warm spare is automatically and instantly swapped in by the array controller and the process of resilvering the array begins immediately.  If resilvering was a completely reliable process this would be obviouslyd highly welcomed.  The reality is, sadly, quite different.

During a resilver process a parity RAID array is at risk of Unrecoverable Read Errors (UREs) cropping up.  If a URE occurs in a single parity RAID resilver (that is RAID 2 –  5) then the resilvering process fails and the array is lost completely.  This is critical to understand because no additional drive has failed.  So if the warm spare had not been present then the resilvering would have not commenced and the data would still be intact and available – just not as quickly as usual and at the small risk of secondary drive failure.  URE rates are very high with today’s large drives and with large arrays the risks can become so high as to move from “possible” to “expected” during a standard resilvering operation.

So in many cases the warm spare itself might actually be the trigger for the loss of data rather than the savior of the data as expected.  An array that would have survived might be destroyed by the resilvering process before the human who manages it is even alerted to the first drive having failed.  Had a human been involved they could have, at the very least, taken the step to make a fresh backup of the array before kicking off the resilver knowing that the latest copy of the data would be available in case the resilver process was unsuccessful.  It would also allow the human to schedule when the resilver should begin, possibly waiting until business hours are over or the weekend has begun when the array is less likely to experience heavy load.

Dual and triple parity RAID (RAID 6 and RAIDZ3 respectively) share URE risks as well as they too are based on parity.  They mitigate this risk through the additional levels of parity and do so successfully for the most part.  The risk still exists, especially in very large RAID 6 arrays, but for the next several years the risks remain generally quite low for the majority of storage arrays until far larger spindle-based storage media is available on the market.

The biggest problem with parity RAID and the URE risk is that the driver towards parity RAID (willing to face additional data integrity risks in order to lower cost) is the same driver that introduces heightened URE risk (purchasing lower cost, non-enterprise SATA hard drives.)  Shops facing parity RAID generally do so with large, low cost SATA drives bringing two very dangerous factors together for an explosive combination.  Using non-parity RAID 1 or RAID 10 will completely eliminate the issue and using highly reliable enterprise SAS drives will drastically reduce the risk factor by an order of magnitude (not an expression, it is actually a change of one order of magnitude.)

Additionally during resilver operations it is possible for performance to degrade on parity systems so drastically as to equate to a long-term outage.  The resilver process, especially on large arrays, can be so intensive that end users cannot differentiate between a completely failed array and a resilvering array.  In fact, resilvering at its extreme can take so long and be so disruptive that the cost to the business can be higher than if the array had simply failed completely and a restore from backup had been done instead.  This resilver issue does not affect RAID 1 and RAID 10, again, because they are mirrored, not parity, RAID systems and their resilver process is trivial and the performance degradation of the system is minimal and short lived.  At its most extreme, a parity resilver could take weeks or months during which time the systems act as though they are offline – and at any point during this process there is the potential for the URE errors to arise as mentioned above which would end the resilver and force the restore from backup anyway.  (Typical resilvers do not take weeks but do take many hours and to take days is not at all uncommon.)

Our final overview can be broken down to the following (conventional term “hot spare” used again): RAID 10 without a “hot spare” is almost always a better choice than RAID 6 with a “hot spare.”  RAID 6 without a “hot spare” is always better than RAID 5 with a “hot spare.”  RAID 1 with additional mirror member is always better than RAID 1 with a “hot spare.”  So whatever RAID level with a hot spare you decide upon, simply move up one level of RAID reliability and drop the “hot spare” to maximize both performance and reliability for equal or nearly equal cost.

Warm spares, like parity RAID, had they day in the sun.  In fact it was when parity RAID still made sense for widespread use – when URE errors were unlikely and disk costs were high – that warm spare drives made sense as well.  They were well paired, when one made sense the other often did too.  What is often overlooked is that as parity RAID, especially RAID 5, has lost effectiveness it has pulled the warm spare along with it in unexpected ways.

Share

Risk in a difficult concept and it requires a lot of training, thought and analysis to properly assess given scenarios.  Often, because risk assessments are so difficult, we substitute risk analysis with simply adding basic redundancy and assuming that we have appropriately mitigated risk.  But very often this is not the case.  The introduction of complexity or additional failure modes often accompany the addition of redundancy and these new forms of failure have the potential to add more risk than the added redundancy removes.  Storage systems are especially prone to these decision processes which is unfortunate as few, if any, systems are so susceptible to failure and more important to protect.

RAID is a great example of where a lack of holistic risk thinking can lead to some strange decision making.  If we look at a not uncommon scenario we will see where the goal of protecting against drive failure can actually lead to an increase in risk even when additional redundancy is applied.  In this scenario we will compare a twelve drive array consisting of twelve three terabyte SATA hard drives in a single array.  It is not uncommon to hear of people choosing RAID 5 for this scenario to get “maximum capacity and performance” while having “adequate protection against failure.”

The idea here is that RAID 5 protects against the loss of a single drive which can be replaced and the array will rebuild itself before a second drive fails.  That is great in theory, but the real risks of an array of this size, thirty six terabytes of drive capacity, come not from multiple drive failures as people generally suspect but from an inability to reliably rebuild the array after a single drive failure or from a failure of the array itself with no individual drives failing.  The risk of a second drive failing is low, not non-existent, but quite low.  Drives today are highly reliable. Once one drives fails it does increase the likelihood of a second drive failing, which is well documented, but I don’t want this risk to mislead us from looking at the true risks – the risk of a failed resilvering operation.

What happens that scares us during a RAID 5 resilver operation is that an unrecoverable read error (URE) can occur.  When it does the resilver operation halts and the array is left in a useless state – all data on the array is lost.  On common SATA drives the rate of URE is 10^14, or once every twelve terabytes of read operations.  That means that a six terabyte array being resilvered has a roughly fifty percent chance of hitting a URE and failing.  Fifty percent chance of failure is insanely high.  Imagine if your car had a fifty percent chance of the wheels falling off every time that you drove it.  So with a small (by today’s standards) six terabyte RAID 5 array using 10^14 URE SATA drives, if we were to lose a single drive, we have only a fifty percent chance that the array will recover assuming the drive is replaced immediately.  That doesn’t include the risk of a second drive failing, only the risk of a URE failure.  It also assumes that the drive is completely idle other than the resilver operation.  If the drives are busily being used for other tasks at the same time then the chances of something bad happening, either a URE or a second drive failure, begin to increase dramatically.

With a twelve terabyte array the chances of complete data loss during a resilver operation begin to approach one hundred percent – meaning that RAID 5 has no functionality whatsoever in that case.  There is always a chance of survival, but it is very low.  At six terabytes you can compare a resilver operation to a game of Russian roulette with one bullet and six chambers and you have to pull the trigger three times.  With twelve terabytes you have to pull it six times!  Those are not good odds.

But we are not talking about a twelve terabyte array.  We are talking about a thirty six terabyte array – which sounds large but this is a size that someone could easily have at home today, let alone in a business.  Every major server manufacturer, as well as nearly all low cost storage vendors, make sub $10,000 storage systems in this capacity range today.  Resilvering a RAID 5 array with a single drive failure on a thirty six terabyte array is like playing Russian roulette, one bullet, six chambers and pulling the trigger eighteen times!  Your data doesn’t stand much of a chance.  Add to that the incredible amount of time needed to resilver an array of that size and the risk of a second disk failing during that resilver window starts to become a rather significant threat.  I’ve seen estimates of resilver times climbing into weeks or months on some systems.  That is a long time to run without being able to lose another drive.  When we are talking hours or days the risks are pretty low, but still present.  When we are talking weeks or months of continuous abuse, as resilver operations are extremely drive intensive, the failure rates climb dramatically.

With an array of this size we can effectively assume that the loss of a single drive means the loss of the complete array leaving us with no drive failure protection at all.  Now if we look at a drive of the same or better performance with the same or better capacity under RAID 0, which also has no protection against drive loss, we need only use eleven of the same drives that we needed twelve of for our RAID 5 array.  What this means is that instead of twelve hard drives, each of which has a roughly three percent chance of annual failure, we have only eleven.  That alone makes our RAID 0 array more reliable as there are fewer drives to fail.  Not only do we have fewer drives but there is no need to write the parity block nor skip parity blocks when reading back lowering, ever so slightly, the mechanical wear and tear on the RAID 0 array for the same utilization giving it a very slight additional reliability edge.  The RAID 0 array of eleven drives will be identical in capacity to the twelve drive RAID 5 array but will have slightly better throughput and latency.  A win all around.  Plus the cost savings of not needing an additional drive.

So what we see here is that in large arrays (large in capacity, not in spindle count) that RAID 0 actually passes RAID 5 in certain scenarios.  When using common SATA drives this happens at capacities experienced even by power users at home and by many small businesses.  If we move to enterprise SATA drives or SAS drives then the capacity number where this occurs becomes very high and is not a concern today but will be in just a few years when drive capacities get larger still.  But this highlights how dangerous RAID 5 is in the sizes that we see today.  Everyone understands the incredible risks of RAID 0 but it can be difficult to put into perspective that RAID 5′s issues are so extreme that it might actually be less reliable than RAID 0.

That RAID 5 might be less reliable than RAID 0 in an array of this size based on resilver operations alone is just the beginning.  In a massive array like this the resilver time can take so long and exact such a toll on the drives that second drive failure starts to become a measurable risk as well.  And then there are additional risks caused by array controller errors that can utilize resilver algorithms to destroy an entire array even when no drive failure has occurred.  As RAID 0 (or RAID 1 or RAID 10) do not have resilver algorithms they do not suffer this additional risk.  These are hard risks to quantify but what is important is that they are additional risks that accumulate when using a more complex system when a simpler system, without the redundancy, was more reliable from the outset.

Now that we have established that RAID 5 can be less reliable than RAID 0 I will point out the obvious dangers of RAID 0.  RAID in general is used to mitigate the risk of a single, lone hard drive failing.  We all fear a single drive simply failing and all data being lost.  RAID 0, being a large stripe of drives without any form of redundancy, takes the risk of data loss of a single drive failing and multiplies it across a number of drives where any drive failing causes total loss of data to all drives.  So in our eleven disk example above, if any of the eleven disks fails all is lost.  It is clear to see where this is dramatically more dangerous than just using a single drive, all alone.

What I am trying to point out here is that redundancy does not mean reliability.  Just because something is redundant, like RAID 5, provides no guarantee that it will always be more reliable than something that is not redundant.

My favourite analogy here is to look at houses in a tornado.  In one scenario we build a house of brick and mortar.  On the second scenario we build two redundant house, east out of straw (our builders are pigs, apparently.)  When the tornado (or big bad wolf) comes along which is more likely to leave us with a standing house?  Clearing one brick and mortar house has some significant reliability advantages over redundant straw houses.  Redundancy didn’t matter, reliability mattered in the end.

Redundancy is often misleading because it is easy to quantify but hard to qualify.  Redundancy is a black or white question: Is it redundant?  Yes or no.  Simple.  Reliability is not so simple.  Reliability is about failure rates and likelihoods.  It is about statistics and analysis.  As it is hard to quantify reliability in a meaningful way, especially when selling a project to the business people, redundancy often becomes a simple substitute for this complex concept.

The concept of using redundancy to misdirect questions of reliability also ends up applying to subsystems in very convoluted ways.  Instead of making a “system” redundant it has become common to make a highly reliable, and low cost, subsystem redundant and treat subsystem redundancy as applying to the whole system.  The most common example of this is RAID controllers in SAN products.  Rather than having a redundant SAN (meaning two SANs) manufacturers will often make that one component not often redundant in normal servers redundant  and then calling the SAN redundant – meaning a SAN that contains redundancy, which is not at all the same thing.

A good analogy here would be to compare having redundant cars meaning two complete, working cars and having a single car with a spare water pump in the trunk in case the main one fails.  Clearly, a spare water pump is not a bad thing.  But it is also a trivial amount of protection against car failure compared to having a second car ready to go.  In one case the entire system is redundant, including the chassis.  In the other we are making just one, highly reliable component redundant inside the chassis.  It’s not even on par with having a spare tire which, at least, is a car component with a higher likelihood of failure.

Just like the myth of RAID 5 reliability and system/subsystem reliability, shared storage technologies like SANs and NAS often get treated in the same way, especially in regards to virtualization.  There is a common scenario where a virtualization project is undertaken and people instinctively panic because a single virtualization host represents a single point of failure where, if it fails, many systems will all fail at once.

Using the term “single point of failure” causes a panic feeling and is a great means of steering a conversation.  But a SPOF, as we like to call it, while something we like to remove when possible may not be the end of the world.  Think about our brick house.  It is a SPOF.  Our two houses of straw are not.  Yet a single breeze takes out our redundant solutions faster than our reliable SPOF.  Looking for SPOFs is a great way to find points of fragility in a system, but do not feel that every SPOF must be made redundant in every scenario.  Most businesses will find their best value having many SPOFs in place.  Our real goal is reliability at appropriate cost, redundancy, as we have seen, is no substitute for reliability, it is simply a tool that we can use to achieve reliability.

The theory that many people follow when virtualizing is that they take their virtualization host and say “This host is a SPOF, so I need to have two of them and use High Availability features to allow for transparent failover!”  This is spurred by the leading virtualization vendor making their money firstly by selling expensive HA add on products and secondly by being owned by a large storage vendor – so selling unnecessary or even dangerous additional shared storage is a big monetary win for them and could easily be the reason that they have championed the virtualization space from the beginning.  Redundant virtualization hosts with shared storage sounds great but can be extremely misguided for several reasons.

The first reason is that removing the initial SPOF, the virtualization host, is replaced with a new SPOF, the shared storage.  This accomplishes nothing.  Assuming that we are using comparable quality servers and shared storage all we’ve done is move where the risk is, not change how big it is.  The likelihood of the storage system failing is roughly equal to the likelihood of the original server failing.  But in addition to shuffling the SPOF around like in a shell game we’ve also done something far, far worse – we have introduced chained or cascading failure dependencies.

In our original scenario we had a single server.  If the server stayed working we are good, if it failed we were not.  Simple.  Now we have two virtualization hosts, a single storage server (SAN, NAS, whatever) and a network connecting them together.  We have already determined that the risk of the shared storage failing is approximately equal to our total system risk in the original scenario.  But now we have the additional dependencies of the network and the two front end virtualization nodes.  Each of these components is more reliable than the fragile shared storage (anything with mechanical drives is going to be fragile) but that they are lower risk is not the issue, the issue is that the risks are combinatorial.

If any of these three components (storage, network or the front end nodes) fail then everything fails.  The solution to this is to make the shared storage redundant on its own and to make the network redundant on its own.  With enough work we can overcome the fragility and risk that we introduced by adding shared storage but the shared storage on its own is not a form of risk mitigation but is a risk itself which must be mitigated.  The spiral of complexity begins and the cost associated with bringing this new system up on par with the reliability of the original, single server system can be astronomic.

Now that we have all of this redundancy we have one more risk to worry about.  Managing all of this redundancy, all of these moving parts, requires a lot more knowledge, skill and preparation than does managing a simple, single server.  We have moved from a simple solution to a very complex one.  In my own anecdotal experience the real dangers of solutions like this come not from the hardware failing but from human error.  Not only has little been done to avoid human error causing this new system to fail but we’ve added countless points where a human might accidentally bring the entire system, redundancy and all, right down.  I’ve seen it first hand; I’ve heard the horror stories.  The more complex the system the more likely a human is going to accidentally break everything.

It is critical that as IT professionals that we step back and look at complete systems and consider reliability and risk and think of redundancy simply as a tool to use in the pursuit of reliability.  Redundancy itself is not a panacea.  Neither is simplicity.  Reliability is a complex problem to tackle.  Avoiding simplistic replacements is an important first step in moving from covering up reliability issues to facing and solving them.

 

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