We will have a machine at work, that on peak performance, should be able to push 50 ("write heads") x 75GB of data per hour. That's peak performance of ~1100MB/s write speed. To get that from the machine, it requires two 10GBi lines. My question is what kind of server+technology can handle/store such data flow ?

Currently for data storage we work with ZFS, although write speeds were never a question. (we are not even close to these speeds) Would ZFS (zfs on linux) be an option ? We also need to store a lot of data, the "IT guide" suggests somewhere between 50-75 TB in total. So it probably can't be all SSDs unless we want to offer our first-born child.

Some additions based on the excellent replies :

  • the maximum is 50x75GB/hour during peak which is less than 24h (most likely <6h)
  • We don't expect this to happen soon, most likely we will run 5-10x75GB/hour
  • it's a pre-alpha machine, however requirements should be met (even though a lot of question marks are in play)
  • we would use NFS as connection from the machine to the server
  • layout : generating machine -> storage (this one) -> (safe raid 6) -> compute cluster
  • so read speed is not essential, but it would be nice to use it from the compute cluster (but this is completely optional)
  • most likely it's going to be large data files (not many small)
  • 8
    mb as in megaBIT or megaByte? Please use MBi MiBi MByte or MB to denounce bytes. Also 2 10 gbit lines will give you 2400 MByte/s – mzhaase Jan 4 '17 at 14:12
  • 1
    It is more clear now, thanks. Some more questions. Peak performance is 1.1 GBps but what is average? How long do these spikes last? And what is the minimum continouus throughput you are willing to accept? Is the write one large file or multiple small ones? What kind of protocol will be used? What kind of redundancy do you want? It sounds like some kind of medical or scientific equipment, can you maybe link the datasheet? Since you are already using ZFS you could get into contact with a ZFS specialized storage company, of which there are a couple. They could spec out a system for you. – mzhaase Jan 4 '17 at 14:38
  • 2
    Does this really have to be done with a single machine? Load balancing to multiple machines could make this easier. You could use shared storage or consolidate the data later. On AWS you might use an ELB, auto scaling, a number of EC2 instances, and EFS, but it sounds like you want hardware. Your question doesn't describe the use case very well. – Tim Jan 4 '17 at 19:09
  • 1
    Just a note, you don't need "peak" performance - you need "sustained" performance of 1.1GBpS – jsbueno Jan 6 '17 at 15:17
  • 1
    @jsbueno You are correct, however we can choose how many write heads to activate, so 1GB/s is "worst case" but considering that it might take hours it is sustained performance. – SvennD Jan 6 '17 at 20:31

Absolutely... ZFS on Linux is a possibility if architected correctly. There are many cases of poor ZFS design, but done well, your requirements can be met.

So the main determinant will be how you're connecting to this data storage system. Is it NFS? CIFS? How are the clients connecting to the storage? Or is the processing, etc. done on the storage system?

Fill in some more details and we can see if we can help.

For instance, if this is NFS and with synchronous mounts, then it's definitely possible to scale ZFS on Linux to meet the write performance needs and still maintain the long-term storage capacity requirement. Is the data compressible? How is each client connected? Gigabit ethernet?


Okay, I'll bite:

Here's a spec that's roughly $17k-$23k and fits in a 2U rack space.

HP ProLiant DL380 Gen9 2U Rackmount
2 x Intel E5-2620v3 or v4 CPUs (or better)
2 x 900GB Enterprise SAS OS drives 
12 x 8TB Nearline SAS drives
1 or 2 x Intel P3608 1.6TB NVMe drives

This setup would provide you 80TB usable space using either hardware RAID6 or ZFS RAIDZ2.

Since the focus is NFS-based performance (assuming synchronous writes), we can absorb all of those easily with the P3608 NVMe drives (striped SLOG). They can accommodate 3GB/s in sequential writes and have a high enough endurance rating to continuously handle the workload you've described. The drives can easily be overprovisioned to add some protections under a SLOG use case.

With the NFS workload, the writes will be coalesced and flushed to spinning disk. Under Linux, we would tune this to flush every 15-30 seconds. The spinning disks could handle this and may benefit even more if this data is compressible.

The server can be expanded with 4 more open PCIe slots and an additional port for dual-port 10GbE FLR adapters. So you have networking flexibility.

  • thanks ewwwite; we would use NFS, and there is only one client (the machine) optionally we would use it as read device from our cluster. (but what processing or how is unknown) We have the "space" available on raid 6 storage servers. – SvennD Jan 4 '17 at 15:22
  • @SvennD If it's NFS and with synchronous mounts, then it's definitely possible to scale ZFS on Linux to meet the write performance needs and still maintain the long-term storage capacity requirement. Is the data compressible? That's another factor. However, the scope of this is beyond the advice I could give on an online forum for free. My contact information is available in my ServerFault profile. Contact me if you need to discuss further. – ewwhite Jan 4 '17 at 15:25
  • 5
    ZFS is more than capable of what you're asking for. The first issue is going to be making certain your actual hardware is capable of it. It's going to be pretty easy to accidentally create a bottleneck tighter than 1GB/sec at the adapter or backplane level, if you're not careful. Make sure you get THAT part right, then ask about how to avoid gotchas on the ZFS side. – Jim Salter Jan 4 '17 at 18:07
  • @SvennD Edited with a basic design specification and rough costs. – ewwhite Jan 5 '17 at 0:42
  • I think I'd recommend an Oracle X6-2L over an HP server. The Oracle server comes with four 10GB network ports out-of-the-box. And in my experience HP nickle-and-dimes you to death for ILOM, licensing ILOM software, etc to the point an HP server is more expensive than an equivalent Oracle box. My experience also tells me that the Oracle box will outperform the HP box - and be a lot less likely than the HP box to have one of those hardware bottlenecks that @JimSalter mentions. Yes, buying from Oracle can be painful. – Andrew Henle Jan 6 '17 at 22:59

For such extreme write speed, I suggest against ZFS, BTRFS or any CoW filesystem. I would use XFS, which is extremely efficient on large/streaming transfer.

There are many missing informations (how do you plan to access these data? are read speed important? are you going to write in large chunks? etc.) to give you specific advices, however some general advices are:

  • use XFS on top of a raw partition or a fat LVM volume (do not use thin volumes)
  • tune the ioblock size to efficiently cope with large data writes
  • use an hardware RAID card with powerloss protected write cache; if using hardware RAID is out of question, use a software RAID10 scheme (avoiding any parity-based RAID mode)
  • use two 10Gb/s network interface with LACP (link aggregation)
  • be sure to enable Jumbo Frames
  • as you are going to use NFS, consider to use pNFS (v4.1) for increased scalability
  • surely many other things...
  • 3
    Also, if using XFS, put the journal on an SSD RAID1 pair. – T. B. Jan 4 '17 at 16:26
  • 2
    If using a RAID card with a powerloss-protected writeback cache, the journal can be left on the main array: the write cache will absorb and coalesce the journal writes. Moreover, from what the OP describes, metadata load should be quite low compared to data-streaming one. – shodanshok Jan 4 '17 at 17:53
  • 2
    ZFS would work just fine, and can go way faster than XFS. Sure, you'll need to set it up right, and have RAM and SSD's for the ZIL and SLOG, but that probably doesn't matter with the required speeds. – John Keates Jan 4 '17 at 20:55
  • 3
    I view XFS on Linux as old technology. The OP could just as easily run ZFS atop hardware RAID. The reason I recommend ZFS is to allow incoming NFS synchronous writes to be absorbed by the SLOG at low latency without needing an all-SSD pool. – ewwhite Jan 4 '17 at 23:16
  • 6
    A Shelby Cobra is "Old Technology" but it can still smoke most cars out of the gate. ZFS was never designed as a high performing filesystem to begin with, and although it is feasible to tune it such that it is blisteringly fast with a particular workload, it is not designed for it by default. It will take more hardware, a lot more memory, and a lot of tuning to get it to beat what XFS gives you for free with a few filemount and formatting options. – T. B. Jan 5 '17 at 18:38

25Gbps Ethernet is already borderline-mainstream while PCIe-base NVMe will lap up that traffic easily.

For reference I recently built a small 'log capture' solution using four regular dual-xeon servers (HPE DL380 Gen9s in this case), each with 6 x NVMe drives, I used IP over Infiniband but those 25/40Gbps NICs would be the same and we're capturing up to 8GBps per server - works a treat.

Basically it's not cheap but it's very do'able these days.

  • 1
    Yeah, but how do you store ~50TB on NVMe's ? Spinners are cheap, so how do we merge to keep the speed up to par... – SvennD Jan 4 '17 at 15:35
  • Good point, realistically you're only got to get 4 x 4TB in one server, I use multiple servers, presumably you can't? otherwise it's just loads of 2.5" 10krpm's in R10 – Chopper3 Jan 4 '17 at 15:38
  • Don't want is more like it, we won't need those specs except to get in the door, and I don't want the nightmare of the overhead of multiple servers. for just one machine. Would R10 be fast enough ? (harware raid?) – SvennD Jan 4 '17 at 15:41
  • We have a Windows 2012R2 box that we built from spare kit that wasn't being used, we use it as a NAS, it's got 6 x 400GB SAS SSDs internally, 8 x D2600 shelves each with 25 x 900GB 10k SAS disks and a D6000 shelf with 70 x 4TB disks and that can flood a 10Gbps NIC easily - not tried it with a 25Gb NIC yet tbh. – Chopper3 Jan 4 '17 at 15:46
  • 1
    @MSalters There are a number of 8/10 TB PMR (non-SMR) drives with transfer rate in the range of 200 MB/s. A 12 or 16 drive array, both in RAID10 and RAID6, should easily exceed the required 1.1 GB/s transfer speed. – shodanshok Jan 4 '17 at 19:19

Doesn't sound like a big deal. Our local hardware supplier has this as a standard product - apparently it can push 1400MB/s sustained in CCTV recording mode, which should be harder than your peak requirements.

(Link is to default 12GB config, but they note 20x4TB is also an option. No personal experience with this particular model server.)

  • 4
    Well, by "standard product" you refer to a "black software box" with 20 x 600gb sas 15k and 3 x enterprise ssd's. Its a fair offer, we got a similar one of our hardware vendor, but the licensing cost to me is crazy for something that is basically free (ZFS) Thanks for sharing the build ! (nice link) – SvennD Jan 4 '17 at 20:55

Sequential writes at 1100MB/s are not an issue with modern hardware. Anecdotally, my home setup with 8x5900 RPM laptop drives, 2x15000 RPM drives and 2x7200 RPM drives sustains 300 MB/s with a 16GB one-off payload.

The network is a 10GbE with fiber cables, 9000 MTU on ethernet, and the application layer is Samba 3.0. The storage is configured in raid50 with three stripes over three 4-drive raid5 volumes. The controller is LSI MegaRAID SAS 9271-8i with up to 6Gb/s per port (I have an additional, slower port-multiplier).

Talk to any seasoned sysadmin and they should be able to tell you exactly which controller(s) and drives would meet your requirements.

I think you can try with any 12Gb/s controller and configure two mirrored stripes of eight 7200 RPM drives each (almost any drive should do). Start 3-4 TCP connections to saturate the link and if a single pair of 10GbE cards can't handle it, use four cards.


Something of a tangent, but consider using InfiniBand instead of dual 10GbE links. You can get 56Gbps Infiniband cards quite cheap, or 100Gbps ones for not too much more, and on Linux it's easy to use NFS with RDMA over IB, which will give you extremely low latency and near theoretical line speed throughput (if your underlying storage can handle it). You don't need a switch, just two InfiniBand cards and a direct attach cable (or an InfiniBand fiber cable if you need longer distances).

A single-port Mellanox 56Gbps card (8x PCIe 3.0) like the MCB191A-FCAT is less than 700 bucks, and a 2-meter copper direct attach cable is like 80 dollars.

Performance will generally blow 10GbE out of the water in all use cases. There are no downsides, unless you need to access the server from lots of different clients that can't all use InfiniBand (and even then, Mellanox' switches can bridge 10GbE and 40GbE to IB, but that is a bit more of an investment, of course).


Doing this with ZFS is possible, however, consider using FreeBSD as FreeBSD has the faster network stack. This would allow possibly 100 GBit on a single machine.

1100 MBps sounds like a lot, but you can realistically achieve this by using only regular harddrives. You say you need 75 TB of space, so you could use 24 8 TB harddrives in mirrors. This would give you 12x write speed of a single drive, and 24x drive read speed. Since these drives have more write speed than 100 MBps, this should easily be able to handle the bandwidth. Make extra sure to not get SMR drives, as these have hugely slower write speeds.

ZFS does create checksums for every block. This is implemented single-threaded. As such, you should have a CPU with a reasonably fast clock rate to not block.

However, exact implementation details hugely depend on details.

  • 12
    "FreeBSD has a faster network stack" [needs citation] – Jim Salter Jan 4 '17 at 18:05
  • Exactly. Linux is quite capable. – ewwhite Jan 4 '17 at 18:12

We have pegged a 10G NIC dumping data to a Gluster cluster over their fuse client. It takes a little tuning bit you wouldn't believe the performance it can achieve since 3.0.

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service, privacy policy and cookie policy

Not the answer you're looking for? Browse other questions tagged or ask your own question.