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Cybershift Podcast | Episode 2

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The Cyber Shift Podcast Episode 2 explores a fundamental shift in how organizations approach security, moving from traditional disaster recovery focused on tangible infrastructure failures to the emerging concept of cyber resilience against distributed and hidden threats. Historically, resilience planning was built around known physical events like natural disasters or data center outages where failure points were clear and predictable. However, with the rise of sophisticated cyber incidents driven by AI, attackers can now operate at unprecedented speed and scale, making disruptions difficult to scope and impossible to predict in advance. Consequently, the industry must evolve from merely recovering lost infrastructure to establishing a "defensible recovery posture" that ensures applications and data remain uncompromised even when facing advanced malware or ransomware attacks that bypass traditional security perimeters. As threats accelerate due to AI integration, relying solely on backups is no longer sufficient because restoring individual datasets does not guarantee the continuity of critical business services. The conversation highlights a necessary paradigm shift from a technical, data-centric approach to an enterprise-wide, business-service centric strategy. Organizations must now orchestrate recovery across heterogeneous environments involving applications, data replication, and security protocols simultaneously to meet strict Service Level Agreements (SLAs). This holistic view requires breaking down organizational silos so that every role, from the CEO to individual contributors, understands their part in maintaining resilience. The focus has shifted from achieving technical wins like replicating a database to ensuring business outcomes are protected, including reputation and customer trust, which cannot be rebuilt with goodwill alone after a breach involving personal data. Looking toward the future of cyber resilience over the next few years, experts anticipate that operational resilience will become a key competitive differentiator rather than just an insurance policy. While AI-driven autonomous recovery tools offer significant speed advantages for routine operations, there remains a critical need for human oversight during consequential decision-making moments to prevent agentic models from acting unpredictably or causing further damage. The industry is expected to see the breakdown of departmental barriers as teams realize that resilience is not solely the responsibility of IT or security departments but an ideology embraced across the entire stack. Ultimately, while caution regarding AI adoption will persist due to recent incidents involving rogue agents, organizations must embrace these technologies cautiously yet decisively to keep pace with adversarial attacks, ensuring they transform their business operations rather than merely adding another tool to a static toolbox.
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[music] Hello and welcome to Cyber Shift, the podcast where we explore the shifts changing how organizations think about security, resilience, and business continuity. I'm Christa Casease, principal analyst and practice lead for cyber security and resilience here at the Cube Research. And we have a really great episode for you today. We're going to be talking about cyber resilience and how that definition is changing these days. Now, for decades, we've seen resilience planning was really built around known failures. So, things like a natural disaster, a data center going down, um or someone making an operational mistake. Um in that context, generally, you know, what failed, when it failed, and where to begin recovery. But today, it's far more likely that organizations are going to um be disrupted by a cyber incident. Um and these and in these incidents the disruption is distributed. It's hidden and it's really difficult to scope. Um and AI is only raising those stakes further because attackers can operate faster and at a greater scale and enterprises are embedding AI into more business processes. So here to dig into all those topics with me today is Joe D'Angelo, director of product management for data resiliency at Infoscale. Joe, thank you so much for joining us today. Uh Christa, it's great to be here. Thanks for having me. >> Of course. Of course. And Joe, I think you're really the perfect guest to um to talk about this topic. Um I know in our prep call yesterday, you were talking about sort of, you know, your tenure at Infoscale and how you've really been in kind of a front row perspective to see this shift um from again kind of these physical attacks to these cyber attacks. So um I wanted to first I guess kind of just get some background context from you, right? in terms of um traditional cyber resilience thinking and planning and how the cyber scenario forces a different way of thinking. >> Yeah, that is exactly the uh the question that gets asked me most frequently these days. You know, our our historical perspective on resiliency and disaster recovery, high availability has been rooted very much so in this infrastructure concept, right? Something that you can it's tangible, you can put your hands on it, right? It's this idea that um you know my physical device has suffered some sort of failure. how do I recover from that or I've lost access to something that again is result and it could be a software defect but it's something that it's tangible that's changed right it's changed dramatically and listen we were very much you know in the the legacy of of of of semantic into veraritoss into arctera and now into infoscale with with with CSG you know we were very much at the forefront of those infrastructure discussions anyone who's seen some of our old content knows that we've done some pretty wild things with infrastructure faults right pushing data centers off the roof of buildings and flooding them in hurricane simulators and doing all those very entertaining um but at the same time very extreme examples. Um none of which that would have addressed an you know an AI attack or a cyber resiliency attack right [gasps] so we know that that has changed the the attack surface is growing tremendously the uh exposure the fallout all of that is increasing exponentially um so must then so the response and so much so should then the uh way that you envision your cyber resiliency posture. Yeah, absolutely. And I really appreciate you kind of bringing up the AI side of things. And to your point, although it's not as eye-opening as pushing a data center off of the roof of a building, um it can be, you know, arguably even more impactful just because of the scale that these attacks can operate at. Um and really just the the interconnected nature these days of our environment. So if one area is penetrated, it can quickly spread, you know, elsewhere in the environment. So I wanted to get your perspective on that AI view in particular and given that these attacks can unfold in minutes or even seconds. How does that change the recovery equation from your perspective? >> Yeah, that is precisely it. When things are happening in real time, uh you have to have a means of recovery that is commensurate. Uh so if you you know you can there's no horizon there's no uh hurricane warning there's no tsunami warning that a that a ransomware attack or an AI attack is coming um you can kind of see meantime between failures of of devices and physical equipment. So you can almost predict in some regard that there's no prediction here. So the only way to protect yourself is to ensure that you have a def what we really like to call a defensible recovery posture. And that is um understanding the state of your your applications, understanding the state of the data and being able to uh recover those in a way that um uh is not encumbered or in any way compromised by an attack. Um so that means um looking at you know your your enterprise holistically. It's not just looking at one application. It's not just looking at one data set, but rather it's looking at them together as a um sort of an aggregate. Uh but then at the same time being able to prove that it's not just a uh physical infrastructure fault that you're protecting from, but you also want to be able to ensure that there was known malware or known ransomware attacks that uh uh can uh can penetrate your environment. How do I then sort of distance myself or separate myself from that uh that blast radius? >> Yeah, absolutely, Joseph. And what I really like is that you're you're kind of referencing the fact that um you know backup in kind of the data itself, it's still a very important piece of the resilience equation. Um but really that resilience equation today needs to be grounded in an understanding of those trusted business operations and especially those critical business services and what it takes to get those back up and running after an attack. Um, so can you I guess maybe talk a little bit more about that in particular and why just recovering the data itself is no longer sufficient these days? >> Yeah, I mean it's it's a combination of things, right? First, it's the, you know, this idea that your security posture has to improve. Um, it used to be that and I use this analogy um recently and I I think it it'll it'll resonate. Um, it used to be your security posture was either to add, you know, more locks to your door, maybe a more sophisticated combination, you know, a numerical pad, but none of that matters if someone's just going to come in with a battering ram and kick in your front door where none of those security measures are are relevant anymore. And that's kind of what we're dealing with here with this onset of of AI based tools. um you know you get to this point of quantum computing where things are going to happen so fast that we can't even contemplate what is going to be needed in order to you know insulate yourself from those types of uh of situations. So for us the way we look at it is is that backup and recovery is an essential part of your uh um recovery uh posture but it's not the only part. Uh back recovery tends to look typically more as a datacentric approach. Um, and we actually want to have people start looking at it more from an enterprise business ccentric approach. Meaning you're going to have to look at services and applications and data and replication and all these different functions and have to be able to orchestrate them together, but at the same time make sure that where you're recovering to is also going to be um, again defensible, free from contaminants uh, and um, able to resume your business, you know, in a in an appropriate time to meet your SLAs's. >> Yeah, absolutely, Joe. And I know, you know, you brought up kind of that that visual of the door being, you know, kind of, you know, beaten down, right, for lack of a better way to put it. Um, and I think it's so true. You know, we look at prevention as still a critical piece of this continuum of cyber security to cyber resilience, but it's no longer sufficient. And so, you really need um the ability to operate through that disruption these days. So can you talk to the fact that you know practitioners um they have less time to detect um to understand what's happening to isolate and recover can and they have to make some of these high consequence decisions very quickly so I guess can you maybe elaborate on that a little bit >> yeah I think that when it comes down to it the uh investment you make in your sort of recovery technologies and recovery procedures um needs to be uh needs to meet that that demand needs to meet that SLA So if you have say a workload that is um critical to your business and it does suffer some sort of cyber attack or some sort of you know AI based threat um and your you know backup and recovery type solution it may take 24 to 48 hours or however long to recover to it that's not sufficient. So, one of the things that we try to do is to open up a sort of the aperture on your view into your enterprise and say, well, you've got your primary data, you've got backup data, you've got application data, you've got all these different sources of data, and they're really not often aware of one another. Um, how do you create an orchestration model that can be right sized for the different workloads, but also doesn't overenccumber you from an operational standpoint? So that's where we've, you know, we see the the the the sort of the next phase or the next generation of of cyber resiliency. It's being able to look into all these different pieces and understand uh exactly what they mean to your business. Um and that's you know um you know as uh uh shown by the you know the partnerships that we've forged and the the different technologies that we're investing in and the different capabilities that that we're introducing into our into our solutions all kind of feed into that narrative. If I'm reading through the lines here a little bit, you know, you're alluding to some greater visibility and kind of coordination that needs to occur, you know, I imagine not just within IT. Um, a little bit of a leading question, but one thing we like to do here on Cyber Shift is also talk through some of the new decisions that practitioners are having to make. Yeah. >> So, I'm wondering if you can talk through some of the biggest mind sh mindset shifts um that you're seeing both IT and security practitioners have to make as they start to rethink business continuity in their cyber resilience. >> At at the risk of sounding uh bougie from an IT perspective, it's a paradigm shift, right? And everybody everybody loves these phrases. Um but it is and I say that um minimally in justest uh that when in reality what's happening here is is that individuals whom in the past maybe never were front and center in a cyber resiliency conversation or perhaps maybe were adjacent to the conversation are now equally as important or can contribute to the conversation as much. So it's not just a CISO, it's not just a CTO, it's not just an a a practitioner from a technology standpoint, but rather the entire organization, right? From the individuals who are entering data entry all the way up to the CEO all play a significant part in your cyber resiliency posture. And that's the change, right? And what's important is to break down the silos and the barriers between those teams because if you continue to operate independently and you continue to operate in these silos, you're never going to truly be able to achieve that kind of um you know comprehensive cyber resiliency. It's it's still going to be very tactical um and and may suit for smaller organizations or organizations with much you know um you know uh weaker SLAs's and so on and so forth. But for most of the customers that we work with and the ones that we are constantly in communication with, you know, their demands are are are really driving a lot of these changes. >> Yeah, absolutely. Joe, you know, you referenced kind of SLAs's and what we're seeing is it's almost less about, you know, RPO, RTO, I mean, that's an important piece of the conversation, but it's less about we need to recover, you know, this particular database within a certain amount of time. It's more about kind of having ownership over the business services and again really understanding impacts to downtime and recoverability. So it it sounds like you're seeing that as well. [clears throat] >> Absolutely. In fact, I like to say that what we are driving are business outcomes, not, you know, not technical achievements, right? They're they're you can achieve technical, you know, wins by saying, "Oh, I have this application and it's replicated from site A to site B." That's great, but that's not in and of itself a cyber resiliency solution. That is a tactical approach to one application. If you had to ask the same the person the same question be like, okay, this application is protected, but is your business protected? Is your reputation protected? Is your enterprise protected? Is something if something happens to that app, is it going to, you know, wake up the CEO? Those types of questions now have to be asked because these these threats are happening so dramatically. They're happening so fast and they're happening so widespread that every single group is being impacted. So it's not just it it works almost in reverse, right? If you start with an infrastructure solution, you're not guaranteed to get a cyber resiliency outcome, right? But if you start with the cyber resiliency posture and work your way backwards, all that infrastructure challenges are implicitly addressed, right? If you could pro defend yourself against a ransomware, AI based malware attack, you know, however you want to combine the phrases you want, you implicitly will be protected from the, as I like to put it, the fires, floods, fault lines, fatfingered commands, all the things that we've been, you know, concerned about. I jokingly say that if today a data center floods and a CTO gets the phone call, they're probably going to be relieved. They're like, "Wait, it's just a flood. It's just my infrastructure. That's all that happened. Oh, thank God. That's not going to that's not going to affect stock prices. That's not going to affect our reputation, right? You know, fire in the data center. Is it out? Is everybody safe? Great. I'm not going to lose any sleep over that anymore." Whereas that that used to be like the death nail in the coffin for a business. Now it's this sort of like, oh jeez, [laughter] that's not the worst that could happen to us, right? It's not this existential threat. >> It's so true. And you hit on two things, Joe. I think the first is okay, they understand specifically what happened, when it happened, what was impacted. You know, there's a lot of kind of really concrete visibility there, but then also you talk about, you know, the reputation, right? And so there's um when we step back and think about it, how do we even quantify the impact of a cyber incident? it's nearly impossible because of all of these other factors that go into it that have, you know, longer term implications even beyond just, you know, that particular business service being taken down for a period of time. [snorts] >> It's um it's always going to be in the back of someone's mind if their data and their personal information was somehow compromised because of a weak cyber resiliency posture from a particular service they use. It will always be there. No amount of goodwill, no amount of everything's okay will ever take that sort of little nagging notion like if I click enter here is my data ever going to be safe again. Um, I don't I mean my wife's had to replace her credit card I don't know how many times because places that she's reputable places are constantly saying we had a you know we had a cyber incident and your data was you know and I looked and I'm like just a month ago she's like what did you buy for $300 on GrubHub and I'm like I did not buy $300 worth of food on GrubHub. I've never even used GrubHub. uh more of a Door Dash guy. But [laughter] uh uh but the point being is that obviously these things happen and it happens no matter how much you you you act in um you know you know safe circles these things will happen. But the point being is that next time she goes to use that merchant again. She's like but if it was like a physical data center fault there's like hey we're just having an outage we'll be back up and running. That that's almost acceptable right? We can we can accept it that you know things happen that way. Um, so yeah, that's the change that's happening. >> Absolutely. And so Joe, I know you talked to kind of a cyber resilience strategy and if you know the organization starts there, they'll then have a strategy for resilience of the infrastructure. Um, for the practitioners that are listening to this, I'm wondering if you could maybe just give a couple thoughts in terms of kind of what that looks like, where should they start? >> Where should they start? Yeah. uh you know for us and and you know I'm I'm biased in the sense that I you know I work for a company and have endorsed this and and been an advocate for this use case for many many years. It starts with your applications, right? It starts with the con that which is the the face of your enterprise and your business out to your customers and that is going to be those applications and in many cases it's not just one app but it's more of an aggregate or tapestry of applications you know interconnected. Um it starts there. It's understanding those relationships first and foremost because when we talk about a a strong cyber resiliency posture orchestration couldn't be a bigger factor, right? Being able to coordinate that recovery is so critical because time-sensitive uh recovery that that's you know cutting what you can out of your your time to recovery or your RTO that's something everyone can control right your recovery point objective is a little bit different right that's very much dependent on other pieces but being able to take out some of those operational overhead uh that will dramatically help with uh with RTO um so knowing those relationships that's that's the first place to start um and then figuring out how do I provide a solution that's going to work across as wide a a a a a cross-section of my environment. Uh help to orchestrate as many of these different pieces as I can. Um but at the same time, um not discount the fact that not every application is created equal. You have different business objectives and different business tier criticality. So being able to quantify that and being able to capture that is also critical so that you know what that sequence would be and what that would be. This is a different >> and I would say sort of quantifying that leads me into my next question for you Joe which is if I am a board level executive right and I'm just thinking about everything we're talking about today and I had to understand only one thing about cyber resilience and how it's evolving what would it be from your perspective >> well I I've had a chance to speak to a couple of boards in my day and I would say that without being alarmist or coming across as hyperbolic like AI based threats are probably the most consequential thing that that we will have to face in this industry in in the modern IT age right because it has um accelerated so much across the board so with that knowing that again not trying to sound alarmist or hyperbolic I would say that what a board needs to understand is that cyber resiliency is everyone's responsibility right you you need to understand that it is not just a product you purchase it is not just software you install it is not just some piece of equipment that you rack in a data center. Cyber resiliency is an ideology that you have to embrace up and down the stack. It's in how you uh advocate for you know uh you know safe you know digital uh you know safe digital presence. It's how you uh operate within in terms of how you orchestrate the different recovery procedures. It has to deal with the uh the uh sort of the uh uh heterogeneous nature of so many different technologies and how that can can in many cases impact your your recoverability. So it's it's everyone. It's the CEO, the CTO, the CISO, the the the the uh all the way down to the individual contributors all play a in many cases a significant part uh in cyber resiliency and how you intend to recover. >> It's definitely it's a team sport, right? >> Yeah. Yeah. Yeah. This is not golf. This is not golf. This is this is my golf >> for sure. So Joe, we're going to move to um the next section here in cyershift which we call signal or noise. Um it's a rapidfire segment. I'm going to give you a handful of statements and you're going to give your reaction in the context of this is kind of where the industry is heading. Is it something that is kind of just noise we don't need to pay attention to or got it? >> Yeah. Right. Exactly. >> Yeah. >> All right. So Joe, the first one is disaster recovery is becoming operational resilience. >> Uh that one is uh signal. That was absolutely signal. And the reason I say that is because you have to embrace this idea of not just reacting but being proactive, right? You have to have a a posture that uh when that disaster happens, you kind of give a little brush your shoulder off be like, I don't care that happened because I know that my resiliency posture puts me in a place where I can recover at a moment's notice. Uh I can in advance of things if I need to or when the, you know, when that strike happens, I know I've got a defensible recovery point and I can I can be up and running in in a moment's notice. All right, our second statement here is backup alone delivers cyber resilience. >> Uh that's definitely noise. I'm selling that one. I'm not buying that one. Uh backup alone uh does not address the context of your enterprise. It looks at uh almost like a very narrow lens of what it is intended to recover and the window of time in which it needs to recover it. It does not look at your enterprise or your business. And this is evidenced by the fact if you look at most backup solutions, they're now embracing a broader orchestration framework and narrative as well. Um because simply having a backup copy, there are a million products out there that can make a copy of your data. They can say it can be restored and super super fast and it can be scanned if you do this and all that. But again, that's one data set. When you talk about recovering your enterprise and orchestrating across uh a heterogeneous set of applications and services, uh backup alone doesn't uh doesn't get it done. All right, our next statement. Recovery will have to become increasingly autonomous. >> Uh that one I am going to also buy. Uh I think that one is definitely signal. Um because the ability for the human intervention now is critical because we have to understand how these changes are happening. But eventually sort of this agentic mindset is going to kind of be, you know, taking over and we're going to have to build towards that sort of fight fire with fire, right? Everybody understands that that that expression. So the only way we're going to be able to respond that quickly is if we have solutions that act that quickly. Um so yes, autonomy and autonomous type recovery is going to be a huge part of the future of resiliency. >> All right. And Joe, our last statement here, operational resilience will become a competitive differentiator. Oh, that is absolutely signal. Um, in I if you as an organization are basically uh your digital presence is your entire presence these days, right? It used to be that it was just something that was there and you know you you used it and it was more of a tool. Well, now it's actually it represents in many cases your entire enterprise and your your business everything from the transaction side of it, the service that you deliver. Um, so yeah, it it is absolutely critical. Um, so yeah, I'm I am uh I'm that signal all the way for me. >> I definitely agree, Joe. I think it previously maybe was this insurance policy. Um, but now I think absolutely as that disruption becomes inevitable, it's it's really that differentiator. >> Yeah, it's it's um the idea that the the the saying that everybody has a plan until you get punched in the mouth, right? And then you're back on your heels and you're like, what do I do now? uh every single organization is going to get punched in the mouth with an AI based cyber threat malware attack. It is a question of of when not if. Um so best move is to be prepared for it now. Build at build that into your plan your road map your vision for how your your enterprise is going to operate. Uh and you'll be uh you'll be better off for it in the long run for sure. >> Absolutely. All right, Joe, we have just a few minutes left here. Um, I've got a couple of kind of closing forward-looking questions for you. Um, we've talked about a lot and as you think ahead over the next 3 to 5 years, what do you envision organizations that are truly resilient doing that is fundamentally different from what we're seeing today? >> So, this is where it starts getting into my my my magic eightball, right? I'm I'm turning it. I'm seeing what uh what it's going to come back with. um where I see us and uh the us the the royal us here uh I see a uh a breaking down of silos. I really think it's going to happen. I think eventually there will be an acknowledgement that it's not their problem and then their problem and then their problem. It's our problem and that we need an our solution in order to resolve that. Um so it's not just going to be the backup team's job to do this and the storage team's job to do that. they will recognize that um there needs to be coordination there. So that's more of a fundamental um like ideological change from a more of a technology shift. I would say that we would see a greater embracing of agentic models but it will be cautious like with any good technology it you know you start to see a slow ramp. It doesn't matter what it was it all follows the same trajectory. The only difference here is AI may increase how quickly we reach that culmination. Um, but that being said, there's still going to be some caution there over the next few years. Um, some cautionary tales lately, right? You hear about these these agents that go rogue and start deleting things because that's what they thought was the right thing to do. No one's going to hand over the reigns of their entire business to a to an agentic model until it has proven itself in exhaustive way. Um, but we will get there. Um um it's just you know it will take time like with any other you know good advancement or good uh innovation. >> Yeah, I agree Jo. I think there's been some trepidation and for good reason. Um and like you say kind of eyes wide open wanting any AI capabilities to be very provable with that human in the loop. Um but at the same time, you know, I agree. I think it's the future. it's where we're heading and I think it's going to be necessary to be able to close that bottleneck that we've been talking about in terms of keeping pace with you know these adversarial attacks that are AIdriven. So I guess the question is for enterprises that are thinking about incorporating components of AI into their resilience strategies, do you have maybe just at one or two um best practices to keep in mind over the next, you know, kind of 12 to 18 months as organizations are trying to figure this out? >> Well, we have operated with a an expression for many years at at at Infoscale is that we like to automate things, but we don't want things to necessarily be automatic. And that is the reason we say that is because at the end of the day there are certain recovery principles that make sense to be done you know rapidly real time things that you don't want to you know step in for example one of the things that we provide from an HA standpoint is that we can in real time we know the health of an application and automatically make that application available on another host that's a form of autonomy that's a fair of autonomous uh operation that being said we also think that when something as consequential as a disaster event would happen. We don't want that same level of of um of autonomy. We want we want a human to step in. So I honestly believe that there will always be a need for human intervention. The things that you want to happen quicker, the things that you can automate and things that you can do to you know verify the the the recoverability of of a set of services, absolutely those you can hand off to some agentic model. Um, but the decisions, right, the the very consequential decisions, the ones that are that are going to wake that CEO up in the middle of the night, those are the ones right now. Hang on to those. Don't don't let those loose just yet. And I think for the most part, people will will appreciate that. Um, and the other thing is is don't be held to convention. I I'm I'm listen, I am I'm definitely guilty of of things that you're comfortable with. Get outside your wheelhouse a little bit. do things a little bit differently because you never know what you might uncover in terms of a of a method or an approach that's going to revolutionize the way you do business. Yeah, ve very well said Joe and a great lead into you know the last question that I had for you know you paint this picture of a lot of you know sort of cautious trial and error and kind of experimentation right and I definitely agree when you think you know a year from now say you and I sit down and have a conversation on this topic of cyber resilience which I certainly hope that we do >> what do you think we'll have learned throughout this process Well, we will certainly we'll break all the records of your podcast in terms of the amount of viewership. That's what I'm hoping for first and foremost. But um I think what we'll have learned is the um how mature or immature today's AI agentic models are right we are going to obviously with time get that kind of perspective um but also I think that we will see how quickly uh customers can embrace or not customers but just just the community in general the the the you know IT community in general how quickly they're able to embrace and improve their position whether it's in their software development life cycle, whether it's in their cyber resiliency posture, whether it's in any form of different, you know, uh, operations and and, you know, protocols that they must follow. Um, I think that's really what we're going to what we're going to learn. Um, and the reason I say that within a year we'll know that is because I do believe that AI will accelerate the time to that uh, sort of conclusion. you know with previous technologies like even adopting the cloud or uh you with virtualization going back you know 15 20 years those things were a slow burn but it was still you reach the same conclusion right did it transform my business um and that I think is really what it's going to happen are we transforming businesses or is this just going to be another another tool that's in the toolbox um I think it's transforming businesses I really do I think that's what's going to be the uh the result of this >> I definitely agree I think there's going to be a lot of transformation information. Um, and I think security and resilience for out of necessity have become at the forefront of that of that transformation. So, >> it's the vanguard. It's the vanguard for all the IT conversations, security and and resiliency. >> Resilience vanguards. I love it. >> That's that's where we're at. >> I love it. >> Talk about being bougie now, >> right? [laughter] >> Well, Joe, thank you so much for joining CyberShift today. This has been um a really um informative conversation, a lot of fun um and I really appreciate it. Thank you so much. >> Thanks for having me, Krista. Anytime. >> Of course, and thank you to our audience. Um again, this has been um the CyberShift podcast. Um I'm Christa Case, principal analyst um here at the Cube Research. Um and we hope you'll join us on our on our next episode. Thank you so much. >> [music]