When you create an archive, do not skip the step of reading it back. I'm not talking about just having the system confirm it is readable. I mean actually restoring the data from the tape. I've had tapes fail to retrieve data off of the tape even though the writing app confirmed it was readable.
Drives can have issues reading data written by another drive. Drives can have issues reading a tape it wrote itself.
Why write one when you can write two at twice the time/cost? In all of my experience with tape, I've never written just one tape. In the early days of DVDs, the images were written to LTO to send to have the discs pressed. Two were always sent on the chance one wasn't readable and schedules were so tight that the loss of a couple of days to send a new tape would wreck delivery dates. Another facility wrote three tapes: one kept on site, one sent to IronMountain, one sent to the client directly. Plenty of occasions saw the local copy unreadable and the IronMountain copy was retrieved. These were managed by large robotic tape libraries so each tape was written in a different drive at the same time so it was 3x cost while only 1x time.
Use the drive cleaning cassette as recommended. Your dirty heads can cause the data to not be written/read correctly depending on which head is dirty. If you're having issues reading, clean the heads before giving up on the tape. If you're having issues reading a tape just written, do not think someone else will be able to read it.
Ensure whoever might be using a tape you've written understands what was used to write the tape. Not all archivers are compatible. If you use the tar command to write to tape, people using a GUI app won't be able to read it.
Perhaps one of you is living in a much more humid and/or hot environment that causes issues with the writing process.
* https://www.blocksandfiles.com/tape/2025/07/29/why-lto-10-fe...
> The tape drives use a strong error correction algorithm that makes data recovery possible when lost data is within one track. Also, the head assembly includes separate read heads positioned just "behind" each write head, to verify the data just written without making a separate verification pass. This allows the drive to write a second copy of any data that fails the verify without the help of the host system.
* https://en.wikipedia.org/wiki/Linear_Tape-Open#Logical_struc...
But when you try to read it back with a different, correctly aligned machine, it is unreadable.
In addition the need for cloud providers to comply with userdata erasure means they have to frequently test their ability to read and write their backups - which should increase your confidence in their correctness. Yes problems can and do still happen, but IME far less often than the more traditional tape setups GP describes.
They often cost billions to build and they take loads of data, but most of it ends up heavily distilled by the time it goes to the final analysis pipeline, so keeping the raw data on tape is pretty common.
There was a time when tape was more specialized and we were worried about loosing our limited suppliers. The explosion in the ML that powers search and more recently the AI boom makes the technology look a lot more stable these days, which is a relief for us.
LTO-10 30TB: $259–$300 per cartridge (~$8.63–$10/TB) LTO-10 40TB: $491–$555 per cartridge (~$12.28–$13.88/TB) LTO-9 18TB: $92–$129 per cartridge (~$5.14–$7.17/TB)
https://tapebackup.org/lto-tape-price-trend/lto10-price
One thing worth noting is that the tape cartridges themselves aren't necessarily the biggest expense. Standalone LTO-10 drives are currently listed at around $25,000.
The drives are a fairly fixed CapEx: once they're purchased they don't cost must/anything to run. You may replace them every few years with newer tech for higher capacities of course.
Libraries/robotics last even longer, and can stick around for a decade or more once purchased.
But the fact that -ALL- LTO drive-mechanisms are build by IBM maybe also doesn't help the pricing...
[1] https://docs.aws.amazon.com/snowball/latest/developer-guide/...
The millions of pictures I never got to sort, the multiple versions of a file that I wrote 2 years ago, etc.
But in the view of an AI-company that's probably a paradox. All this data is charged and could be used to learn more about me, it should never be deleted! Instead, some hole should be carved out of a mountain to store it, billing me every month!
Thinking...
User has 15 pictures of his dead mother, deleting 14.
Saved 20 MB! :)
For the pictures, I set up a batch script the one time that used exiftool to read all of my photo's exif data (for creation date), rename the file to that date / time, and put it in a year/month folder structure. Once that's normalized it was pretty straightforward to identify and delete duplicates (assuming the exif data on duplicates has the same date/time in it).
Duplicates are easy, that gets sorted quite fast. Picking 1-2 out of those 5 slightly different pictures of the same occasion is another task.
Shipping your drives to Sam Altman. If everybody did that, he could then deduplicate the pictures of the same thing that multiple people took.
I'm suspecting the AI companies simply save everything (even if you said "no"), just in case they need it later for training.
Why? Because there is no moral anymore. They blatantly ignored copyright after all.
I mean, it's plausible, yet I find it hard to believe this solely drives demand 5 times. Because if it does then what, companies were not using cold storage backups before?
As someone in HPC: people never delete stuff. It can stick around forever, and so if more bits are generated, there are more bits that people don't want to delete "just in case". Depending on the organization, quota enforcement can be tighter or looser.
HSM is fairly popular in the HPC space for this reason:
* https://en.wikipedia.org/wiki/Hierarchical_storage_managemen...
Your newest/hottest bits are on NVMe, anything older than (e.g.) 3 months gets move to SSD, anything older than that to spinning rust HDDs, and then to tape.
There are several file systems where this happens in the background: the file still shows up at /path/for/stuff/foo.txt but the contents are shuffled about behind the scenes.
What I observed in the rising cybersecurity attacks happening around me:
(i) There are organizations thinking that they have [complete] backups and being aware they don't once the cyberattack if effective.
(ii) Even in organizations with complete backups they don't have a [good] process to recover them, and the operations suffered a lot.
Corollary: backups are, in general, not battle tested.
Even within the same company. Every division has backup processes, only few actually try to recover the data once in a while...
I've ran drills with companies which concluded that the incremental backups couldn't be restored due to some data corruption issue (no readback test was ever done).
Luckily the company also did a full backup every 6 months, so a disaster would have only thrown them back 6 months at max! /s ;)
But yes, some issues were even more simple: I had a case where performing a restore required twice the storage size of the uncompressed data, and the company actually didn't have the infrastructure ready to do that in case of a disaster...
Don't get me wrong, drills are important! You should do them. However backups without a restore drill better than no backups at all. Even if you only get the last full backup, the data from the last 6 months will be the easiest to recreate from scratch if you must.
As time goes by, people are sending more and more. It started with just prompts, then the local source code, then calendar, emails, local files...
At some point in the future the amount of data being stored indiscriminately must consume such a huge amount of resources and cost, that it becomes a hidden fixed cost within a country's GDP, without any tangible benefit...
That continues to be the assumption, yes. Disregarding all the waste being created in the process.
What's fascinating is the fact that the production of TAPE sees a 5x boost. That's the format with the slowest retrieval rate, only making sense for long-term storage, usually 1+ years.
So is there really 5x more valuable data now, or is it just not economic to actually judge the need for preserving data...?
Alas, M-Disks are hugely more expensive than magnetic tapes, even when not taking into account their much greater volume.
The biggest M-Disks are of 100 GB and the cheapest that I see on Amazon (in 25-piece sets) are at about $9 without taxes and shipping. At that price, I can buy not 0.1 TB, but 2 TB of magnetic tapes, which also have a much lower volume, at 18 TB per tape for the older and cheaper LTO-9 cartridges. I can easily carry with me a suitcase with 360 TB of data (20 LTO-9 cartridges), or store it in a safe place. Carrying 3600 M-Disks or storing them in my home would be impossible.
M-Disks may be used only to archive some small amounts of more valuable data, e.g. documents or programs that you have written yourself, a few scanned legal documents, a few more important books, a small amount of music that you prefer, a few family photographs.
For bulk data, if you cannot afford the cost of tape drives, the only alternative is HDDs, but with HDDs you must take care to always use both duplicate HDDs and archive files with redundancy, which allow the regeneration of their content when any not too large part of the file becomes corrupted. You must also take care to migrate the data periodically to new HDDs, after a few years.
Due to their small size I have not tried to use M-Disks until now, so I do not know if my older Blu-ray recorder can write them. There is also the problem that the availability in the future of Blu-ray recorders and readers is uncertain.
I'm a noob when it comes to tape backups. Is copying the same stuff to multiple tapes standard practice?
> There is also the problem that the availability in the future of Blu-ray recorders and readers is uncertain.
LTO drives used to read tapes from 2 generations back, then just 1. LTO 10 isn't backwards compatible. Future availability of compatible tape drives is also uncertain.
If you are a business of course tape is cheap. Even then, a few usb harddrives are cheap as well and much faster.
That's what they keep telling everyone else for years now...
That's where all my random pictures, duplicate bank statements and savegames will go. For the benefit of mankind! (and a small monthly fee)