Episode #409

RAID Demystified: Speed, Safety, and Data Survival

Learn the math behind RAID levels, the risks of drive rebuilds, and why ZFS is the modern gold standard for data integrity.

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In a recent episode, Herman Poppleberry and Corn took a deep dive into the world of data storage, specifically focusing on RAID (Redundant Array of Independent Disks). The discussion was sparked by a listener named Daniel, who was managing a "Frankenstein’s monster" of a workstation in Jerusalem, mixing various NVMe and SATA SSDs. This prompted a comprehensive look at how modern engineering prevents data from "vanishing into the void."

The Three Pillars of RAID

Herman began by clarifying what RAID actually is: a method of combining multiple physical drives into a single logical unit. To the operating system, it looks like one giant drive, but underneath, a controller manages how data is distributed. Herman and Corn identified three primary pillars that users must balance when choosing a RAID configuration: performance, capacity, and redundancy. Usually, gaining in one area requires a sacrifice in another.

The Speed Demon and the Mirror

The duo started with the most basic configurations: RAID 0 and RAID 1.

RAID 0 (Striping) is designed for pure speed. Data is split across multiple drives simultaneously. While this theoretically doubles read and write speeds, it offers zero redundancy. As Corn pointed out, it is aptly named because "zero" is how much data you have left if even one drive fails. It is ideal for temporary scratch space, but dangerous for long-term storage.

RAID 1 (Mirroring), on the other hand, is the pinnacle of safety. Every bit written to one drive is duplicated on another. If one drive dies, the system continues without interruption. The downside is the "capacity tax"—users only get half the storage they pay for. Herman recommended this for boot drives where reliability is paramount.

The Mathematics of Parity: RAID 5 and 6

For users with four or five drives, the conversation shifted to the more complex "mathematical magic" of RAID 5. Herman explained the concept of parity using the XOR (Exclusive Or) operation. In a RAID 5 array, data is striped across drives, but one drive's worth of space is used for parity information. This parity is distributed across all drives, allowing the system to mathematically reconstruct missing data if one drive fails.

However, Herman issued a stern warning about RAID 5 in the era of high-capacity drives. With the advent of 30TB HAMR (Heat-Assisted Magnetic Recording) drives, the "rebuild" process—the time it takes to integrate a new drive after a failure—can take days or even a week. During this time, the remaining old drives are under immense stress. If a second drive fails or an Unrecoverable Read Error (URE) occurs during the rebuild, the entire array is lost. This risk has led many professionals to adopt RAID 6, which uses double parity to survive two simultaneous drive failures.

RAID 10 and the Modern Workstation

For those who can afford the disk overhead, Herman and Corn highlighted RAID 10 (a stripe of mirrors) as the gold standard. It combines the speed of RAID 0 with the security of RAID 1. Because it doesn't rely on complex parity calculations, rebuilds are significantly faster and put less strain on the hardware, making it a favorite for high-performance workstations.

The Shift to Software and ZFS

One of the most significant shifts discussed was the move from hardware RAID cards to software-defined storage. Herman explained that modern CPUs are now so powerful that the dedicated XOR chips on old RAID cards are no longer necessary. Furthermore, software RAID offers better portability; if a motherboard fails, the drives can be plugged into a different machine and recognized immediately.

The conversation culminated in a look at ZFS, which Herman described as the "gold standard for data integrity." Unlike traditional RAID, which is "block-blind," ZFS is a file system and volume manager in one. It uses checksums to identify "bit rot" or silent data corruption caused by hardware degradation or even cosmic rays. If ZFS detects a corrupted block, it automatically heals itself using parity data—a level of protection traditional RAID cannot match.

Conclusion: The Future of Storage

As the episode wrapped up, Corn and Herman addressed the role of RAID in the age of ultra-fast Gen 5 NVMe drives. While a single modern drive can reach speeds of 14,000 MB/s—rendering RAID unnecessary for most average users—the need for redundancy remains. Whether through ZFS or traditional RAID levels, the goal remains the same: ensuring that as our data grows in size, it doesn't become more vulnerable to the inevitable failure of hardware.

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Episode #409: RAID Demystified: Speed, Safety, and Data Survival

Corn
Alright, we are back. I hope everyone is having a good week. We have got a real technical deep dive today, something that takes me back to my first custom PC builds, but with some very modern twists.
Herman
Herman Poppleberry here, and I am ready. This is one of those topics where the more you know, the more you realize how much engineering goes into just keeping our data from vanishing into the void.
Corn
Exactly. Our housemate Daniel actually sent this one in. He was talking about his current workstation setup here in Jerusalem. He is running this mix of N-V-M-e and Sata S-S-Ds, which he admits is a bit of a Frankenstein’s monster, and it got him thinking about RAID.
Herman
I love that Daniel is just throwing whatever drives he has into a pool. It is brave, but it is also the perfect starting point for this conversation. He wants to know about the different types of RAID, the math behind it, and whether it actually saves your skin when a drive dies.
Corn
And that is the big question, right? Because RAID is one of those things that sounds like magic until you are sitting there watching a rebuild bar crawl across the screen for forty-eight hours. But before we get to the horror stories, let us lay the groundwork. Herman, for the uninitiated, what are we actually talking about when we say RAID?
Herman
So, RAID stands for Redundant Array of Independent Disks. It used to stand for Redundant Array of Inexpensive Disks back in the late eighties when it was first conceptualized at Berkeley, but the industry shifted the naming. The core idea is simple: you take multiple physical hard drives or solid state drives and you combine them into one logical unit. To your operating system, it looks like one giant, fast, or reliable drive, but underneath, the RAID controller is doing a lot of heavy lifting to distribute data.
Corn
Right, and it is all about those three pillars: performance, capacity, and redundancy. Usually, you have to trade one to get the others. Let us start with the most basic one, even though it is technically not redundant at all. RAID zero.
Herman
RAID zero is the speed demon. We call it striping. If you have two drives, the controller splits every piece of data in half and writes one half to drive A and the other half to drive B simultaneously.
Corn
So, in theory, you are doubling your write and read speeds because you are using two lanes of traffic instead of one.
Herman
Exactly. The math is simple. Your total capacity is the sum of all drives, and your performance scales linearly with the number of drives, minus a tiny bit of overhead. But here is the catch, and it is a big one. If you have four drives in RAID zero and just one of them fails, you lose everything. Every single file is effectively shredded because half of its bits are on a dead drive.
Corn
I always tell people RAID zero is called RAID zero because that is how much data you have left when a drive fails. It is great for temporary scratch space, like video editing cache, but never for anything you care about. Now, on the flip side, you have RAID one.
Herman
RAID one is mirroring. It is the purest form of redundancy. You have two drives, and every single bit written to drive A is also written to drive B. If drive A dies, drive B just keeps humming along. The system does not even blink.
Corn
But the trade-off there is capacity. If I buy two two-terabyte drives, I only have two terabytes of usable space. I am essentially paying double for my storage just for the peace of mind.
Herman
That is the tax you pay. But for a workstation, RAID one is fantastic for your boot drive. It is simple, there is no complex math involved, and the read speeds can actually be faster because the controller can pull data from both drives at once, almost like RAID zero, though write speeds stay the same as a single drive.
Corn
Okay, so zero is for speed, one is for safety. But Daniel was asking about setups with four or five drives. That is where we get into the more "magical" math of RAID five and RAID six. This is where my brain usually starts to sweat a little. How do you get redundancy without losing half your space?
Herman
This is where we talk about parity. RAID five is probably the most famous server configuration. You need at least three drives. Let us say you have three drives. The system stripes data across two of them, but on the third, it stores parity information.
Corn
And parity is basically a mathematical summary of the data on the other drives, right?
Herman
Precisely. It uses the X-O-R operation, which stands for Exclusive Or. For the listeners who remember their logic gates, X-O-R is a bitwise operation where the output is true if exactly one of the inputs is true. In the context of RAID, if you have data bit A and data bit B, you X-O-R them to get parity bit P.
Corn
And the magic is that if you lose A, you can calculate it by X-O-R-ing B and P.
Herman
Exactly! The math is reversible. A X-O-R B equals P. B X-O-R P equals A. A X-O-R P equals B. It is beautiful. In a RAID five array, the parity is not just on one drive, though. It is rotated across all the drives in the array. This is called distributed parity. If any single drive fails, the remaining drives use the parity bits to reconstruct the missing data in real time.
Corn
So if I have four four-terabyte drives in RAID five, what is my actual usable capacity?
Herman
The formula is N minus one times the capacity of the smallest drive. So, four drives minus one is three. Three times four terabytes is twelve terabytes of usable space. You only "lose" the capacity of one drive to parity, but you can survive one failure.
Corn
That sounds like a great deal. You get the speed of striping and the safety of mirroring but with a much lower capacity penalty. But I know you have some caveats here, Herman. Specifically about what happens when a drive actually fails in RAID five.
Herman
This is the reality check Daniel was asking about. RAID five was amazing when drives were nine gigabytes. But today, in early twenty-twenty-six, we are seeing thirty-terabyte H-A-M-R mechanical drives. When a drive fails in a RAID five array of that size, the array enters what we call a degraded state. It is still working, but every time you read data, the controller has to do that X-O-R math on the fly to recreate the missing pieces. Performance tanks.
Corn
And then you put in a new drive to replace the dead one, and the rebuild starts.
Herman
And that is the danger zone. To rebuild that new drive, the controller has to read every single bit on every other drive in the array. On a thirty-terabyte drive, that could take days or even a week. This puts immense stress on old drives that are likely from the same manufacturing batch as the one that just died. If a second drive fails during that week-long rebuild, the whole array is toast.
Corn
There is also the issue of Unrecoverable Read Errors, or U-R-Es. I remember reading that with modern high-capacity drives, the mathematical probability of hitting a read error during a multi-terabyte rebuild is actually quite high.
Herman
It is terrifyingly high. If you hit a U-R-E on a healthy drive during a rebuild, the controller might not know how to finish the reconstruction, and you end up with a hole in your data. This is why many professionals have moved away from RAID five for large arrays and gone to RAID six.
Corn
RAID six is just RAID five with an extra layer of protection, right?
Herman
Yes, it uses double parity. It can survive two simultaneous drive failures. The math is more complex, using Reed-Solomon coding or Galois field theory instead of just simple X-O-R, but the result is that you can lose two drives and still be fine. You lose the capacity of two drives, but in a world of thirty-terabyte disks, that is a price many are willing to pay.
Corn
I think it is important to mention RAID ten as well, because for workstations, that is often the gold standard if you have the budget.
Herman
RAID ten is a nested level. It is a stripe of mirrors. You take two drives and mirror them, then take another two drives and mirror them, and then you stripe across those two pairs.
Corn
So you get the massive performance boost of RAID zero and the security of RAID one.
Herman
Exactly. It is very fast and very resilient. You can technically lose up to half your drives as long as you do not lose both drives in a specific mirror pair. Rebuilds are also much faster because you are just copying data from the surviving mirror, not doing complex parity calculations across the whole array.
Corn
Let us talk about the physical versus software side of this. Daniel mentioned he is running an Ubuntu machine. In the old days, you had to buy a dedicated RAID controller card with its own processor and battery-backed cache. Is that still the case?
Herman
Not really. For most users, software RAID is actually superior now. In the nineties, C-P-Us were weak, so offloading the X-O-R math to a dedicated chip made sense. Today, your C-P-U is so fast that it can handle RAID calculations without breaking a sweat.
Corn
Plus, if your physical RAID card dies, you often have to find the exact same model of card to get your data back. That is a single point of failure that people forget about.
Herman
That is a huge point. If you use software RAID, like M-D-A-D-M on Linux or Z-F-S, you can take those drives, plug them into a completely different computer, and the software will recognize the array immediately. It is much more portable.
Corn
You mentioned Z-F-S. We should probably explain why that is different from traditional RAID. Because it is not just RAID, it is a file system and a volume manager all in one.
Herman
Z-F-S is the gold standard for data integrity. Traditional RAID is "dumb" in a way. It does not know what is a file and what is empty space; it just sees blocks of data. Z-F-S is "aware." It uses checksumming on every single block of data. If a bit flips on your hard drive, which happens more often than you would think due to cosmic rays or hardware degradation, a traditional RAID controller might just pass that corrupted data to the O-S.
Corn
That is what they call "silent data corruption" or "bit rot."
Herman
Right. But Z-F-S checks the data against the checksum. If they do not match, Z-F-S says, "Wait, this is wrong," and it automatically pulls the correct data from the parity or the mirror and heals the corrupted block. It is self-healing storage. It is incredible.
Corn
So for Daniel, who is running Ubuntu, Z-F-S is definitely something he should look into, especially since he is mixing drives. Although, Z-F-S generally prefers drives of the same size.
Herman
Yes, that is a universal RAID rule. Your array is only as big as your smallest drive multiplied by the number of drives. If Daniel has three one-terabyte S-S-Ds and one five-hundred-gigabyte S-S-D, a RAID array will treat all of them as five-hundred-gigabyte drives. He would be throwing away a lot of capacity.
Corn
It is like a convoy. You can only go as fast as the slowest ship. And in RAID, you can only be as big as the smallest disk.
Herman
Exactly. Now, Daniel also asked about the performance trade-offs. This is where it gets interesting with S-S-Ds. Back when we used spinning platters, RAID was essential to get decent speeds. But a single modern P-C-I-e Gen five N-V-M-e drive can do fourteen thousand megabytes per second. Do we even need RAID for performance anymore?
Corn
That is a great question. For most people, no. A single Gen five N-V-M-e drive is faster than almost any Sata RAID array you could build. But if you are doing high-end video editing, like working with uncompressed eight-K footage, or if you are running massive databases, you might still want to stripe those N-V-M-e drives.
Herman
There is a catch with N-V-M-e RAID, though. Often, the bottleneck is no longer the drives; it is the P-C-I-e bus or the C-P-U overhead. You might stripe four N-V-M-e drives and find that you are not getting four times the speed because you have hit the limit of how much data the processor can move through the memory bus. Plus, those Gen five drives get incredibly hot; putting four of them together requires some serious thermal management.
Corn
And there is the latency issue. RAID controllers, especially older ones, can actually add a tiny bit of latency to every operation. With mechanical drives, you did not notice because the seek time of the drive was so slow. But with S-S-Ds that have microsecond latency, the overhead of the RAID logic can actually make the system feel slightly less responsive in some specific tasks.
Herman
That is why for most workstations, I recommend RAID one for the O-S and maybe a large, single N-V-M-e for your current projects, with a separate RAID array for long-term storage or backups.
Corn
Let us talk about the "does it work as expected" part of Daniel's question. Because I think there is a huge misconception that RAID is a backup. Herman, how many times have we seen people lose data because they thought RAID was enough?
Herman
It is the number one mistake in computing. RAID is about uptime, not backups. If you accidentally delete a file, RAID will faithfully delete it from all your drives simultaneously. If a power surge fries your power supply and sends a spike into your drives, it can kill all of them. If ransomware encrypts your files, RAID will happily store the encrypted versions.
Corn
There is a saying: RAID protects you against a drive failure, but a backup protects you against everything else.
Herman
Exactly. And even the drive failure protection is not a guarantee. We talked about the rebuild stress. I have seen arrays where one drive fails, and during the rebuild, the heat and vibration of the intensive reading cause a second drive to fail. Suddenly, your "redundant" system is a brick.
Corn
I think one thing that often surprises people is the "Write Hole" in RAID five and six. Can you explain that? It sounds like something out of a sci-fi movie.
Herman
It is a bit of a nightmare scenario. Imagine the system is writing data and the parity bit to the disks. The data is written to drive A, but before the parity bit can be written to drive B, the power goes out. Now your parity is out of sync with your data. When the power comes back on, the controller has no way of knowing that the parity is wrong. If a drive fails later, the controller will use that "bad" parity to reconstruct data, and you will end up with corrupted files.
Corn
This is why hardware RAID cards have those little battery packs, right? To finish the writes if the power cuts.
Herman
Exactly. Or, if you use software like Z-F-S, it uses a copy-on-write mechanism that effectively eliminates the write hole by never overwriting data in place. But for traditional RAID five on a cheap motherboard controller, the write hole is a very real risk unless you have an Uninterruptible Power Supply, or U-P-S.
Corn
Which, honestly, if you are running a RAID array, you should have a U-P-S anyway. It is the best fifty or one hundred dollars you can spend to protect your hardware.
Herman
Absolutely. Especially here in Jerusalem, where we get those occasional winter power flickers.
Corn
Oh, tell me about it. Every time the wind blows too hard, I am checking my server status. So, Daniel’s current setup is a mix of N-V-M-e and four Sata S-S-Ds. If he wanted to make the most of that, what would you suggest?
Herman
Since he is on Ubuntu, I would tell him to look at Z-F-S or maybe B-tr-f-s. He could put the four Sata S-S-Ds into a RAID ten equivalent. That would give him great speed and very high reliability. He would lose half the capacity, but for S-S-Ds, the rebuild would be incredibly fast, which minimizes the danger window.
Corn
And the N-V-M-e should probably stay as a separate boot and scratch drive. Mixing N-V-M-e and Sata in the same RAID array is usually a bad idea because the whole array will be limited by the slower Sata speeds and higher latency.
Herman
Right. It would be like putting a Ferrari and three tractors into a relay race. The Ferrari is going to spend most of its time waiting for the tractors to finish their laps.
Corn
That is a great analogy. Now, let us look at the future a bit. We are seeing things like N-V-M-e over Fabrics and specialized storage controllers that handle data at a hardware level in ways that make traditional RAID look like a dinosaur. Do you think RAID has a place in five or ten years?
Herman
I think the "concept" of redundancy will always be there, but the way we do it is changing. In large data centers, they are moving away from RAID and toward "Erasure Coding." It is like RAID five or six but much more flexible. You can distribute data across hundreds of servers, not just drives. You could lose an entire rack of servers and not lose any data.
Corn
It is basically RAID at the network level.
Herman
Exactly. For the individual user, I think we will see more "intelligent" storage where the operating system just manages a pool of drives and you tell it, "I want this folder to be mirrored and this folder to be fast," and it handles the block distribution behind the scenes.
Corn
That sounds a lot like what Apple does with their Fusion drives, or what Windows does with Storage Spaces, though both of those have had their share of growing pains.
Herman
Storage Spaces is actually quite powerful now, but it still lacks some of the robust "self-healing" features that Z-F-S has. For a pro workstation, I still think a dedicated Linux-based storage server or a high-end N-A-S is the way to go.
Corn
Okay, so to summarize for Daniel and everyone else: RAID zero for speed you do not mind losing. RAID one for simple safety. RAID five for a balance of space and safety, but be careful with large drives. RAID six if you want to sleep better at night. And RAID ten if you want it all and can afford the disk tax.
Herman
And never, ever forget that RAID is not a backup. If you do not have your data in two different physical locations, you do not really own that data. You are just borrowing it from fate.
Corn
That is a bit dark, Herman Poppleberry, but it is the truth. Fate has a way of calling in those loans at the worst possible time.
Herman
Usually at three in the morning when you have a deadline at eight.
Corn
Exactly. Well, I think we have covered the basics and then some. This was a fun one. It is rare that we get to talk about X-O-R logic and file system architecture in the same breath.
Herman
It is the heart of the machine, Corn. It is where the math meets the metal.
Corn
Before we wrap up, I want to remind everyone that if you are finding these deep dives useful, or if you just like hearing two brothers talk about tech in Jerusalem, please leave us a review on your podcast app or on Spotify. It really helps the show find new listeners who share our particular brand of nerdiness.
Herman
It really does. And check out our website at myweirdprompts.com. We have the full archive there, and there is a contact form if you want to send us a prompt like Daniel did. We love getting into the weeds on these topics.
Corn
Definitely. We might have touched on some of these themes in our older episodes about data privacy or hardware history, so if you are interested, the website has a searchable archive for you to explore.
Herman
Thanks to Daniel for the prompt. I hope your Frankenstein workstation stays healthy, buddy.
Corn
Yes, keep those drives spinning, or, well, keep those electrons flowing in the case of the S-S-Ds.
Herman
This has been My Weird Prompts. Thanks for listening.
Corn
We will catch you in the next one. Peace.

This episode was generated with AI assistance. Hosts Herman and Corn are AI personalities.

My Weird Prompts