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Pontos principais

  • O rápido aumento no número de vulnerabilidades e a detecção baseada em IA estão reduzindo o tempo entre a divulgação da vulnerabilidade e sua exploração ativa.
  • Ciclos regulares e disciplinados de aplicação de patches ajudam a reduzir a exposição geral e a se preparar para novas vulnerabilidades (CVEs).
  • A recuperação é essencial para a resiliência, mas deve ser acompanhada da aplicação oportuna de patches para corrigir vulnerabilidades.
  • As organizações devem utilizar a IA para acelerar a detecção e a correção de vulnerabilidades, em vez de permitir que os problemas se acumulem nas listas de pendências.
  • Os fornecedores que desempenham um papel fundamental divulgam as vulnerabilidades de forma rápida e transparente e oferecem orientações claras sobre as medidas corretivas aos clientes.

No ano passado,relatórios do setorestimaram o volume anual de CVEs na casa das dezenas de milhares, tendo o NIST posteriormente observado um crescimento recorde de CVEs e umaumento de 263% no número de registros between 2020 and 2025.

I hear what that does to a security team in real time, because I am on the calls when it happens. The old questions – what is our exposure, and how fast can we close it? – used to have room to breathe. Now they arrive faster than most teams can staff for them.

Most organizations have vulnerability response processes. Fewer have processes designed for this speed.

For years, the industry organized its response around individual vulnerabilities. A CVE would publish, severity scores would follow, enrichment would catch up, and teams would triage with some margin for judgment. That rhythm assumed a human pace of discovery, but that assumption no longer holds.

That volume is already outrunning the infrastructure built to track it. NIST has said the National Vulnerability Database is moving to a risk-based enrichment model because CVE submissions have grown faster than the program can fully process them.

AI is likely compounding pressure by helping threat actors exploit vulnerabilities, and defenders identify and validate vulnerabilities faster than legacy cataloging workflows can absorb. The window between when a vulnerability is discovered and when it is exploited is closing, and working exploit code can appear before a patch is widely deployed.

That breaks the old model. Structured vulnerability management still matters, but many programs are calibrated for a slower era: gather signal, rank risk, assign owners, then remediate. When discovery accelerates this sharply, even disciplined teams fall behind because the operating model cannot absorb the volume fast enough.

So, the unit of work must change. It no longer matters whether you patched a specific vulnerability but whether your organization can apply, verify, and recover at the speed the threat environment now demands.

Remendo em um relógio

Comece pela cadência. As operações mais resilientes que observo deixaram de tratar a aplicação de patches como uma interrupção e passaram a considerá-la uma manutenção de rotina: programada semanalmente, com responsabilidade clara e avaliada como qualquer outro compromisso operacional. Uma cadência previsível ajuda a reduzir o período de exposição em todo o ambiente de TI e a eliminar o “prêmio do pânico” associado a qualquer divulgação isolada. Quando as correções são aplicadas semanalmente, as organizações estão preparadas para lidar com as vulnerabilidades (CVEs).

A cadência não significa tratar tudo da mesma forma. Uma vulnerabilidade que está sendo explorada ativamente — do tipo que é incluída noCISA’s Known Exploited Vulnerabilities Catalog— ainda merece uma resposta imediata e fora da rotina. A programação semanal lida com o grande volume de incidentes como parte da rotina, de modo que as verdadeiras emergências recebam a atenção devida, em vez de terem que competir com o ruído de fundo.

Elimine a vulnerabilidade, não apenas a lacuna

Esta é a parte que a Recovery não consegue resolver sozinha. Se uma vulnerabilidade coloca um ativo em risco, restaurar esse ativo sem corrigir a vulnerabilidade apenas reinicia o relógio. A vulnerabilidade ainda está lá, aguardando a próxima tentativa. A Recovery é importante, mas não substitui o fechamento da brecha que permitiu a entrada do agente de ameaça.

Isso significa que o trabalho real precisa ocorrer mais cedo, no momento em que as vulnerabilidades são encontradas e corrigidas. A IA está mudando essa equação em ambos os lados. Os mesmos modelos que ajudam um agente mal-intencionado a identificar uma exploração podem ajudar um fornecedor a encontrá-la primeiro. A equipe de engenharia da Commvault utiliza IA em nossa própria base de código para identificar vulnerabilidades antes que elas sejam lançadas, e aplicamos a IA para ajudar a resolver o que encontramos, em vez de encaminhá-las para uma lista de pendências. Uma vulnerabilidade que fica na fila por semanas porque uma equipe ficou sem capacidade disponível continua sendo uma vulnerabilidade. A rapidez na detecção não significa nada sem a rapidez na resolução.

Exija mais dos seus fornecedores

When the window between discovery and exploit is measured in hours, customers cannot afford to learn about a vulnerability in their vendor’s product from a third party.

They need to hear it from the vendor, early, in plain language, with a direct answer to “Am I affected?” and “What do I do first?” Ask every critical vendor how quickly they disclose, how they notify affected customers, what evidence they provide for remediation, and how customers can validate that the exposure is closed. Vulnerability transparency is part of resilience.

The frontier AI era will not be won by whoever ships the fewest vulnerabilities. Every serious software company will disclose more. The advantage goes to whoever treats patching as a standing discipline and treats recovery as the discipline that makes a missed window survivable.

Perguntas frequentes

Q: Why is the window between vulnerability discovery and exploitation getting shorter?
A: AI is likely compounding pressure by helping threat actors exploit vulnerabilities, and defenders identify and validate vulnerabilities faster than legacy cataloging workflows can absorb. As a result, exploit code can become available before many organizations have had time to deploy patches.

Q: Why are weekly patching cycles becoming more important?
A: A consistent weekly patching schedule helps reduce the organization’s exposure to known vulnerabilities. It also allows security teams to focus immediate attention on actively exploited threats and prepare new CVEs.

Q: Is disaster recovery enough to protect against cyberattacks?
A: No. Recovery helps organizations restore operations after an incident, but restoring systems without addressing the underlying vulnerability leaves them exposed to future attacks. Effective resilience requires both rapid remediation and reliable recovery.

Q: How can AI help improve vulnerability management?
A: AI can help identify vulnerabilities earlier, prioritize remediation efforts, and accelerate the resolution process. This helps security and engineering teams respond more quickly instead of allowing vulnerabilities to remain unresolved in lengthy backlogs.

Q: What should organizations ask their software vendors about vulnerability management?
A: Organizations should ask how quickly vendors disclose vulnerabilities, how affected customers are notified, what remediation guidance is provided, and how customers can verify that the issue has been fully addressed. Transparent communication is an important part of cyber resilience.


Rajiv Kottomtharayil is Chief Products Officer at Commvault.

 

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Security does not end at the edge of an organization’s own systems. Modern businesses connect a growing web of third-party applications to their core platforms to support sales, service, and collaboration. Each of these connections adds value. Each one also introduces exposure the organization does not fully control.That risk is not hypothetical. In June 2026, a threat actor compromised OAuth tokens tied to Klue, a competitive intelligence platform used to sync sales and marketing data with Salesforce. The attacker used those tokens to reach the Salesforce environments of the many organizations that had authorized the integration, including Commvault’s.As soon as we were notified of potential impact, our Security team activated our incident response process to determine what had occurred, contain the exposure, and assess whether customer information or Commvault services were affected.Our investigation found that the activity was limited to certain business relationship and sales information maintained within our Salesforce environment. The investigation found no indication that any customer backup data, product data, product metadata, operational logs, or Commvault services were impacted.

Acting Quickly When It Matters

Our response followed established security incident response procedures built to contain risk quickly while supporting a thorough investigation. Once we were notified of the incident, we disabled the Klue integration, revoked the associated access, and worked with the appropriate parties to conduct a full assessment of what happened.Throughout the investigation, our teams worked to determine what information had been accessed, validate the integrity of our environment, and confirm the incident stayed within the scope we had already contained.

A Pattern Worth Noting

This incident is one recent example of a pattern security teams have watched grow for several years: attackers targeting third-party applications connected to core business systems rather than attacking those systems directly. A single compromised integration can offer a trusted path into the environments of many downstream organizations at once, often with less resistance than a direct attack on any one of them.This shifts where an organization’s defense actually has to live. Strong internal controls remain necessary, but they are no longer sufficient by themselves. They have to be paired with active oversight of every application an organization connects, and a response capability that is ready before an incident, not built during one.

Building Resilience Beyond Our Own Environment

At Commvault, our security program includes ongoing assessment of the third-party applications connected to our environment. We review connected applications on a regular basis, evaluate the access each one holds, monitor for emerging risk, and reassess those integrations as business needs and the threat landscape change. When circumstances warrant, we act to reduce exposure and strengthen our posture, including disconnecting integrations that no longer meet our standards.

Our Commitment to Transparency

Trust is built through openness and accountability. When an event affects our stakeholders, we believe it is important to communicate what we know, explain how we responded, and share the outcome of our investigation, even when the event originated outside our own systems.We will continue to evaluate our security controls, refine our incident response processes, and strengthen our approach to third-party risk as part of our broader commitment to protecting our customers and partners.For the official details of this incident, including the scope of the investigation and customer guidance, please refer to ourTrust Center Updates.Will Galway is Deputy CISO at Commvault.

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Como projetar uma proteção unificada de dados: uma única infraestrutura de proteção de dados ( Platform ) para cargas de trabalho modernas

A proteção unificada de dados consolida segurança, recuperação, governança e automação por IA em uma única plataforma platform, possibilitando proteção consistente e recuperação confiável em ambientes híbridos e multi-cloud

Pontos principais

Unified data protection consolidates security, recovery, governance, and AI automation into one platform, helping reduce complexity while strengthening cyber resilience.

  • Unified data protection replaces fragmented tools with a single control plane that spans on-premises, hybrid, and multi-cloud environments for optimized TCO.
  • Siloed protection strategies increase operational complexity, weaken visibility, and reduce confidence in enterprise-wide recoverability.
  • A unified platform connects data security, cyber recovery, and identity resilience to help strengthen overall cyber resilience.
  • A dedicated instance delivers isolated resources, streamlined compliance and data localization, along with SaaS-driven innovation – helping enable secure, compliant operations without infrastructure management overhead.
  • Embedded AI capabilities help support automated discovery, intelligent policy enforcement, and faster, cleaner recovery outcomes.

Most enterprise data protection strategies were designed for a world that no longer exists — before cloud sprawl, AI-generated data growth, and hybrid infrastructure became the norm. Commvault Cloud addresses this architectural gap with a unified platform that connects data security, cyber recovery, identity resilience, and AI-enabled governance across every environment from a single control plane.

Por que as empresas modernas precisam de proteção unificada de dados?

De acordo comIBM’s Cost of a Data Breach Report 2025, o custo médio de uma violação de dados chega à impressionante quantia de US$ 4,4 milhões em nível global, com os custos aumentando significativamente quando a recuperação é adiada ou incompleta.

Ao mesmo tempo,o Fórum Econômico Mundialobserva que, à medida que as organizações enfrentam ameaças relacionadas à IA, instabilidade geopolítica e vulnerabilidades na cadeia de suprimentos, a necessidade de resiliência nunca foi tão evidente.

A proteção de dados corporativos está entrando rapidamente em um novo período de modernização drástica. Os dados não estão mais armazenados em locais previsíveis e, certamente, não permanecem estáticos. Cargas de trabalho críticas estão espalhadas por infraestruturas locais, múltiplas nuvens públicas, plataformas SaaS, contêineres e pipelines emergentes de IA. Cada ambiente traz seu próprio modelo operacional, suas próprias ferramentas e seus próprios riscos.

Para as equipes de segurança e de TI, a pressão está aumentando. Muitas organizações estão enfrentando, atualmente, três desafios estruturais críticos simultaneamente:

  • A IA está gerando volumes exponenciais de dados distribuídos, o que amplia a superfície de ataque potencial.
  • Muitas empresas ainda dependem de produtos isolados para proteger, gerenciar e recuperar dados, embora essas ferramentas nunca tenham sido projetadas para funcionar em conjunto.
  • Não existe uma abordagem única que sirva para todos os casos. As empresas modernas operam em ambientes locais, na nuvem ( cloud) e híbridos, e exigem resiliência que abranja todos eles.

Essa complexidade não surgiu da noite para o dia. Ela se desenvolveu à medida que a adoção d cloud s se acelerou e as equipes de aplicativos avançaram mais rapidamente do que as estratégias de proteção conseguiam evoluir, resultando em visibilidade fragmentada, operações inconsistentes e incerteza quanto à prontidão para a recuperação.

In this landscape, unified data protection has emerged as the architectural response – establishing a single control plane that helps protect workloads consistently across environments, reduce complexity, and strengthen confidence in enterprise-wide recoverability.


Como a proteção unificada de dados elimina a fragmentação?

Um estudo recente realizado pelaIBMe pela Palo Alto Networks destacou que uma organização média possui 83 soluções de segurança diferentes, provenientes de 29 fornecedores. Nessa nova e lamentável realidade, 52% dos executivos acreditam que a complexidade é o maior obstáculo às operações de segurança.

A fragmentação da proteção causa ineficiências, ao mesmo tempo em que aumenta ativamente os riscos operacionais e de segurança. O que costuma acontecer é que cada nova categoria de carga de trabalho introduz mais uma ferramenta de proteção. Os backups nativos da nuvem operam separadamente da proteção de máquinas virtuais. Os dados de SaaS ficam em seu próprio silo. Os relatórios de conformidade são extraídos de vários sistemas desconectados. Com o tempo, essa complexidade se multiplica, tornando a cobertura desigual e difícil de verificar.

A carga operacional cresce rapidamente. As equipes são forçadas a gerenciar vários consoles, aumentando os custos e os desafios técnicos. Os líderes de segurança não têm uma visão unificada dos dados protegidos em comparação com os expostos. As equipes de conformidade gastam tempo conciliando evidências. As equipes financeiras têm dificuldade para entender os verdadeiros custos da proteção. E o maior obstáculo: a confiança na Recovery se torna inconsistente, e a incerteza reina suprema.

Por fim, os líderes se veem diante de uma questão fundamental: será que realmente podemos recuperar todos os nossos dados?

Superar o obstáculo da fragmentação tornou-se, atualmente, essencial para o sucesso organizacional a longo prazo. A proteção unificada de dados foi concebida para resolver essa questão, ajudando a eliminar silos e estabelecendo um modelo operacional consistente em todos os ambientes.

Por que as empresas modernas precisam de uma reformulação arquitetônica unificada?

A proteção unificada de dados representa uma mudança na forma como as plataformas de proteção são construídas e operadas. Em vez de sobrepor ferramentas em ambientes individuais, as arquiteturas modernas estabelecem uma única camada de políticas e inteligência que abrange todo o patrimônio de dados. A proteção unificada consiste em criar uma base coesa de resiliência cibernética que reúna segurança de dados, recuperação cibernética e resiliência de identidade em um único modelo operacional.

Uma interface unificada platform oferece suporte a:

  • Proteção consistente em todo o espectro de cargas de trabalho.
  • Visibilidade centralizada da postura de proteção e dos custos.
  • Aplicação unificada de políticas e governança.
  • Modelos de implantação flexíveis que respeitam as necessidades de residência de dados.
  • Automação baseada em IA que se adapta ao crescimento dos dados.
  • Uma experiência operacional única para backup, recuperação e mobilidade.

O relatório “ Cloud ” da Commvault (platform )apresenta a proteção unificada como elemento fundamental para a resiliência cibernética moderna.


Como a Proteção Unificada oferece suporte a ambientes regulamentados e soberanos?

Para setores altamente regulamentados e cargas de trabalho críticas, a proteção unificada deve ir além da visibilidade e da eficiência. Ela também deve ajudar a proporcionar isolamento comprovável, controle geográfico e Readiness para auditorias. A soberania digital exige um controle comprovável e auditável sobre onde os dados residem, quem pode acessar e operar o ambiente e como a Recovery é executada. Isso não é alcançado simplesmente escolhendo uma região de nuvem ou um provedor; depende de como todo o sistema é arquitetado, governado e operado.

O Commvault Geo Shieldajuda a atender a esses requisitos, possibilitando controles configuráveis sobre os dados e, ao mesmo tempo, adaptando-se às necessidades de soberania dos clientes em constante evolução nos ambientes modernos de nuvem híbrida cloud. Desenvolvida para atender às regulamentações do mundo real, essa solução ajuda a manter os dados, os metadados e o acesso dentro da sua região, limitando a exposição extraterritorial.

Da mesma forma,a Instância Dedicada do Commvault Cloudoferece um ambiente totalmente isolado SaaS , projetado para organizações com exigências rigorosas de conformidade, privacidade ou residência de dados. Os clientes recebem seus próprios recursos dedicados de computação, armazenamento e gerenciamento, e essa solução foi projetada para que a infraestrutura nunca seja compartilhada entre locatários não relacionados.

A Instância Privada Dedicada oferece diversas vantagens para as empresas modernas. Ela ajuda a:

  • Simplifique as auditorias relacionadas a normas como HIPAA, FedRAMP e GDPR.
  • Atender aos requisitos de residência de dados por meio da escolha da localização geográfica da implantação.
  • Apoiar a velocidade contínua da inovação “ SaaS ”, preservando o isolamento.
  • Ter maior controle sobre o momento das atualizações e o lançamento de novos recursos.
  • Reduza as dificuldades na transição de cargas de trabalho regulamentadas para o SaaS.

A Instância Privada Dedicada opera dentro da mesma experiência unificada do platform . As organizações são projetadas para manter a paridade de recursos e a velocidade de inovação ao optar por um modelo de implantação mais controlado.


How Does AI Strengthen Unified Cyber Resilience?

AI is reshaping both the threat landscape and the opportunity for smarter protection. However, AI capabilities deliver the most value when they are embedded across the entire data protection lifecycle rather than applied as isolated features.

Within the unified platform, AI-enabled capabilities help support:
Automated data discovery and classification. 

  • Intelligent protection policy recommendations.
  • Continuous monitoring and enforcement.
  • Optimization insights that improve cost and resilience posture.

These capabilities are part of Commvault’s broader data security vision, which was strengthened through the acquisition of Satori Cyber. The acquisition was particularly important in an environment where data growth is outpacing traditional defenses.

Through this acquisition, Commvault Cloud now delivers Commvault Data & AI Security — a cloud-native capability that helps address the needs of modern enterprises adopting AI and managing sensitive data across structured and unstructured environments.

The unified platform also advances cyber recovery through AI-enabled workflows such asSynthetic Recovery, which helps surgically remove compromised data while restoring clean business operations. In parallel, expanding identity resilience capabilities helps organizations detect, audit, and respond to threats targeting identity systems such asActive Directory.

Qual é o impacto estratégico da proteção unificada de dados?

A proteção unificada de dados permite que as organizações repensem a forma como colocam em prática a resiliência cibernética. Ao reunir segurança de dados, recuperação cibernética e resiliência de identidade em uma única arquitetura, as organizações passam a ter acesso a um conjunto coordenado de recursos que funcionam de maneira consistente em diversos ecossistemas.

Essa base unificada ajuda a oferecer benefícios ampliados:

  • Proteção unificada para cargas de trabalho, nuvens e locais, projetada para melhorar a disponibilidade de dados confiáveis.
  • Governança unificada que integra as operações de segurança, identidade e recuperação.
  • Inteligência unificada que correlaciona sinais entre sistemas anteriormente desconectados.
  • Resultados de recuperação mais rápidos e eficientes quando ocorrem incidentes cibernéticos.
  • Menor complexidade operacional em escala empresarial.

Observadores do setor têm notado que, embora alguns elementos dessa convergência já tenham surgido anteriormente, a unificação significativa entre essas disciplinas tem sido limitada. Plataformas como a Commvault Cloud promovem essa visão ao implementar a resiliência em todo o conjunto de dados da empresa.

Para saber mais, acesse apágina “ Cloud ” da Commvault emplatform.

Conclusão: Como a proteção unificada de dados define a próxima era da resiliência cibernética?

A mudança em direção à proteção unificada de dados reflete uma realidade mais ampla. As empresas não podem mais se dar ao luxo de adotar estratégias fragmentadas de resiliência em um mundo marcado pelo crescimento dos dados impulsionado pela IA, pela infraestrutura distribuída e por ameaças cibernéticas cada vez mais sofisticadas.

Atualmente, as arquiteturas que unificam visibilidade, governança, inteligência e recuperação estão se tornando fundamentais para as operações de TI e segurança.

As plataformas projetadas com base nesse princípio ajudam as organizações a modernizar sua abordagem à proteção. Ao abranger a mais ampla gama de cargas de trabalho, oferecer suporte a modelos flexíveis de implantação e incorporar inteligência baseada em IA em todo o ciclo de vida, essas plataformas permitem que as organizações aumentem a confiança na recuperação sem aumentar a complexidade.

Para os líderes de segurança e de TI, o caminho a seguir está ficando claro. A resiliência deve ser unificada, inteligente e adaptável a qualquer lugar onde os dados estejam armazenados.

Perguntas frequentes

O que é a proteção unificada de dados e por que ela é importante neste momento?

A proteção unificada de dados é uma abordagem arquitetônica que utiliza uma única plataforma para proteger todas as cargas de trabalho em ambientes híbridos e multicloud. Ela é importante agora porque ferramentas fragmentadas não conseguem lidar com a complexidade impulsionada pela IA, a infraestrutura distribuída e as sofisticadas ameaças cibernéticas em escala empresarial. O Commvault Cloud foi projetado para oferecer isso por meio de um único plano de controle que abrange segurança de dados, Recovery cibernético e resiliência de identidade.

De que forma a fragmentação aumenta o risco corporativo?

Fragmented protection creates visibility gaps, inconsistent policies, and uneven recovery capabilities — making it difficult to verify coverage or confidently recover at scale. Commvault Cloud is designed to address this by replacing siloed tools with a unified control plane that provides consistent visibility, governance, and recovery confidence across on-premises, hybrid, and multi-cloud environments.

Como o Commvault Cloud oferece suporte a ambientes multicloud es sem dependência de um único fornecedor?

O Commvault Cloud unifica a proteção na AWS, no Azure, no Google Cloud e em ambientes locais por meio de uma única interface. Essa abordagem ajuda as organizações a gerenciar políticas, monitorar riscos e otimizar custos em todas as nuvens, sem ficarem vinculadas a um único provedor de infraestrutura.

Qual é o papel da Instância Dedicada em setores regulamentados?

A Instância Dedicada oferece um ambiente totalmente isolado do SaaS , com recursos dedicados de computação, armazenamento e gerenciamento. Ela ajuda as organizações a atender aos requisitos de conformidade, privacidade e soberania, mantendo o acesso aos mesmos recursos unificados do platform .

Como a IA aprimora a proteção unificada de dados?

Commvault Cloud embeds AI-enabled capabilities across the full protection lifecycle — supporting automated data discovery, intelligent classification, policy recommendations, and continuous monitoring. Strengthened through the acquisition of Satori Cyber, these capabilities help reduce exposure windows, optimize protection strategies, and accelerate clean recovery after incidents without adding operational complexity.

De que forma a proteção unificada melhora os resultados da recuperação cibernética?

Commvault Cloud integrates data security, cyber recovery workflows, and identity resilience signals within a single platform — helping organizations detect threats earlier and execute faster, more precise recoveries. Capabilities like Synthetic Recovery and anomaly detection work together to help strengthen resilience and reduce operational disruption during incidents.

Explore recursos relacionados

Commvault’s Complete Cloud Platform

Solução

Geo Shield da Commvault Cloud

Saiba como o Geo Shield ajuda as organizações a alinhar a resiliência cibernética com os requisitos de soberania, regulatórios e operacionais em ambientes híbridos e multicloud .
Explore a solução sobreabout Geo Shield da Commvault Cloud
Solução

Instância dedicada do Commvault Cloud Unity

Descubra como a Instância Privada Dedicada combina o isolamento da infraestrutura com operações simplificadas no estilo “ SaaS ” para organizações com requisitos rigorosos de conformidade, privacidade ou residência de dados.
Explore a solução sobreabout Instância dedicada do Commvault Cloud Unity

The conversation around AI is changing quickly. That’s why I’m so excited to share our podcast series Ready. Or Not. We’ve paired comedian Nathan Macintosh with expert guests to talk about AI agents, cyber resilience, trust, data management, and more.

In our first episode, Nathan sits down with Dr. Reid Blackman, founder and CEO of Virtue Consultants, to tackle one of the biggest topics in AI today: agentic AI. From ethical challenges to security risks, their conversation explores what happens when AI moves beyond making content to making decisions – and taking action.

One thing is clear: Agentic AI isn’t just another technology trend. It’s changing how we think about decision-making and the role AI will play in our organizations. If you’re wondering what agentic AI means for your business, this podcast is a great place to start.

Assista ao episódio completo no Readiverse.

Blog Key Takeaways

  • Most AI failures are caused by unintended consequences, not malicious intent.
  • Agentic AI can access systems, tools, and data to get work done, making it both incredibly useful and inherently risky.
  • AI agents can create new security challenges, from prompt attacks to expanded attack surfaces.
  • Multi-agent systems can increase efficiency, but they can also amplify mistakes when systems are connected.
  • Organizations need practical frameworks for managing AI risks before they become real-world problems.

First, Do No Harm

One takeaway from the episode is that most AI failures don’t start with bad intentions. Many begin with organizations trying to solve legitimate business problems.

Dr. Blackman uses a failed Amazon AI recruiting tool as an example. The algorithm was trained on past resumes and hiring data to inform future hiring decisions. AI ultimately learned patterns that favored male candidates because those patterns existed in the data.

The result wasn’t what Amazon intended, but that’s exactly the point. AI systems can learn lessons we never meant to teach them.

What happened next was encouraging: Amazon tested the system, identified the issue, tried to correct it, and ultimately discontinued the project when the problem couldn’t be resolved.

We tend to treat AI failures as proof that technology can’t be trusted, but Dr. Blackman makes a different point. Responsible AI isn’t about pretending mistakes won’t happen. It’s about testing, learning, and being willing to stop when something isn’t working the way you intended.

When AI Becomes Your Coworker

The Amazon example also highlights something bigger. AI is capable of delivering value, but it can also produce unintended outcomes when we don’t fully understand how it’s learning or making decisions. Generative AI showed us what AI can create. Agentic AI is showing us what AI can actually do when it’s connected to business systems.

One comparison that stood out to me was that agentic systems are, in some ways, starting to look like employees. To be useful, they need access to the same tools, databases, and software that people use. Give an AI agent access to one system, and it can do one job. Give it access to dozens of systems, and it becomes more powerful.

“More access means more capability, but it also increases risk dramatically.”

– Dr. Reid Blackman

Sneak Peek: Keeping AI in Check

What happens when your AI agent starts interacting with other people’s agents? In this clip, Dr. Blackman explains why monitoring multi-agent systems will become one of our biggest challenges.

A New Kind of Security Challenge

Agentic AI changes more than the way work gets done. It also changes the way we think about security. Instead of following predefined workflows, users interact with AI through natural language. That makes these systems more intuitive – but it also creates new challenges that traditional software doesn’t have.

As Dr. Blackman explained, attackers don’t necessarily have to break into an AI system the way they might traditional software. Instead, they may try to manipulate it through carefully crafted prompts that influence its behavior, bypass safeguards, or expose information it shouldn’t access. It’s a reminder that as AI becomes more capable, security has to evolve right alongside it.

“Do we need AI watching AI?”

– Nathan Macintosh

The Risks of Multi-Agent Systems

If one AI agent can make a mistake, imagine what happens when multiple AI agents start working together. While it may be more efficient for systems to be connected, it also creates more opportunities for failure.

If one agent makes a mistake, it can create a ripple effect. A small issue can become a much larger one if organizations don’t understand how those interactions work. This doesn’t mean multi-agent systems are inherently risky. It simply means they require the same level of planning and oversight that organizations would apply to any complex business process.

“I learned about agentic AI today and I’m already scared. Now you’re telling me AI agents talk to other AI agents?”

– Nathan Macintosh

Do You Know Who Your AI is Talking To?

If managing your own AI agents sounds challenging, consider what happens when they start interacting with someone else’s AI. You may know your own guardrails and policies, but external AI systems may be different. You may not know how they were trained, what they can access, and if they have the same safeguards in place.

Get Ready

Agentic AI is moving quickly, and the technology will keep evolving. The organizations that succeed may not necessarily be the ones that adopt AI first. They’ll be the ones that understand how to govern it, test it, and build trust around it.

One of the goals of Ready. Or Not. is to move beyond the hype and examine what responsible technology adoption actually looks like.

Dr. Blackman’s perspective is a reminder that successful AI adoption isn’t about choosing between innovation and caution. It’s about balancing both. That’s exactly the kind of conversation we’re excited to continue throughout our series.

Assista ao episódio completo no Readiverse.

Perguntas frequentes

Q: What is agentic AI?

A: Agentic AI refers to AI systems that can take actions, access tools, interact with applications, and complete multi-step tasks with varying levels of autonomy. Rather than simply generating responses, they can actively perform work across connected systems.

Q: Why does agentic AI introduce new risks?

A: Agentic AI often requires access to multiple systems, applications, and data sources. While that access increases usefulness, it can also expand the potential impact of mistakes, misuse, or security compromises.

Q: What are prompt attacks?

A: Prompt attacks involve using carefully crafted inputs to manipulate an AI system’s behavior, bypass safeguards, or expose information that should remain protected.

Q: Why is monitoring becoming more important?

A: As AI agents become more autonomous and connect to more systems, they are also becoming less predictable. Monitoring helps organizations identify unexpected behavior early and understand how AI systems are interacting with people, data, and other AI agents.

Q: What are multi-agent systems?

A: Multi-agent systems consist of multiple AI agents communicating and collaborating with one another to complete tasks. While they can improve efficiency, they can also introduce additional complexity that organizations must manage carefully.

Q: What’s the biggest takeaway from this episode?

A: AI risk isn’t just about what technology can do. It’s about understanding how systems behave when they interact with people, data, applications, and each other – and putting the right safeguards in place before problems arise.

Katherine Demacopoulos is Senior Director of Global Content Strategy and Programs at Commvault.

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Durante anos, a hipótese de trabalho na área de segurança corporativa era de que uma infraestrutura de prevenção madura poderia conter o ataque por tempo suficiente para que os defensores pudessem reagir. A Frontier AI está abalando essa premissa, já que os modelos mais recentes reduzem o tempo necessário para detectar e explorar vulnerabilidades de dias ou semanas para praticamente tempo real.
Lançada para avaliar os possíveis riscos à segurança decorrentes de seu próprio modeloMythos model, Anthropic’s Project Glasswingda Anthropic já conta com a participação dequase 200 empresase identificou aproximadamente 10.000 vulnerabilidades críticas ou de alta gravidade. Enquanto isso,OpenAI’s GPT-5.5está demonstrando capacidades comparáveis.
Em um webinar recente, Pranay Ahlawat, diretor de tecnologia e IA da Commvault, e Vidya Shankaran, diretora de tecnologia de campo, se juntaram a mim para explorar o novo cronograma para o gerenciamento de vulnerabilidades, a crescente importância da validação da recuperação e como as equipes devem encarar a resiliência atualmente.Inscreva-se no webinar sob demanda.

Pontos principais

  • À medida que a capacidade de ponta em IA se duplica em um ritmo cada vez mais acelerado, os recursos avançados que ajudam a reduzir o tempo entre a descoberta de uma vulnerabilidade e sua exploração chegarão às mãos dos adversários dentro de seis a nove meses.
  • A recuperação de um sistema de IA agênica exige a sincronização simultânea de fontes de dados, configurações de agentes e identidades não humanas; restaurar qualquer elemento isoladamente pode criar lacunas que só vêm à tona quando algo a jusante deixa de funcionar.
  • O backup e a recuperação resolvem problemas diferentes: o backup garante que os dados estejam armazenados em um local seguro, enquanto a recuperação garante que uma organização possa realmente retornar a um estado limpo e funcional.
  • ResOps™ (resilience operations) frames recovery as a cross-functional discipline. It brings security, operations, and technology teams together around a shared definition of what clean actually means.
  • A four-step framework – defining a “empresa mínima viável, isolating and testing crown jewel workloads, evaluating recovery for risk, and running full recovery drills – gives organizations a practical starting point.

A Frontier AI revoluciona a gestão de vulnerabilidades

O poder da IA de ponta agora dobra aproximadamentea cada quatro meses, muito mais rápido do que há alguns anos. Embora os modelos do tipo Mythos ainda não tenham sido lançados publicamente, os adversários podem em breve obter acesso de código aberto a recursos semelhantes aos do Mythos, incluindo:

  • Uma janela de contexto efetivamente ilimitada.
  • A capacidade de criar um conjunto de ferramentas de ataque por meio da compilação reversa de código e da criação de contêineres para identificar vetores de ataque.
  • Encadeamento de vulnerabilidades, que consiste na combinação de falhas que, isoladamente, são de menor gravidade, para formar uma exploração grave.

This has serious implications. Two out of three organizations currently carry more than 100,000 unpatched vulnerabilities, with an average fix life of approximately 240 days. In the past, security teams have dismissed many vulnerabilities as too difficult for an average adversary to chain together, but automation has rendered that viewpoint nearly obsolete.
At the same time, the use of AI for code creation – roughly 41% of new code is now AI-generated, and GitHub saw a 25% year-over-year increase in commits – is expanding the vulnerability surface faster than remediation can address it. The ability to uncover new zero-day vulnerabilities at scale compounds the problem.
When the time from discovery to exploitation approaches zero, the window for defensive action effectively closes.

Antevisão: O futuro em rápida transformação da IA

Este vídeo destaca uma realidade crucial: os recursos avançados de IA raramente permanecem exclusivos por muito tempo. À medida que as inovações de ponta em IA se difundem para ecossistemas mais amplos, as organizações devem se preparar para um futuro em que recursos ofensivos cada vez mais sofisticados se tornem mais amplamente disponíveis.

A nova métrica de resiliência: tempo médio para uma recuperação completa

Backup and recovery solve fundamentally different problems. Backup only confirms that data has been copied somewSaiba mais no SHIFT 2025 safe, but it says nothing about whether the organization can actually return to a working state. And that’s wSaiba mais no SHIFT 2025 things can get complicated.
Two challenges often come between a successful backup and a successful recovery.

  1. Restaurar um ambiente complexo significa recuperar o aplicativo, as máquinas virtuais, a configuração de rede, o Active Directory e os bancos de dados transacionais que o suportam, tudo na sequência correta.
  2. You have to make sure that the data you’re restoring is free of malwareoubackdoors – something seven out of 10 organizations recovering from a cyber incident are currently unable to validate.

A recovery that meets its time target while reintroducing an active threat can be worse than no recovery at all.
To get clearer visibility into their resilience, organizations have begun using the “tempo médio para recuperação limpa” (MTCR), que combina o “tempo objetivo de recuperação” (RTO) — o tempo necessário para validar que os dados recuperados estão de fato limpos — e uma etapa final de validação humana antes que os sistemas retornem à produção. A meta de recuperação para o MTCR é a“empresa mínima viável: the roughly 30% of an environment, sequenced by dependency, that has to come back online for the organization to keep functioning.

A sala limpa como ferramenta de teste

Recovery testing, the final human validation step in MTCR, typically means standing up a separate environment from live production systems – a time-consuming task when every minute counts. While cleanrooms are sometimes seen as an element of backup, a cloud-based cleanroom can also play a proactive role in recovery by providing an isolated environment to orchestrate and test complex recoveries before they are restored to production.
The same isolated environment can also help serve as a forensic tool, letting teams stand up two versions of a backup side-by-side to better understand what changed during an incident. And because it’s cloud-native and consumption-based, organizations can avoid standing up dedicated infrastructure just to test recovery.

Quatro etapas para a resiliência operacional

Commvault’s four-step framework for building measurable operational resilience builds on these ideas.

  • Step 1: Define the “empresa mínima viável: A business-oriented view of what has to come back, in what sequence, and with what dependencies, for the organization to function again, rather than a flat inventory of databases and virtual machines.
  • Step 2: Make sure the systems supporting that “empresa mínima viável sit in an air-gapped, immutable, network-segmented environment that can be spun up and down quickly. For crown jewel workloads, this should be tested on a 45-day cadence.
  • Step 3: Evaluate recovery for risk before declaring it complete, since reintroducing a backdooroupiece of malware during recovery defeats the purpose of the exercise and leaves little time for a second attempt.
  • Step 4: Treat recovery as more than a tabletop exercise. Perform recoveries with the same people and processes that would be involved in a real incident, alongside the automation behind them.

Quando a IA se torna o problema da recuperação

A large share of enterprises are already running AI systems in production, but only about 20% of them have actually tested their recoverability, leaving them vulnerable in the event of an incident. This is especially significant in light of the three ways AI changes resilience architecture.
First, AI expands the surface area that needs protection, from vector databases and model weights to agent configurations and the endpoints, such as Claude Coworkouo Google Antigravity, wSaiba mais no SHIFT 2025 employees actually interact with agents.
It also introduces a fan-out problem, wSaiba mais no SHIFT 2025 a single update from an agent can cascade through a mesh of connected systems in ways that are far less predictable than a traditional three-tier application.
Finally, AI makes recovery itself more complex, since restoring an agentic system means synchronizing memory, state, transactional data, and non-human identities (NHIs) – the credentials and permissions assigned to AI agents rather than people – all at once.
The customers furthest along on agentic deployments have already made these systems part of their “empresa mínima viável. At every stage of maturity, the emphasis is on restoring data sources, agent configurations, and supporting elements like weights and biases together, rather than as separate efforts, since misalignment between any of those pieces can introduce risk that a single point of recovery wouldn’t catch.

Ações para a resiliência pós-Mythos

As a starting point to reduce risk from frontier AI, map your organization’s crown jewel systems and confirm that they sit in an air-gapped environment. With your “empresa mínima viável defined, run cleanroom drills to establish a recoverability and MTCR baseline across tier-one workloads. This should be your anchor, board-level metric for resilience, showing clearly how quickly your business can resume essential operations following an incident.
Testing is critical for surfacing gaps in business, technology, and process understanding. Often, some of the biggest problems are organizational. ResOps™ (resilience operations), can address these.
A framework rather than a product, ResOps brings security, operations, and technology teams together around a shared view of what resilient design and recovery validation should look like. ResOps formalizes the growing industry recognition that cyber recovery is a cross-functional problem that requires stakeholders from across the business who each have a stake in the outcome.
In the post-Mythos era, that coordination is critical to both support ongoing readiness and enable a fast, effective response to an incident. Frontier AI makes a tested, well-defined clean recovery process a baseline requirement.

Assista ao webinar completo

Watch the full Resilience Over Panic session on demand to explore our four-step framework in more detail, including the requirements for agentic AI recovery.
Register Saiba mais no SHIFT 2025 for the webinar.

Perguntas frequentes

Q: What is “tempo médio para recuperação limpa” (MTCR)?

A: Mean time to clean recovery (MTCR) measures how long it takes an organization to return to a verified, clean operating state after an incident. It’s a broader measure than simply how long it takes to restore data. It combines the traditional recovery time objective (RTO) with the additional time needed to confirm recovered data is free of malwareoubackdoors, plus a final human validation step before systems return to production.

As organizações estão, cada vez mais, considerando o MTCR — e não apenas a velocidade de recuperação — como a métrica de resiliência adotada pela diretoria, uma vez que uma recuperação rápida que reintroduza uma ameaça ativa pode causar mais danos do que uma recuperação mais lenta, mas comprovada.

Q: How is MTCR different from RTO?

A: RTO measures how quickly systems and data can be restored after a disruption. MTCR includes RTO as one component, but adds the time needed to confirm that restored data is clean and the time spent on human validation before systems go back into production. In a cyber incident specifically, a system can meet its RTO and still fall short of true resilience if the restored environment is reinfected shortly afterward.

Q: What is a “empresa mínima viável, and how is it different from a full disaster recovery plan?

A: A “empresa mínima viável, sometimes called a minimum viable business, is the smaller, business-prioritized subset of systems, data, and dependencies an organization needs back online to keep functioning after an incident, rather than its entire IT estate.

A full disaster recovery plan typically aims to restore everything, in time; a “empresa mínima viável definition forces an organization to decide in advance what truly has to come back first, and in what sequence, to avoid an operational shutdown.

Q: What’s the difference between a tabletop exercise and a live recovery drill?

A: A tabletop exercise is a paper-based walkthrough of an incident response plan, typically used to test decision-making and communication among stakeholders without actually executing any technical recovery steps.

A live recovery drill goes further by actually performing a recovery, using the real tools, automation, and people involved, to confirm the process works in practice, beyond what a paper exercise can show. Organizations that rely only on tabletop exercises may have a resilience plan that looks sound on review but hasn’t been tested against the operational details that tend to make real incidents take longer than expected.

Q: What are non-human identities (NHIs), and why do they complicate AI recovery?

A: NHIs are the credentials, permissions, and access rights assigned to software components, such as AI agents, rather than to individual people. As organizations deploy more agentic AI, the number of NHIs in an environment grows, and each one needs to be accounted for during a recovery alongside more familiar elements like databases and transactional systems.

Recovering an agentic AI system typically requires synchronizing NHIs with the rest of the AI stack, since restoring dataouconfigurations without restoring the correct agent permissions can leave gaps that are difficult to detect until something breaks downstream.

Q: How should an organization get started with ResOps™ (resilience operations)?

A: ResOps is a cross-functional framework that brings security, operations, and technology teams together around a shared definition of resilient design, distinct from any single product.

As organizações podem começar identificando um pequeno número de aplicativos essenciais e realizando um teste inicial de recuperação para estabelecer uma linha de base do MTCR, em vez de tentar formalizar toda a disciplina de uma só vez. Essa linha de base inicial oferece às equipes de segurança, operações e governança um ponto de referência concreto para acompanhar o progresso. Ela também ajuda a desenvolver, ao longo do tempo, os hábitos interequipes dos quais o ResOps depende.

Michael Thelander is Senior Director of Product Marketing at Commvault.

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At Commvault, caring is not just something we say. It is something we act on every day.

Over the years, we have been so proud to have partnered with TeenTech, a UK-based educational charity for students aged 11–19. Teams of up to three students design and build tech products that solve real-world problems, then present them to a panel of industry judges.

We recently had the honor of attending the TeenTech Awards in London, where students from across the UK showcased the kind of creativity and problem-solving that gives us real hope for the future.

What made the day so meaningful was watching our people show up for each other. Vaulters from across the UK have supported TeenTech throughout our partnership – from building educational games and reviewing dozens of student projects, to volunteering their time on the big finals day.

This kind of commitment brings together Vaulters from different parts of our business and creates new connections along the way.

The innovation on display at the TeenTech Awards this year was unmatched. Here are a few of the standout ideas from the finalists:

  • A path toward treating Parkinson’s disease. One team proposed an approach for supporting patients earlier in the disease’s progression and explained the science behind it with real clarity.
  • A safer way to get from A to B. Another team rebuilt a navigation app around a “safest route” option, prioritizing personal safety alongside speed and distance.
  • A smart bandage that watches wounds heal. One finalist team designed a bandage that produces a hydrogel to support recovery and pairs with an app to track healing progress.
  • A fencing panel built to cut emissions. A fourth team proposed attaching zeolite panels to farm fencing as a simple way to help reduce agricultural emissions.

TeenTech gives young people a runway into STEM careers they might never have considered. Continuing to invest in the next generation of innovators matters, and we’re honored that Commvault gets to play a part in this journey.

Martha Delehanty is Chief People Officer at Commvault.

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Durante anos,a criptografia pós-quântica (PQC) sat comfortably in the category of “important, but not urgent.”

Security leaders knew it was coming. Researchers talked about it. Standards bodies worked on it. Most organizations acknowledged that it would eventually require attention. But I would argue that the time to start preparing is now.
In this episode of STRIVE, I sat down with Sr. Director of Portfolio Marketing Michael Fasulo to discuss why the conversation around PQC is changing so quickly – and why the organizations that wait for certainty may find themselves running out of time.
Watch the episódio completo.

Pontos principais

  • Harvest Now, Decrypt Later attacks mean sensitive data is already at risk, even if quantum capabilities aren’t stable or commercially viable yet.
  • A maioria das organizações não tem uma visão completa de seu inventário criptográfico, o que torna a identificação desses dados o primeiro grande obstáculo.
  • A PQC é tanto um desafio tecnológico a ser resolvido quanto uma questão de priorização de riscos.
  • As organizações que começarem a se preparar agora terão mais opções para ajustar suas prioridades do que aquelas que forem forçadas a reagir mais tarde.

The Problem Isn’t the Technology

Most discussions about a criptografia pós-quântica start with technology.

  • Com que rapidez a computação quântica está avançando?
  • Quando os sistemas quânticos relevantes para a criptografia se tornarão viáveis?
  • Quais algoritmos provavelmente sobreviverão a longo prazo?

Those are important questions. But they’re not the questions I would prioritize asking. Michael wrote a post no ano passado about PQC and we discussed today how several things have changed since then.
Over the past several years, estimates have consistently moved in one direction: what once felt distant now feels increasingly close. At the same time, standards are evolving; regulatory expectations are increasing, and organizations are beginning to recognize how much cryptographic debt they’ve accumulated over the decades.
The exact date of Q-Day may remain uncertain. The direction of travel is not.

The Risk está aqui e agora

One reason this conversation has become more urgent is the growing attention around Harvest Now, Decrypt Later attacks. The concept is straightforward: An adversary gains access to encrypted information today, stores it, and waits for future capabilities to make that information readable.
What’s important here is that the risk doesn’t begin when quantum computing arrives. The risk begins when even encrypted data is exfiltrated and stored.
For organizations protecting intellectual property, healthcare records, government information, or other sensitive long term retention data, that distinction changes everything.
Organizations need to know whether data being retained today will still matter when that future arrives.
For many,esp. the highly regulated industries and critical infrastructure, the answer is yes.

Prévia: Por que a agilidade em criptografia é importante

Embed clip here: https://www.youtube.com/watch?v=A3YWU5rlmGA

In this clip, Michael explains why PQC isn’t a one-time fix or switch. The real goal is crypto agility – building the flexibility to adapt cryptographic algorithms as standards, and threats evolve. Because in cybersecurity, the challenge isn’t just preparing for what’s next. It’s being ready for what comes after that.

A descoberta é o verdadeiro projeto

One misconception about PQC is that it’s primarily an encryption upgrade. In reality, most organizations haven’t reached the stage where replacement is the biggest concern.
They’re still trying to understand the scope of the problem. Cryptography exists everywhere.

  • Aplicações
  • Certificados
  • Serviços em nuvem
  • APIs
  • Assinatura de código
  • Plataformas de terceiros

Many organizations struggle with the creation of the cryptographic inventory or its scope. That makes discovery one of the most important – and often underestimated – parts of the journey.
And for many enterprises, that’s a much larger endeavor than expected.

O desafio da cadeia de suprimentos

Another reason PQC has become a priority is that no organization will navigate this transition alone. Modern enterprises depend on vendors, cloud providers, software partners, and countless third parties, all of whom use cryptography.
That means quantum readiness extends beyond internal systems. It becomes a question of ecosystem readiness.

  • Os fornecedores estão se preparando?
  • Os fornecedores essenciais estão planejando migrações?
  • As plataformas de terceiros estão alinhadas com os padrões emergentes?

These questions will increasingly become part of risk conversations, procurement discussions, and long-term technology planning. Because cryptography doesn’t stop at organizational boundaries. Neither does risk.

Por que essa conversa é importante

The most important takeaway from this discussion is that a criptografia pós-quântica is no longer a future technology challenge.
It’s becoming a present-day resilience conversation.
Organizations don’t need to panic and they don’t need to overhaul every system overnight. But they do need to begin, to make the best use of the time at their disposal for prepartion.
The organizations that navigate this transition successfully won’t necessarily be the ones with the most sophisticated cryptography. They’ll be the ones that started building understanding before certainty arrived.
And that’s often how resilience works.

Watch the Full Episode

There is plenty more that Michael and I explore in the episode that I didn’t capture above. Be sure to Assista agorapara obter insights sobre:

  • Os maiores desafios que as organizações enfrentam ao iniciar sua jornada em PQC.
  • O que os líderes devem priorizar hoje, incluindo algumas práticas recomendadas.
  • A compreensão dos algoritmos MLKEM e da agilidade criptográfica.
  • Considerações sobre infraestrutura para PQC.
  • Como a Commvault está se preparando para esse futuro.

FAQs

Q: What is a criptografia pós-quântica (PQC)?
A: PQC refers to cryptographic algorithms designed to help remain secure against attacks from future quantum computers.
Q: What is Harvest Now, Decrypt Later?
A: It’s a strategy where attackers collect encrypted data today with the intention of decrypting it later when more advanced computing capabilities become available.
Q: Why are organizations focusing on PQC now?
A: Because preparation takes years, and sensitive data collected today may still be valuable when quantum threats become practical.
Q: What is the biggest challenge organizations face?
A: Discovery. Most organizations do not have complete visibility into where cryptography is used across their environments.
Q: Do organizations need to replace all cryptography immediately?
A: No. Most experts recommend starting with inventory, discovery, and prioritization before planning broader migrations.
Q: What should leaders do first?
A: Identify long-lived sensitive data, understand cryptographic dependencies, and begin building a roadmap for future transition.
 

Vidya Shankaran is Field CTO at Commvault.

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Cyber Resilience

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Como o ResOps impulsiona a próxima evolução da resiliência corporativa?

As operações de resiliência (ResOps) são uma disciplina operacional que unifica segurança, infraestrutura de TI e Recovery para proporcionar às organizações a capacidade de comprovar a capacidade de recuperação de ponta a ponta.

Pontos principais

ResOps shifts organizations from a reliance on passive tools and assumptions to adoption of a proactive operational discipline that proves recoverability across systems, teams, and processes.

  • ResOps is a practice and discipline that can be adopted, not a product that can be bought. It is a unified operational model that brings together people, process, and technology to address digital fragility and the existential risk facing modern organizations.
  • The rapid adoption of AI has accelerated data growth, increased system interdependencies, and introduced new risks across pipelines, identities, and models. This ecosystem needs an overarching model to achieve resilience.
  • 97% of organizations have had a security incident in the past 12 months, according toMicrosoft’s 2026 Secure Access Report — split fairly evenly between malicious attacks and accidental errors.
  • Traditional metrics such as uptime and recovery time objective (RTO) fail to capture the complexities and risks of cyber recovery, where data integrity and system dependencies play a critical role.
  • Detection and containment alone are not sufficient: organizations must build recovery processes that helps restore clean, trusted, and fully functional data.
  • Increasing regulatory pressure has forced organizations to move beyond policy-based compliance toward demonstrable, evidence-based resilience.

Most enterprises have backup, disaster recovery, and security tools in place — yet few can prove the recoverability of critical services. Especially under real-world, active attack conditions. Commvault enables ResOps by connecting protection, detection, and recovery into a continuous operational model, helping organizations move from assumption-based resilience to evidence-based, measurable, and predictable recoverability.


Why do traditional B&R and disaster recovery solutions fall short?

Disruption is a constant threat in today’s hybrid, multi-cloud world. That’s why most businesses already have backup and disaster recovery in place. Many also invest heavily in cybersecurity tools designed to detect and respond to threats. On paper, it looks like organizations have already built a cyber resilience program.

Na prática, porém, isso raramente é o caso.

O desafio não é a falta de ferramentas, mas a crescente complexidade dos ambientes que elas devem proteger, combinada com a virulência de novos ataques e a fragmentação existente nas arquiteturas de segurança modernas.

According to Microsoft’s recent Secure Access report, 97% of organizations have had a security incident in the past 12 months. These attacks are happening in enterprises that now operate across fragmented systems spanning clouds, applications, endpoints, and data platforms. At the same time, AI adoption is accelerating this complexity. With88% of organizationsusing AI in at least one function, data is growing exponentially faster, the threats embedded in that data are stealthily increasing, dependencies have become harder to track, and recovery paths are no longer predictable.

Traditional backup and disaster recovery processes start when something breaks. These tools are also designed for stable, static systems: they confirm that data copies exist and recovery plans are documented, but don’t validate whether entire services, including all dependencies, can be restored under real-world conditions.

Isso cria uma lacuna de resiliência, levando a problemas na prática:

  • Os dados podem ser recuperáveis, mas não utilizáveis ou confiáveis.
  • Os sistemas podem ser restaurados, mas não estar totalmente funcionais.
  • Os planos de recuperação podem existir, mas falhar em condições reais.

Atualmente, a resiliência exige mais do que ferramentas isoladas. Ela requer um modelo operacional que conecte continuamente proteção, detecção e Recovery.

É aí que o ResOps muda o jogo. Ele une de forma eficaz a proteção de dados, a detecção e a Recovery em um único modelo operacional contínuo e validado.


O que é ResOps e por que é importante?

ResOps é uma disciplina operacional projetada para garantir que a Recovery seja abrangente e possa ser comprovada mediante solicitação, com evidências.

Ela reúne pessoas, processos e tecnologia nas áreas de segurança, TI e infraestrutura em um único modelo operacional. Ao planejar e implementar coletivamente serviços críticos, um projeto resiliente e validação contínua, as organizações podem resistir melhor a interrupções, se recuperar dentro de tolerâncias de impacto definidas e comprovar isso com evidências.

The biggest advantage of a high-functioning ResOps practice is that it’s been structured directly to addressing enterprise fragility and existential risk. Some of the model’s key capabilities include:

  • Operationalizing the “safe recovery” process
  • Definição de indicadores mensuráveis de resiliência de serviço (SRIs) e pontuação baseada em evidências
  • Simular (e otimizar para) a Recovery em condições de estresse
  • Considerar a interrupção total e validar caminhos de reconstrução
  • Identificar continuamente e ajudar a reduzir lacunas de resiliência à medida que os sistemas evoluem
  • Baseando-se em evidências provenientes de testes realistas
  • Abrangendo toda a empresa
  • Gerenciando a fronteira entre operações normais e operações em estado de crise

A principal diferença está no foco. As abordagens tradicionais priorizam a capacidade; o ResOps prioriza os resultados. Isso dá às organizações a capacidade de demonstrar que serviços críticos podem ser restaurados, e não apenas que as ferramentas estão disponíveis.


Por que a resiliência cibernética exige disciplina operacional?

Adding more tools isn’t the answer for resilience. In fact, 40% das organizações afirmam ter fornecedores em excesso.

Os sistemas modernos são fortemente interligados e altamente automatizados. Falhas em uma área podem se propagar por todos os serviços, especialmente em ambientes com infraestrutura compartilhada e cargas de trabalho interdependentes.

Without a unifying operational model, teams must coordinate across disconnected tools and workflows during incidents – while the salvos are flying and communication is at its worst. This slows response and increases risk. IT teams and engineers are left figuring out a plethora of tools instead of actually focusing on what matters.

O ResOps introduz estrutura e responsabilidade. Ele define a responsabilidade pelos resultados da Recovery, estabelece expectativas de nível de serviço e verifica se os processos de Recovery são testados regularmente.


Como as organizações devem medir a resiliência cibernética atualmente?

Métricas tradicionais, como tempo de atividade e RTO, não refletem a realidade da recuperação cibernética. Elas partem do princípio de que os sistemas podem ser restaurados de forma rápida e sem complicações, o que raramente ocorre em ecossistemas complexos e interdependentes.

É necessária uma nova métrica para o verdadeiro sucesso da recuperação cibernética:Tempo Médio para Recuperação Completa (MTCR) MTCR addresses this need by precisely measuring how long it takes to restore verified, uncompromised and fully usable data. This metric is based on the belief that cyber recovery can only be complete when data integrity and trustworthiness have been restored. “Time to reastore,” without any context for safety or cleanliness or completeness, is wholly insufficient to provide confidence in addresses this by measuring how long it takes to restore verified, uncompromised data. This metric is based on the belief that cyber recovery must be measured by data integrity and trustworthiness. Only considering the restoration time is insufficient for the complete picture.

Os SRIs reforçam essa confiança ao avaliar se os serviços essenciais podem operar dentro de limites de tolerância definidos durante uma interrupção. Em conjunto, essas métricas ajudam as organizações a passar de suposições para evidências, identificar lacunas nas capacidades de Recovery e alinhar a resiliência aos resultados de negócios.


O que o modelo “zero trust” deixa de considerar quando se trata de Recovery?

O modelo “zero trust” é um paradigma de segurança cibernética que parte do princípio de que nenhum usuário ou dispositivo é inerentemente confiável, que permissões elevadas são controladas e que uma violação já ocorreu ou é inevitável.

O modelo “zero trust” tem feito maravilhas ao aumentar nosso nível geral de segurança em todos os segmentos do setor.

Onde o modelo “zero trust” apresenta lacunas é no Princípio 3: uma violação real ou falha de segurança. A maioria das organizações concorda com isso, mas não está operacionalmente preparada para esses cenários.

As organizações podem detectar e isolar ameaças rapidamente, mas ainda assim enfrentam dificuldades para restaurar os sistemas de forma a garantir a continuidade e a confiança. A detecção não garante a recuperabilidade. Isso criou uma lacuna evidente entre a resposta e a Recovery efetiva.

ResOps fills this gap by serving as the operational layer that extends the zero-trust model all the way through its “assume the breach” mandate and fulfilling its original promise. With ResOps enhancing zero trust through a practice of operational resilience, organizations are better prepared to respond to threats and recover from them effectively.



Como os órgãos reguladores estão redefinindo as expectativas em relação à resiliência?

As expectativas regulatórias estão mudando rapidamente no sentido de uma resiliência comprovável, especialmente no que diz respeito a dados gerados por IA e mal monitorados. Os marcos de governança exigem, cada vez mais, proteção e supervisão estruturadas dos sistemas de IA e dos dados gerados por IA. Aspectos como transparência, rastreabilidade, supervisão humana, controles de qualidade de dados e gestão de riscos ao longo do ciclo de vida são de suma importância.

Estruturas como a NIS2 e a Lei de Resiliência Operacional Digital (DORA) exigem que as organizações comprovem que são capazes de resistir a interrupções e se recuperar delas.

Isso inclui:

  • Definir níveis aceitáveis de interrupção
  • Testar regularmente os processos de Recovery
  • Apresentar evidências do desempenho da Recovery

Essas estruturas e regulamentações enfatizam que a conformidade não se baseia mais apenas em políticas. Ela exige resultados mensuráveis.

O ResOps apoia essa mudança ao incorporar validação e medição em operações multifuncionais e ao permitir que as equipes demonstrem resiliência por meio de testes e relatórios contínuos.

 

Conclusão: Como as empresas superam a lacuna de resiliência com o ResOps

The gap between perceived resilience and actual, seamless recoverability from disruptions is prominent. It’s visible in how often organizations struggle to restore operations despite having the right tools in place. As environments grow more complex and AI accelerates the pace of change, this gap can only widen. When resilience is treated as a set of disconnected capabilities rather than a cross-functional discipline, the expected “bad days” can be unrecoverable.

O ResOps ajuda a preencher essa lacuna ao mudar o foco da preparação para a comprovação. Ele ajuda a reunir proteção, detecção e Recovery em um ciclo operacional contínuo, de modo que a Recovery não seja apenas planejada, mas validada em condições reais.

What’s more, approach transforms resilience from a reactive function into a measurable discipline. It helps teams gain clarity on ownership, visibility into dependencies, and confidence that critical services can be restored when it matters most.

Ao adotar o ResOps, as empresas entram em uma nova era de resiliência baseada em evidências. Violações e explorações de vulnerabilidades são inevitáveis. Mas uma abordagem ResOps pode ajudar as organizações a se recuperarem de forma rápida, segura e completa.

 

Perguntas frequentes

O que é ResOps na resiliência cibernética?

ResOps is an operational discipline that unifies security, IT, and recovery teams to continuously validate and prove recoverability. It focuses on measurable outcomes, not just tools. Commvault Cloud supports the ResOps model by connecting anomaly detection, clean recovery, and Cleanroom validation into a single operational platform — enabling businesses to restore critical services reliably under real-world disruption

Por que os modelos tradicionais de Backup and Recovery falham?

Traditional backup and disaster recovery focus on data availability and documented plans, but do not validate whether full services and dependencies can be restored — leaving gaps where data exists but systems are not functional or trusted. Commvault products addresses this with evidence-driven recovery capabilities including anomaly detection, Cleanroom Recovery, and Synthetic Recovery that validate clean restore points before production cutover.

Como o ResOps melhora a resiliência cibernética?

ResOps improves resilience by connecting detection, protection, and recovery into a continuous closed-loop model. Commvault Cloud operationalizes this across five integrated functions: automated discovery and protection, continuous detection, clean recovery, continuous validation and improvement, and continuous compliant business — giving teams a single platform to execute the full ResOps discipline.

Quais métricas medem a resiliência cibernética de forma eficaz?

Metrics like Mean Time to Clean Recovery (MTCR) and Service Resilience Indicators (SRIs) provide better insight than RTO alone — measuring how quickly organizations can restore trusted, fully functional systems. Commvault introduced MTCR as a cyber recovery metric, shifting the measurement conversation from speed to data integrity and verified service continuity.

Como o ResOps amplia o modelo zero trust?

Zero trust focuses on prevention and access control but does not address recovery after a breach. Commvault Cloud fills this gap by connecting threat detection with clean recovery workflows — helping organizations restore trusted systems after compromise and close the gap between detection and operational continuity. In this way, ResOps extends and enables true zero trust by operationalizing restoration.

Por que a pressão regulatória em relação à resiliência está aumentando?

Regulations such as NIS2 and DORA now require organizations to demonstrate resilience through testing, measurement, and evidence — not just documented policies. Commvault supports this shift through ResOps-aligned capabilities including continuous validation, Cleanroom-based recovery testing, and MTCR measurement — providing the audit-ready evidence of recoverability that modern regulatory frameworks require.

Explore recursos relacionados

Relatório do analista

Relatório da GigaOm sobre Recovery Mínima Viável

Define exactly what recovery performance your organization must achieve – and benchmark your readiness against industry standards.
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Webinar sob demanda

Resiliência com IA e ResOps: Palestra principal do SHIFT

Watch Commvault’s CEO introduce ResOps and demonstrate how AI-enabled automation transforms enterprise cyber recovery in real time.
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Já estão disponíveis os serviços de backup e recuperação Cloud para Cloud Google Cloud .

Clumio for Google Cloud Storage is now generally available – helping to extend immutable backup and rapid recovery to petabyte-scale object storage in Google Cloud.

Pontos principais

O Clumio para Google Cloud Storage já está disponível ao público, ajudando as organizações a proteger o armazenamento de objetos na nuvem com backups imutáveis, Recovery rápida e a simplicidade do modelo SaaS. O Clumio para Google Cloud Storage ajuda a:

  • Proteger os dados do Google Cloud Storage com backups imutáveis e isolados, projetados para dar suporte à Recovery após ataques de ransomware e eventos de exclusão destrutiva.
  • Recuperar objetos individuais, prefixos ou buckets inteiros a partir de um momento específico.
  • Restaurar conjuntos de dados em escala de nuvem que possibilitam o uso de IA, análises e aplicativos essenciais para os negócios.
  • Reduzir a complexidade operacional com uma plataforma de Backup and Recovery totalmente gerenciada e baseada em SaaS.
  • Reduzir interrupções nos negócios com fluxos de trabalho de Recovery mais rápidos.
  • Apoie iniciativas de conformidade e governança com cópias de backup isoladas e políticas de proteção centralizadas.

O Clumio para Google Cloud Storage is a cloud-native backup and recovery solution that helps deliver immutable, air-gapped protection for Google Cloud Storage objects, prefixes, and buckets at petabyte scale. It helps enable rapid, granular recovery following ransomware, accidental deletion, lifecycle policy errors, or data corruption – without requiring organizations to manage backup infrastructure.

As organizações dependem cada vez mais do Google Cloud Storage como base para plataformas de análise, iniciativas de IA, dados de aplicativos, arquivos e serviços nativos da nuvem.

Embora o Google Cloud ofereça armazenamento altamente durável, a durabilidade por si só não resolve problemas como ransomware, exclusão acidental, erros nas políticas de ciclo de vida, atividades maliciosas ou corrupção lógica. Quando o armazenamento de objetos na nuvem se torna um sistema de registro, os recursos de Recovery tornam-se tão importantes quanto a disponibilidade do armazenamento.

O Clumio para Google Cloud Storage is now available, helping extend cloud-native cyber resilience and recovery capabilities to one of the industry’s leading cloud object storage platforms. The solution delivers immutable, air-gapped backups and rapid recovery workflows that help organizations recover data following cyberattacks, operational mistakes, outages, or corruption events.

As organizations continue investing in AI, analytics, and multi-cloud strategies, the ability to recover large-scale datasets becomes a critical business requirement. O Clumio para Google Cloud Storage is designed to help organizations support business continuity, reduce operational overhead, and recover with greater confidence at cloud scale.

Por que o Google Cloud Storage requer o serviço dedicado de backup e recuperação

O Google Cloud Storage tornou-se a base de dados para empresas modernas. As organizações o utilizam para armazenar dados de treinamento para modelos de IA, dar suporte a pipelines de análise, arquivar registros comerciais e alimentar aplicativos nativos da nuvem.

À medida que os volumes de dados crescem, o impacto potencial de uma interrupção também aumenta. Um único erro na política de ciclo de vida, uma exclusão acidental, um ataque de ransomware ou um bug de aplicativo pode afetar milhões de objetos simultaneamente. A durabilidade nativa do armazenamento ajuda a proteger contra falhas de infraestrutura, mas não resolve problemas de corrupção lógica, atividades maliciosas ou erros humanos.

O desafio se torna ainda maior para organizações que gerenciam petabytes de dados. Os esforços de Recovery frequentemente exigem coordenação manual, scripts personalizados e processos demorados que atrasam a restauração de serviços essenciais aos negócios.

Pesquisas recentes shows that 84% of cloud leaders intentionally use multiple cloud environments. This helps support AI initiatives, balance risk, and manage large datasets. As multi-cloud adoption expands, organizations need consistent resilience and recovery capabilities across environments.

Como o Clumio oferece resiliência nativa da nuvem

O Clumio para Google Cloud Storage was designed to address these challenges through a cloud-native, SaaS-based approach to protection and recovery. The platform stores backup copies in an immutable, air-gapped environment separate from production data.

Esse isolamento ajuda a reduzir o risco de que os dados de backup sejam afetados caso o armazenamento primário seja comprometido por ransomware ou eventos de exclusão destrutiva. Ele ajuda as organizações a se recuperarem em vários níveis de granularidade, incluindo objetos individuais, prefixos e buckets inteiros. Essa flexibilidade permite que as equipes recuperem apenas os dados de que precisam, ajudando a reduzir os tempos de recuperação e as interrupções operacionais.

A solução também ajuda a eliminar a necessidade de implantar, aplicar patches, dimensionar ou manter a infraestrutura de backup. O gerenciamento centralizado de políticas e os fluxos de trabalho automatizados de proteção ajudam a simplificar as operações, ao mesmo tempo em que permitem que as estratégias de proteção sejam dimensionadas à medida que os ambientes de dados na nuvem crescem.

Resultados comerciais para IA, análise de dados e operações na nuvem

For many organizations, downtime is no longer limited to application outages. Disrupted data can halt analytics projects, interrupt AI pipelines, delay customer-facing services, and impact business decision-making. Clumio helps organizations reduce these risks by supporting faster recovery workflows and strengthening cyber resilience. Key business outcomes include:

  • Faster recovery – Rapid point-in-time recovery helps organizations recover data from selected recovery points following ransomware attacks, accidental deletion, corruption events, or lifecycle policy mistakes.
  • Reduced operational overhead – A fully managed SaaS platform that helps remove infrastructure management requirements and reduce reliance on manual recovery processes.
  • Improved cyber resilience – Immutable, air-gapped backups are designed to add an additional layer of resilience against modern cyber threats.
  • Greater confidence in AI and analytics – Organizations can help protect the datasets that enable AI models, business intelligence platforms, and analytics environments.

“With Clumio for Google Cloud, we will be able to restore massive volumes of cloud data with a cloud-native SaaS solution that is easy to use and highly scalable.” – Alex Grach, Chefe de Engenharia, Trusted Data Platform na Atlassian

Oferecendo Recovery consistente em ambientes multicloud

Atualmente, muitas empresas operam em vários ambientes de nuvem, incluindo AWS e Google Cloud. Embora a adoção da nuvem traga flexibilidade, ela também pode introduzir complexidade quando os processos de Backup and Recovery diferem entre os ambientes.

O Clumio ajuda a superar esse desafio, oferecendo uma experiência consistente de proteção nativa da nuvem em todas as plataformas de nuvem. As organizações podem aplicar políticas unificadas, otimizar fluxos de trabalho de Recovery e reduzir atritos operacionais à medida que os ambientes de nuvem crescem.

As businesses continue investing in AI-enabled innovation, cloud resilience must evolve alongside the workloads it protects. With the general availability of O Clumio para Google Cloud Storage, organizations gain a purpose-built solution for helping protect and recover cloud object storage data at scale while maintaining the operational simplicity that modern enterprises require.


Perguntas frequentes

Q: What is O Clumio para Google Cloud Storage?

A: O Clumio para Google Cloud Storage is a cloud-native backup and recovery solution that helps protect Google Cloud Storage data with immutable, air-gapped backups. It helps enable organizations to recover objects, prefixes, and buckets following ransomware, accidental deletion, corruption, or operational mistakes.

Q: Why isn’t Google Cloud Storage durability enough?

A: Google Cloud Storage durability is designed to help safeguard data against infrastructure failures, but it does not address logical corruption, ransomware, malicious deletion, lifecycle policy mistakes, or human error. Independent backup copies help provide an additional recovery layer.

Q: Can Clumio recover individual objects?

A: Yes. Clumio supports granular recovery workflows that allow organizations to recover individual objects, prefixes, or entire buckets depending on the scope of the incident.

Q: How does Clumio help with ransomware recovery?

A: Clumio stores backup copies in immutable, air-gapped environments separate from production storage. These isolated backup copies help organizations recover data following ransomware attacks or destructive deletion events.

Q: Is Clumio designed for large datasets?

A: Yes. Clumio is designed to support cloud-scale environments and can help organizations protect and recover large object storage datasets that enable analytics, AI, and business-critical applications.

Q: How does Clumio simplify operations?

A: As a fully managed SaaS platform, Clumio helps eliminate the need to deploy and maintain backup infrastructure. Centralized policy management and automated workflows help reduce administrative overhead and operational complexity.

Recursos relacionados

PRESS RELEASE 

Clumio Extends Recovery to Google Cloud Storage 

Oferece proteção e resiliência imutáveis, SaaS, para conjuntos de dados na escala de petabytes no Google Cloud , que são essenciais para a era da IA autônoma

Read the announcement  about Clumio Extends Recovery to Google Cloud Storage 
ANALYST REPORT 

The Total Economic Impact of Clumio 

Explore the business value, efficiency gains, and operational benefits organizations achieve with Clumio.

View the report  about The Total Economic Impact of Clumio 
CUSTOMER STORY 

How LoanBoss Strengthens Cloud Resilience 

Learn how organizations strengthen cloud resilience and simplify data protection with Clumio.

Watch the story  about How LoanBoss Strengthens Cloud Resilience 
ANALYST REPORT 

Building Cyber Resilience in the Cloud 

Discover best practices for helping protect cloud-native workloads against ransomware and operational disruptions.  

Read the Report  about Building Cyber Resilience in the Cloud 

Pronto para começar?

Operações de Resiliência

Como as operações de resiliência (ResOps) impulsionam a capacidade de recuperação das empresas

Enterprise resilience fails not from lack of tools — but because operations, security, and infrastructure teams lack a shared, measurable framework for proving recovery.

It’s 2:47 a.m. and your incident bridge has 40 people on it. The ransomware hit a tier-one workload six hours ago. Containment is done. The forensics team has cleared two recovery points. And now everyone is waiting on the one question nobody prepared for: which services do we restore first, in what order, and how do we know the data is actually clean? Your backup admin pulls up the restore job. Your security lead pulls up the threat report. Your infrastructure lead pulls up the runbook – the one last updated eighteen months ago. Nobody has a shared answer. Nobody has practiced this together. This is the gap that Resilience Operations — ResOps — is designed to close. Not after the incident. Before it.

Resilience Operations (ResOps) is an operational discipline that aligns security, infrastructure, and operations teams around critical services, defined impact tolerances, and continuous validation — so organizations can withstand disruption and demonstrate recoverability with evidence. Commvault Cloud supports ResOps with recovery intelligence, posture visibility, Cleanroom Recovery for isolated restoration, AI-enabled anomaly detection, and automated recovery testing across hybrid, multi-cloud, SaaS, and AI-enabled environments.

Menos de 7%

Fewer than 7% of organizations can recover from a ransomware attack within 24 hours of detection. For enterprises running tightly coupled, automated environments — where one compromised workload can cascade into a full-scale operational shutdown — this statistic defines the gap that ResOps is built to close.


O que é ResOps e em que difere do backup e da recuperação de desastres?

Backup and disaster recovery are infrastructure disciplines — they answer whether data exists and whether a datacenter can fail over. ResOps is an enterprise operating discipline: it answers whether critical business services can be recovered end-to-end, under real-world stress, within defined impact tolerances — and produces evidence to prove it.

Where DR treats recovery as an IT-owned procedure, ResOps embeds it into the operating rhythm of the entire enterprise. A ResOps Council gives cross-functional teams — engineering, security, infrastructure, operations, service delivery — shared ownership and decision rights over resilience outcomes. Recovery is then governed by two measurable targets: Service Resilience Indicators (SRIs), which define how well each critical service must perform under disruption, and Mean Time to Clean Recovery (MTCR), which tracks how quickly it actually gets there. The result is a shift from annual DR tests and static runbooks to continuously measured, board-reportable recoverability.

  • Critical Services Mapping: ResOps begins by identifying the Minimum Viable Company (MVC) — the smallest set of critical services required to sustain business operations — and defining acceptable impact tolerances for each. This scope definition informs downstream governance and testing priorities.
  • SRI-Based Performance Targets: Each critical service is assigned a Service Resilience Indicator (SRI) — a specific, testable target for how the service should perform under disruption. SRIs replace vague recovery intentions with more accountable, measurable targets.
  • MTCR Tracking: Mean Time to Clean Recovery (MTCR) measures the elapsed time from incident declaration to verified restoration of a critical service. Unlike recovery time objective (RTO), which measures uptime restoration, MTCR incorporates validation steps to support recovery confidence.
  • Cross-functional Decision Rights: ResOps defines who makes recovery decisions, in what order, and under what conditions — using RACI diagrams, backup authority structures, and preapproved runbooks. This helps reduce coordination gaps that can occur when siloed teams respond during an incident.
  • Continuous Validation Cadence: ResOps replaces annual disaster recovery (DR) tests with an ongoing rhythm of simulations, tabletop exercises, and cleanroom restores — each producing evidence that recovery capabilities remain current and effective.

A estrutura ResOps: cinco domínios integrados para a resiliência empresarial

The ResOps framework is a closed-loop operational model built around five integrated domains — Resilience Governance, Recovery Planning, Recovery Architecture, Resilience Assurance, and Resilience Measurements —that together help organizations maintain critical services within defined impact tolerances during disruption. Once these domains are established, teams can adopt a posture of continuous improvement, transforming resilience from a one-time project into an ongoing, measurable program.

Each domain plays a specific role in the ResOps closed loop. Resilience Governance establishes the charter, defines the Minimum Viable Company (MVC), and creates cross-functional ownership through a ResOps Council. Recovery Planning and Recovery Architecture translate that governance into testable runbooks, recoverability tiers, separation of control and data planes, immutable recovery points, and air-gapped isolation. Resilience Assurance validates these architectures through continuous testing — such as simulations, cleanroom restores, and tabletop exercises — while Resilience Measurements track SRIs, MTCR, and reporting outputs to support visibility and decision-making.

  • Resilience Governance: Establishes a ResOps charter, defines impact tolerances for each critical service, aligns resilience outcomes to organizational funding, and creates a cross-functional ResOps Council for shared accountability and decision-making.
  • Recovery Planning: Defines recoverability tiers by business criticality, including technical runbooks for system restart, RACI diagrams of recovery responsibilities, dependency maps, and testing schedules — so teams have a documented and rehearsed path to recovery.
  • Recovery Architecture: Defines separation between control planes, data planes, and storage tiers; incorporates air-gapping, immutability, and domain isolation; and is designed to reduce blast radius within the recovery environment to support faster, more controlled restoration.
  • Resilience Assurance: Embeds continuous validation into the operating rhythm — including cleanroom restores, simulations, and governed tabletop exercises —designed to validate recovery processes and reduce reinfection risk.
  • Resilience Measurements: Tracks outcome-focused metrics, including impact tolerances, MTCR, SRI attainment, and critical service status, and translates them into quarterly resilience reporting for leadership visibility.

Como o Commvault Cloud oferece suporte ao ResOps em ambientes corporativos híbridos

O Commvault Cloud oferece suporte ao ResOps como uma plataforma baseada em evidências que ajuda a ampliar a resiliência cibernética, indo além das ferramentas de proteção e abrangendo um modelo operacional mais amplo. Embora o ResOps seja uma disciplina e não um produto, o Commvault Cloud oferece recursos que ajudam as organizações a operacionalizar seus cinco domínios em ambientes híbridos, multicloud, SaaS e habilitados para IA.

Commvault Cloud helps address the ResOps evidence gap by combining recovery intelligence, posture visibility, and recovery workflows within a unified platform. Rather than stitching together point tools for backup, disaster recovery (DR), and security operations, Commvault Cloud provides a unified data protection console across enterprise workloads — on-premises, cloud, and SaaS —while integrating with SecOps tools so detection and recovery can operate in a coordinated manner. This approach enables cross-functional teams to define SRIs, measure MTCR, and continuously validate recovery processes in isolated environments — supporting the evidence needs of stakeholders, including leadership and regulators.

  • Cleanroom Recovery: Commvault’s Cleanroom Recovery capability provisions an isolated, air-gapped environment on demand — separate from the production network— where critical workloads can be restored, analyzed, and scanned prior to returning services to production. (See FAQ Q3 for step-by-step mechanics.)
  • AI-Enabled Anomaly Detection: Commvault Cloud’s AI-enabled detection helps identify unusual data access patterns and backup anomalies early — helping limit incident impact and reduce the scope of recovery.
  • Automated Recovery Testing: Instead of relying solely on periodic DR exercises, Commvault Cloud supports ongoing validation of recoverability by running non-disruptive recovery tests and comparing results against SRI targets, helping surface gaps before an incident.
  • Unified Data Protection Console: A single control plane spans on-premises, cloud, SaaS, and AI-enabled workloads — helping reduce coverage gaps and tool sprawl that can affect recovery confidence in hybrid environments.
  • Posture Visibility and SRI Reporting: Commvault Cloud provides visibility into resilience posture across protected workloads in a unified view — tracking SRI attainment, MTCR trends, and tolerance gaps—and generating reporting artifacts to support internal and external stakeholders.

Sentinela da Microsoft (SIEM)

Bidirectional integration allows Commvault Cloud to pass recovery telemetry into Microsoft Sentinel for correlation with threat detections — helping inform recovery decisions with current security context.

CrowdStrike Falcon (Plataforma de Segurança)

Integration with CrowdStrike provides threat intelligence that helps inform recovery point selection — so restored environments can be assessed against known indicators of compromise before returning to production.

Splunk (SIEM/SOAR)

O Commvault Cloud envia dados de eventos de recuperação para o Splunk a fim de fornecer visibilidade unificada em todas as operações de segurança, ajudando as equipes a correlacionar anomalias de backup com atividades de ameaças mais amplas.

Microsoft Azure / AWS / Google Cloud (Nuvem)

Commvault Cloud’s any-to-any workload portability supports recovery across major hyperscalers — helping organizations maintain resilience as dependencies shift across cloud environments.

ServiceNow (ITSM)

Integration with ServiceNow supports automated incident ticket creation and orchestration of recovery workflows — helping connect security detection with IT operations response.

Como o ResOps funciona de ponta a ponta: da governança à Recuperary sem falhas


Descubra

The unified data protection console helps classify enterprise data and map service dependencies — creating a centralized inventory of what constitutes the Minimum Viable Company (MVC) and which workloads align to specific recoverability tiers.


Proteção

Policy-driven protection is applied across workloads based on recoverability tiers defined in Recuperary Planning. This results in recovery points designed with immutability and air-gap principles, reflecting the Recuperary Architecture approach — such as separation of control planes, data planes, and storage, and considerations for blast-radius reduction.


Detectar

AI-enabled anomaly detection monitors backup telemetry and data access patterns. When irregularities are identified, alerts can be routed to integrated SecOps platforms — helping security and recovery teams operate from a shared signal and reduce delays in response.


Recuperar

Following incident declaration, orchestrated workflows run against pretested runbooks — reducing the need for ad hoc response. Cleanroom Recuperary provisions an isolated environment where recovery points can be analyzed and tested before services are returned to production.


Restaurar

Services are promoted to production based on SRI priority. MTCR is captured for each service. The recovery sequence — including timestamps, validation steps, and SRI attainment — can be logged and compiled into reporting artifacts to support internal reviews and stakeholder reporting.

ResOps transforms enterprise resilience from documentation-based planning into a continuously validated, evidence-led operating discipline. Organizations that operationalize ResOps gain a cross-functional framework that unites security, IT, and infrastructure around measurable recoverability — tracked through SRIs, MTCR, and reporting for leadership visibility.

O Commvault Cloud oferece suporte a esse modelo por meio da Cleanroom Recovery, detecção de anomalias com inteligência artificial, testes automatizados de recuperação e proteção unificada de dados em todas as cargas de trabalho da empresa.

The result: when disruption occurs — from ransomware, AI-enabled failure, or cascading infrastructure outages — teams are better prepared, recovery processes are validated, and organizations can provide supporting evidence to stakeholders, including regulators.

Perguntas frequentes

O que é o ResOps e em que ele difere do Backup and Recovery tradicionais?

ResOps addresses a gap backup and DR don’t fully cover: can critical services be recovered end-to-end under real-world conditions within defined impact tolerances — and can we prove it? Backup confirms data copies exist, and DR validates data center failover, but ResOps extends this by accounting for dependencies, clean-state validation, rebuild pathways, and cross-functional execution, with metrics like SRIs and MTCR supported by Commvault Cloud.

Em que a resiliência operacional difere do planejamento de continuidade de negócios (BCP)?

Business continuity planning (BCP) defines how an organization intends to respond to disruption, producing documented procedures that are tested periodically. Operational resilience and ResOps focus on continuously testing and improving an organization’s actual ability to withstand disruption within defined tolerances. Commvault Cloud supports this shift by providing the measurement and validation layer — SRI tracking, MTCR reporting, and Cleanroom-based testing — that enables organisations to demonstrate execution rather than simply document intent.

Como funciona a Cleanroom Recovery do Commvault Cloud para resposta a ransomware?

When an incident occurs, Commvault Cloud provisions a Cleanroom environment — an isolated network segment designed to limit exposure to compromised systems. Recovery points are scanned for potential threats before validation activities — such as application startup and dependency checks— help confirm readiness, with the process generating logs and artifacts that can support internal review and regulatory reporting.

Em que o ResOps difere do que a Rubrik, a Cohesity ou a Veeam oferecem?

A Rubrik, a Cohesity e a Veeam oferecem recursos de proteção e recuperação de dados, enquanto o ResOps introduz um modelo operacional que alinha as equipes de segurança, operações e infraestrutura em torno de tolerâncias de impacto definidas e recuperabilidade baseada em evidências. O Commvault Cloud oferece suporte a essa abordagem com recursos como um plano de controle unificado, Cleanroom Recovery, detecção de anomalias com inteligência artificial e medição automatizada de métricas de resiliência, como SRIs e MTCR.

Quais estruturas de conformidade exigem evidências de resiliência operacional e como o ResOps as aborda?

Frameworks such as NIS2, the EU Cyber Resilience Act, DORA, and NIST CSF 2.0 emphasize resilience, testing, and accountability, though specific requirements vary by regulation and jurisdiction. ResOps can help organizations align to these expectations by providing an operating model and measurable outputs — such as SRI metrics and recovery validation records— supported by Commvault Cloud capabilities.

Quando uma empresa deve adotar o ResOps em vez de simplesmente aprimorar seu programa de DR existente?

Organizations may improve DR when addressing specific gaps like recovery time objectives, recovery point objectives, or workload coverage. ResOps becomes relevant when challenges are broader — siloed teams, unclear dependencies, or limited visibility into recovery readiness. Commvault Cloud supports the transition from DR to ResOps by providing a unified control plane, Cleanroom Recovery for validated testing, and SRI-based measurement that makes recovery readiness visible and reportable to leadership and regulators.

Comprove sua resiliência com o Commvault Cloud ResOps

Start with critical services, define impact tolerances, and validate clean recovery with evidence — using SRIs, MTCR, and Commvault Cloud.

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To address mandates governing where their data is stored and used,many organizations think they can buy a sovereign cloud SKU from a hyperscaler and check the box. But this falls far short of what’s actually required – something they might discover only when a regulator asks them to demonstrate that a dataset never left a defined geography,that no foreign-jurisdiction personnel accessed it,and that they can recover it within 24 hours under incident conditions.

In a recent webinar,I joined Commvault GM Alex Zinin,who leads our digital sovereignty task force,along with Jakub Lewandowski,our associate general counsel for EMEA,and Pranay Ahlawat,our chief technology and AI officer,to examine what a complete approach to digital sovereignty needs to include and where most programs fall short.

See the full webinarand get the fullA soberania digital decifradareadiness report and implementation framework.

Pontos principais

  • The EU Cloud Sovereignty Framework defines eight sovereignty objectives,only one of which concerns data location.
  • Selecting a sovereign cloud region addresses where data lives,but not who can access it,under what legal authority,or whether you can recover it under real conditions.
  • A complete sovereignty posture spans four interdependent pillars: data locality,technological sovereignty,operational sovereignty,and jurisdictional sovereignty.
  • Sovereignty programs that treat recovery architecture separately from primary data governance carry an unexamined risk that can surface during incidents.
  • Rather than a policy of maximum sovereignty at any cost,organizations should design their strategy around minimum viable sovereignty: the right controls,consistently enforced,calibrated to actual obligations.

Digital Sovereignty Becomes an Enterprise Requirement

Over the past decade,the toughest digital and data sovereignty rules have mainly applied to government,defense,and other national‑security workloads. Outside of highly regulated sectors,many enterprises treated sovereignty principles as design guidance rather than a hard architectural constraint.

That’s now changing. GDPRenforcement has matured beyond guidance into substantial fines for operational failures,and newer regimes like“DORA,NIS2,Germany’s KRITIS rules,and the EU Data Act have tightened expectations around jurisdictional control and operational resilience.

Sovereignty questions are now surfacing in RFPs,M&A due diligence,and board‑level risk reviews as well.

The EU Cloud Sovereignty Framework,published in October 2025,clarifies what this scrutiny actually evaluates. Of its eight sovereignty objectives,only one addresses where data resides. The other seven cover access control,operational dependencies,jurisdictional exposure,and recovery.

For enterprises,this structure is now the lens through which vendor capabilities must be evaluated.

Sneak Peek: Rethinking Sovereignty and Resilience

In this moment from the webinar,Jakub discusses how sovereignty is a risk posture,rather than a single product. Organizations need a holistic strategy that combines architecture,operations,governance,auditability,and recovery planning to address it.

Data Residency Does Not Equal Sovereignty

Data residency only answers questions about where. Sovereignty regulations also require being able to explainwho,how,and under what conditions.

In practical terms,a complete sovereignty posture encompasses four interdependent pillars.

1. Data Locality

This pillar covers not just where data is stored,but where it travels. Control-plane artifacts,metadata,and telemetry can cross geographic boundaries even when primary data stays in-region.

2. Technological Sovereignty

This pillar addresses whether the organization controls the mechanisms that protect data:

  • How access is granted.
  • How data is encrypted.
  • Whether encryption key custody is retained under all conditions.

A key concept here (pun intended) is the distinction between Bring Your Own Key (BYOK),where an organization’s own encryption keys are managed within the provider’s platform,and Hold Your Own Key (HYOK),where the organization retains independent custody of keys entirely outside the provider’s environment.

For regulated organizations with strict sovereignty requirements,BYOK may not provide sufficient protection if a foreign legal authority can compel the provider to surrender key access under some circumstances.

3. Operational Sovereignty

This covers who operates the environment and from where,including whether support personnel or third-party vendors are subject to foreign jurisdiction.

4. Jurisdictional Sovereignty

This final pillar establishes the legal framework under which services are delivered and whether there are explicit protections against extraterritorial access,such as the cross-border situations discussed in the U.S. CLOUD Act.

Each of these pillars is essential to maintain compliance. A strong data locality posture with weak operational controls can allow unexamined risk.

Where Digital Sovereignty Programs Break Down

My experiences in the field have revealed a recurring pattern: When sovereignty becomes a technical conversation,it gets too narrow,too quickly. Workshops zoom in on where data lives,teams get to work on that one question,and then they move on,leaving the other three pillars largely unexamined.

Structural problems also come into play. Digital sovereignty needs to be treated as an ongoing program with legal,technical,and operational stakeholders,not as an IT project that gets checked off as complete.

Organizations can also be led astray by a few myths. One,as we’ve discussed,is the impression that sovereignty equals residency.

Then there’s the myth of absolute sovereignty,the idea that you can achieve complete independence from all external jurisdictions and dependencies. In practice,sovereignty always involves tradeoffs between control,cost,technological velocity,and the ability to innovate.

The goal should be to strike the right balance between independence from foreign jurisdictions and the requirements of your business. It’s also important to understand that sovereignty isn’t a product you can buy,but a risk posture built from architecture,operations,contracts,certifications,and continuous auditability.

Resilience Belongs Inside the Sovereignty Boundary

Operational sovereignty is thehardest pillar to audit and the one most commonly underestimated. If your environment needed access for routine maintenance tonight,who would perform it,from which country,and under which legal jurisdiction?

Most organizations,when they work through that question for the first time,find at least one support pathway that crosses a jurisdiction boundary they hadn’t mapped.

This gap becomes most consequential during recovery. Most sovereignty programs govern primary data environments but treat backup infrastructure,restoration sequencing,and recovery point management under a separate – and often weaker – set of controls. When an incident occurs,recovery personnel may not meet jurisdictional requirements,and the sovereign architecture designed to protect data can actively complicate restoration if resilience wasn’t designed in from the start.

Commvault’s resilience operations model,ResOps™,addresses this need directly by framing recovery as an ongoing operational discipline that needs to be designed,tested,and validated inside the same sovereignty boundary as the data it protects.

Minimum Viable Sovereignty: The Right Level of Control,Not the Maximum

An absolutist approach to digital sovereignty can tax resources while unnecessarily restricting a company’s ability to meet its business goals.

A payroll system,a customer transaction database,and an internal HR tool don’t carry the same sovereignty obligations. Taking a binary approach to compliance can lead to either under-investing where it matters or over-investing beyond what’s actually required.

Minimum viable sovereignty sets a more practical target: the right controls,consistently enforced and continuously demonstrated,calibrated to what each workload actually requires across all four pillars.

Organizations have a broad range of options for how sovereign controls are delivered across their environment,each providing different controls.

How Commvault Is Addressing the Digital Sovereignty Issue

Commvault’s Geo Shield framework is designed to help organizations navigate that spectrum. Rather than offering a single sovereign SKU,Geo Shield maps to the full spectrum of deployment models:

  • Regional sovereign cloud services delivered as SaaS
  • Hyperscaler sovereign-launch partnerships
  • Partner-operated national sovereign offerings built with local service providers
  • Fully customer-controlled private sovereign environments qualifying under frameworks likeFedRAMP High.

In this way,organizations can achieve a digital sovereignty posture that holds up in real-world conditions – even when an incident occurs.

Watch the Full Webinar and Get the Readiness Report

In the full webinar,available on demand,you’ll discover:

  • Why digital sovereignty is more than a technology solution.
  • The role of architecture and operations in sovereignty strategy.
  • How governance,contracts,and auditability impact resilience.
  • Why sovereignty must hold up during cyber incidents and outages.
  • The importance of a holistic,risk-based approach to sovereignty.

Assista ao webinarand get the fullA soberania digital decifradareadiness report and companion framework.

Perguntas frequentes

Q: What is the difference between data residency and digital sovereignty?

A: Data residency addresses where data is physically stored. Digital sovereignty is broader: it addresses who can access data,under what legal authority,through which operational pathways,and whether it can be recovered cleanly under real conditions.

An organization can have data residing in the right country while remaining exposed to foreign jurisdiction through its support personnel,vendor access agreements,or backup infrastructure. Residency is the starting condition; sovereignty is the full posture built on top of it.

Q: What is the EU Cloud Sovereignty Framework,and why does it matter?

A: TheEU Cloud Sovereignty Frameworkis a structured assessment tool developed by the European Commission to evaluate cloud and technology providers against sovereignty criteria during procurement processes.

It defines eight sovereignty objectives,with assurance levels ranging from zero to four for each. Only one of the eight objectives addresses data location; the rest cover operational controls,key custody,jurisdictional exposure,and recovery.

The framework represents the most comprehensive public framework for evaluating sovereignty posture and is increasingly being used as a reference by other regions and procurement bodies beyond the EU.

Q: What is the difference between BYOK and HYOK,and why does it matter for sovereignty?

A: Bring Your Own Key (BYOK) allows an organization to supply its own encryption keys,but those keys are typically managed within the provider’s platform. Hold Your Own Key (HYOK) means the organization retains independent custody of keys entirely outside the provider’s environment,including under crisis conditions or legal compulsion.

For regulated organizations with strict sovereignty requirements,BYOK may not provide sufficient protection if a foreign legal authority can compel the provider to surrender key access. The U.S. CLOUD Act,for example,can reach providers operating under U.S. jurisdiction regardless of where data is physically stored.

HYOK addresses that exposure directly,though it may require a higher platform tier in SaaS deployments.

Q: Why do most sovereignty strategies overlook operational sovereignty?

A: Operational sovereignty,covering who operates the environment and from where,is the hardest pillar to audit because it requires inventorying support contracts,vendor access agreements,and third-party dependencies across the full operational chain.

Most organizations start sovereignty programs focused on data location and encryption,which are more visible. Operational dependencies tend to surface only when explicitly audited or when an incident forces the question.

As a first step to evaluate operational sovereignty,you should identify every access pathway into your sovereign environment and the legal jurisdiction of each party with that access.

Q: How should organizations think about recovery in the context of sovereignty?

A: Recovery architecture needs to meet the same sovereignty requirements as primary data environments,but it often doesn’t. In most organizations,backup infrastructure,restoration sequencing,and recovery point management are frequently governed by a separate set of controls,or none at all.

During an incident,the personnel authorized to execute recovery may not meet jurisdictional requirements,recovery points may not have been validated as clean and uncompromised,and the sovereign architecture designed to protect data can actively complicate recovery if resilience wasn’t built into the original design. A sovereignty review should always include recovery planning.

Q: What does minimum viable sovereignty mean in practice?

A: Minimum viable sovereignty means identifying the right level of control for each workload,calibrated to actual regulatory obligations,risk tolerance,and operational constraints,rather than applying maximum controls uniformly.

Maximum sovereignty comes with real tradeoffs: technological complexity,operational burden,service limitations,and cost. Organizations that define requirements by workload across the four pillars,map those requirements to deployment models,and build evidence of consistent enforcement are in a far stronger position than those pursuing all-or-nothing approaches.

Q: What role do certifications like C5,SecNumCloud,and ISO 27001 play in a sovereignty strategy?

A: Certifications help provide auditable evidence that controls have been independently verified,an important part of any defensible sovereignty posture. C5 in Germany,SecNumCloud in France,and ISO/IEC 27001each establish baseline requirements that providers must demonstrate through independent audits.

The strongest sovereignty postures treat these certifications as a floor,providing necessary evidence that controls exist,but not a substitute for operational testing under realistic conditions.

Darren Thomson is Vice President and Chief Technology Officer,EMEA,at Commvault. Be sure to catch him in the podcast series, STRIVE.

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Pontos principais

  • A utilização de várias ferramentas de backup costuma criar dependências operacionais em relação a um pequeno número de especialistas, aumentando o risco organizacional.
  • Gerenciar a proteção por meio de consoles, políticas e sistemas de relatórios distintos dificulta a manutenção da visibilidade e a resposta rápida a problemas.
  • A consolidação não precisa necessariamente significar um projeto disruptivo de substituição total; muitas organizações podem se modernizar gradualmente, mantendo os investimentos já realizados em infraestrutura.
  • Um plano de controle unificado pode ajudar a simplificar o gerenciamento de políticas, o monitoramento, a auditoria e as operações de recuperação em ambientes híbridos.
  • As organizações que simplificam o processo de backup costumam obter economias significativas, ao mesmo tempo em que contribuem para melhorar a eficiência operacional e a resiliência.

You didn’t build a messy environment. You built a functional one.

Each tool in your backup stack solved a real problem when you added it. One handled virtual machines. Another covered cloud workloads. A third came in when the business moved to SaaS. You made smart calls with the budget and the vendors you had. The environment works.

The stack isn’t the problem. It’s the operational model that comes with it.

Today, it’s not uncommon for a data center team managing legacy backup infrastructure to run seven or more separate systems. Seven sets of policies. Seven consoles. Seven renewal cycles.

And, in the background, they also get seven single points of failure: not in the infrastructure, but in the people. Because somewhere in your organization, there are one or two engineers who know how each of these systems behaves. When something breaks at 2 a.m., you know exactly who’s getting the call.

That’s not resilience. That’s dependency masquerading as expertise.

A Parede do Painel

Here’s a question worth sitting with: How long does it take your team to answer a simple question like “Did last night’s backup run clean across all workloads?”

If the answer involves opening more than one console, you already know the problem. Each tool has its own view of the world. Each one reports on what it protects, in its own format, on its own schedule.

Stitching that picture together – across on-premises systems, cloud workloads, and remote locations – takes time your team doesn’t have and creates gaps that only show up when something goes wrong.

The scripts help. Your team probably wrote them. But scripts that bridge what tools don’t natively share are technical debt with a support contract. They work until they don’t, and when they don’t, the fix requires the person who wrote them.

And if you want to do this across AI-dependent workloads using generated data … let’s just say you increased the degree-of-difficulty factor by 100% or more.

O que a consolidação realmente significa para as equipes de infraestrutura

The instinct when you hear “consolidate your backup environment” is to picture a rip-and-replace project with new hardware, new procurement, and a migration that takes six months while landing at the worst possible time.

But that’s not what consolidation has to look like.

The right platform works with the storage already in your rack. It doesn’t require you to throw out contracts you negotiated or hardware you haven’t depreciated. You can start where it makes sense – remote offices, a specific cloud workload, a dataset that’s been a problem – and expand as old contracts run out and budget frees up.

What you get in return is a single control plane. One place to set policy, monitor protection, and answer the auditor’s question. One operating model that works across on-premises, cloud, and hybrid workloads without a script to bridge the gap.

The engineers who were keeping seven dashboards cobbled together through scripts and custom executables start doing something more useful instead.

A prova está nos números

Fortune Brands consolidated its backup environment with Commvault® Cloud and economizou US$ 22,7 milhões – a 73% reduction in total cost. NTT-Netmagic reduziu os custos em US$ 300 mil por ano and cut storage overhead by 35%.

Those aren’t modernization-project numbers. They’re operational-relief numbers. The kind that come from stopping the compounding cost of complexity – not from buying new things.

Real Resilience Doesn’t Need a War Room

If running a recovery drill requires assembling a team of specialists who each know one piece of the environment, that’s not a drill. That’s a liability.

Real resilience means any qualified engineer on your team can execute recovery. It means one set of policies, one control plane, and a recovery process that doesn’t fall apart when the person who built it is on vacation.

Seven dashboards can protect your data. They can’t protect your team from the operational weight of keeping them running.

That’s the case for consolidation. Not a better product. A better way to run what you’ve built.

Want the full picture? Download “O custo oculto das sete ferramentas” – a field guide for data center teams who built something worth protecting.

Perguntas frequentes

Q: Why is managing multiple backup platforms a problem if they’re all working?

A: The challenge isn’t usually whether the tools function individually – it’s the operational burden of managing them together. Multiple consoles, policies, and reporting systems can make visibility, troubleshooting, and recovery more complex than they need to be.

Q: What is one of the biggest risks created by a fragmented backup environment?

A: In many organizations, critical knowledge becomes concentrated in a few individuals who understand how specific systems interact. If those team members are unavailable during an incident, recovery efforts can become slower and more difficult.

Q: Does consolidation mean replacing all existing infrastructure?

A: Not necessarily. Many consolidation initiatives are phased approaches that work alongside existing storage, hardware, and contracts. Teams can modernize gradually based on business priorities, budget cycles, and contract renewals.

Q: How can consolidation improve resilience?

A: A unified platform can help provide consistent policies, centralized visibility, and streamlined recovery processes. This helps enable more team members to confidently execute recovery procedures without relying on specialized knowledge tied to individual tools.

Q: What about vendor lock-in when consolidating to a single platform?

A: Vendor lock-in is a valid consideration. The goal of consolidation should be to help reduce operational complexity while maintaining flexibility through open architectures, broad workload support, and the ability to leverage existing infrastructure investments where possible.

Q: How do organizations measure the value of consolidation?

A: Beyond software costs, organizations often evaluate factors such as administrative overhead, recovery efficiency, storage utilization, training requirements, audit readiness, and the reduction of operational risk. The greatest value frequently comes from simplifying day-to-day operations and improving recovery confidence.

Michael Thelander is Senior Director, Product Marketing, at Commvault.

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Da detecção à Recovery: o que é necessário para uma arquitetura moderna de resiliência cibernética?

A resiliência cibernética moderna ajuda as organizações a restaurar operações confiáveis após um incidente, por meio de Recovery validada, ambientes isolados e resposta coordenada em toda a infraestrutura híbrida.

Pontos principais

Modern cyber resilience focuses on trusted recovery by validating data, isolating restoration, coordinating response, and enabling flexible recovery across hybrid environments.

  • Modern cyber resilience depends on evidence-driven recovery that validates data integrity before restoration, not just backup availability.
  • Traditional disaster recovery models break under ransomware because attackers target backups, extend dwell time, and compromise restore points.
  • A resilience operations (ResOps) model aligns security, IT, and data teams around continuous validation, clean recovery workflows, and measurable readiness.
  • Cyber recovery must integrate with the broader security ecosystem, connecting detection, response, and recovery systems to enable coordinated action and shared visibility during incidents.
  • Cleanroom®, Synthetic Recovery™, air-gapped backups, and AI-assisted detection work together to help enable trusted, isolated restoration.
  • Workload portability and minimum viable recovery help organizations restore critical business functions first and recover across hybrid environments without platform constraints.

Most organizations can detect cyberattacks. Far fewer can recover cleanly, confidently, and at scale across their entire data estate. Commvault addresses this gap through evidence-driven recovery — combining anomaly detection, Cleanroom, Synthetic Recovery, and the ResOps operating model to help organizations validate, isolate, and restore trusted operations even under active adversarial conditions.

Por que os modelos tradicionais de Recovery falham diante dos ataques cibernéticos modernos?

241 days. That’s how long the average breach lifecycle is, according to IBM’s Cost of a Data Breach Report 2025. O relatório também mostrou que 76% das organizações ainda levavam mais de 100 dias para se recuperar totalmente de uma violação, dando aos invasores tempo suficiente para comprometer os sistemas de Backup and Recovery.

Legacy disaster recovery strategies were designed for outages and hardware failures, not adversarial attacks. They assumed backups could be trusted by default – an assumption that no longer holds.

Os ataques cibernéticos não são mais eventos de segurança isolados. São perturbações em toda a empresa que expõem a capacidade das equipes de responder e se recuperar em meio a ferramentas, sinais e processos de tomada de decisão fragmentados.

Os invasores agem com paciência e deliberadamente. Quando a criptografia ou a destruição ocorre, vários pontos de restauração já podem estar comprometidos.

Today’s ransomware and cyberattacks follow a playbook that can look like this:

  • Extended dwell time: Adversaries may remain in the environment for weeks or months, during which they modify files, insert dormant malware, steal credentials, and corrupt backup repositories.
  • Backup targeting: Attackers now can actively delete snapshots, disable backup jobs, exfiltrate recovery keys, and alter stored data.

Quando a criptografia ocorre, vários pontos de restauração já podem estar comprometidos.

OIDC MarketScape: Worldwide Cyber-Recovery 2025 Vendor Assessmentdestaca que a Recovery moderna deve garantir tanto a sobrevivência quanto a integridade dos dados, especialmente quando os invasores atacam diretamente as camadas de proteção.

Essas condições expõem lacunas sistêmicas. As equipes de segurança e recuperação costumam operar de forma independente, criando atrasos na tomada de decisões. Os sistemas de backup carecem de validação integrada, deixando as equipes inseguras sobre o que é seguro restaurar. Os ambientes de recuperação podem não estar isolados, aumentando o risco de reinfecção.

Preencher essas lacunas é fundamental para a resiliência cibernética moderna. Uma abordagem unificada que reúna detecção de anomalias e ameaças, proteção de dados, insights assistidos por IA e validação da Recovery é essencial.


Por que a recuperação cibernética baseada em evidências é o caminho a seguir?

A recuperação baseada em evidências substitui a restauração baseada em suposições pela verificação contínua da integridade dos dados. Em vez de considerar os backups como inerentemente seguros, as organizações avaliam os sinais ao longo do ciclo de vida dos dados para determinar quais pontos de recuperação são confiáveis.

“Can we restore?” is not the right question.

Organizations must ask: “Can we restore clean, validated systems under adversarial conditions?”

Plataformas modernas de resiliência, comoA Commvault Cloudrealizam inspeções em várias etapas. Antes da proteção, a análise comportamental e a inteligência contra ameaças ajudam a identificar atividades suspeitas nas cargas de trabalho em produção.

Posteriormente, durante as operações de backup,a detecção de anomaliasanalisa mudanças de entropia, alterações incomuns em arquivos e indicadores de ameaças conhecidos para ajudar a identificar possíveis contaminações. Em seguida, após o armazenamento dos dados, a varredura contínua ajuda a revelar ameaças latentes ou tardias que, de outra forma, poderiam passar despercebidas.

A análise assistida por IA é essencial nessa escala. Ela ajuda a correlacionar sinais ao longo do tempo, identificar riscos de alta confiança e reduzir a sobrecarga de investigações manuais. É importante ressaltar que esses recursos devem operar antes do backup, durante o backup e, finalmente, durante a recuperação.

Essa abordagem em camadas cria um rastro de evidências que ajuda a orientar as decisões de Recovery com muito mais precisão.


What Is ResOps for Cyber Recovery?

As cyber recovery becomes more complex and security-sensitive, just stocking up on tools is not enough. Organizations need a repeatable operating discipline that aligns security, IT, and data protection teams around a shared outcome.

This is the foundation ofoperações de resiliência (ResOps). ResOps treats recovery as a continuous, measurable operational capability rather than a one-time event. It emphasizes shared intelligence, validated recovery paths, and proven readiness. Some of its key capabilities include helping provide:

  • Continuous visibility through anomaly detection across the data lifecycle.
  • AI-assisted threat detection, threat intelligence, and deception-driven early warning.
  • Restoration of clean data.
  • On-demand, air-gapped environments to validate recovery paths.
  • Repeatable testing and improvement.

A critical element of ResOps is integration with the broader security ecosystem. Modern architectures connect with security information and event management (SIEM); security orchestration, automation, and response (SOAR); extended detection and response (XDR); endpoint; and identity platforms to help enable coordinated response.

SOAR-driven orchestration is especially important during active incidents. Automated playbooks help enable consistent execution, reduce manual errors, and accelerate decision-making across teams.

The adoption of the ResOps model highlights a critical shift in cyber resilience, turning a traditionally siloed process into a highly repeatable engineering capability.


How Does Clean Validation Enable Safe Recovery?

Restoring backups is not as simple as it sounds. Performing restorations hastily can reintroduce malware into production environments. Every restore point must be treated as potentially suspect until proven otherwise.

The necessity for cleanliness of restored data has led to validation gates such asCleanroomeSynthetic Recovery.

Cleanroom helps deliver a fast, on-demand, cloud-based recovery environment for testing, cyber forensics,erecovery staging. This can be practiced by using automated runbooksepre-configured systems to safely validate workloads before returning them to production.

Complementing this,Air Gap Protecthelps provide immutable backups that are stored separately from the production environment, helping prevent attackers from altering or deleting critical recovery data.

AI-assisted Synthetic Recovery extends this validation. It leverages malwareeencryption detection to create a curated, composite recovery point that combines the most recent clean version of files across all backups into a single recovery point. This helps reduce the amount of data roll-back or the discarding of good data when performing a recovery.

Together, these mechanisms help transform recovery from a best-effort process into an evidence-backed solution.

Por que a portabilidade da carga de trabalho é fundamental para as estruturas de resiliência cibernética?

Atualmente, os ambientes corporativos abrangem infraestrutura local, várias nuvens públicas, plataformas de contêineres e ecossistemas de SaaS. As arquiteturas de recuperação cibernética devem refletir essa realidade. Modelos rígidos de recuperação podem gerar atritos e atrasos, prejudicando a fluidez da recuperação e a segurança dos dados de backup.

Any-to-any portability is essential for cyber resilience. 

A Recovery “any-to-any” em escala corporativa significa que as empresas têm a flexibilidade de:

  • Restaurar cargas de trabalho em infraestruturas heterogêneas.
  • Migrar entre provedores de nuvem quando necessário.
  • Oferecer suporte a cenários de reconstrução do zero quando os ambientes estiverem totalmente comprometidos.
  • Oferecer suporte a diversas migrações de hipervisores e plataformas de armazenamento.

A portabilidade ajuda a garantir que as decisões de Recovery sejam orientadas pelas prioridades de negócios, em vez de pelas restrições da plataforma. Ela também ajuda a reduzir a dependência de uma única infraestrutura durante incidentes em grande escala.


Como a recuperação mínima viável orienta a continuidade dos negócios?

When a major cyber incident occurs, attempting to restore everything at once often creates unnecessary delays and complexity. During such scenarios, beginning with an organization’s sistemas mínimos viáveisda organização e avançar rumo à recuperação total dos negócios pode ser uma estratégia eficaz.

Essa abordagem prioriza, em primeiro lugar, os sistemas e dados necessários para ajudar a restaurar as operações essenciais do negócio. A sequência de Recovery se alinha ao impacto nos negócios, e não à topologia da infraestrutura. Os principais elementos dessa prática incluem alto nível de conscientização sobre dependências, objetivos de Recovery em camadas, manuais de procedimentos automatizados e testes e aperfeiçoamentos contínuos.

A recovery mínima viávelajuda a proporcionar inúmeras vantagens:

  • Recovery confiável e segura das partes mais críticas do negócio.
  • Retorno muito mais rápido às operações contínuas do negócio.
  • Rápida recuperação de sistemas de identidade, aplicativos de comunicação críticos e dados essenciais.

A recovery mínima viável helps accelerate time to business continuity. It helps enable organizations to regain operational capability quickly, even if full restoration takes longer. This process also aligns directly with the ResOps philosophy of measurable readiness.

Conclusão: Integrando todos os aspectos da resiliência cibernética

Present-day cyber resilience is not defined by an organization’s capability to create backups. It is defined by how confidently it can restore trusted operations under real adversarial pressure. It demands an architecture that helps continuously connect detection, validation, isolation, and orchestration.

Em uma arquitetura madura, esses recursos se reforçam mutuamente em tempo real. Os sinais de detecção ajudam a informar a confiançado Cleanpoint™ confidence. Validation workflows continuously test recoverability. Cleanroom environments help provide a controlled proving ground before production cutover. Orchestrated runbooks help align technical recovery with business priorities. When these elements operate together under a ResOps model, they help provide organizations measurable confidence in their ability to recover.

À medida que as ameaças cibernéticas continuam a evoluir, a vantagem decisiva não será a rapidez com que os sistemas podem ser restaurados, mas a confiabilidade com que operações limpas e confiáveis podem ser restabelecidas em escala.

Perguntas frequentes

Por que as estratégias tradicionais de backup não são mais suficientes para a resiliência cibernética?

A recuperação de desastres tradicional foi projetada para interrupções e falhas de hardware, não para ataques maliciosos. Os ransomwares modernos têm como alvo os repositórios de backup, corrompem pontos de restauração e desativam sistemas de proteção. A Commvault resolve isso combinando o Air Gap Protect, a detecção de anomalias e a Cleanroom Recovery para validar e isolar pontos de restauração antes de retornar os dados à produção.

O que é a Recovery baseada em evidências e por que ela é importante?

Evidence-driven recovery uses anomaly detection, threat intelligence, and validation workflows to confirm restore points are clean before deployment. Commvault Cloud implements this through continuous inspection before, during, and after backup — helping surface contamination early and enabling faster, more confident restoration under adversarial conditions.

O que é ResOps e como ela melhora a Recovery cibernética?

O ResOps é um modelo operacional que trata a recuperação como uma disciplina contínua e mensurável, em vez de um evento pontual. A Commvault oferece suporte ao ResOps ao conectar a detecção de anomalias, caminhos de recuperação validados e testes baseados em Cleanroom em um fluxo de trabalho compartilhado que alinha as equipes de segurança, TI e proteção de dados em torno de uma Readiness mensurável.

Como a Cleanroom Recovery e a Recuperação Sintética apoiam a restauração segura?

A Recovery em ambiente isolado (Cleanroom Recovery) oferece um ambiente isolado onde as cargas de trabalho podem ser testadas e validadas antes de retornarem à produção. A Recovery sintética (Synthetic Recovery) utiliza detecção assistida por IA para ajudar a reunir as versões limpas mais recentes dos arquivos em um ponto de recuperação verificado. Juntas, elas ajudam a evitar a reintrodução de malware durante a restauração.

Por que a portabilidade de cargas de trabalho é importante durante um incidente cibernético?

In hybrid and multi-cloud environments, organizations need the flexibility to restore workloads across different platforms. Commvault’s any-to-any portability capability allows recovery across heterogeneous infrastructure, cloud migration between providers, and rebuild-from-scratch scenarios — helping ensure recovery decisions are driven by business priorities rather than platform constraints.

O que é a Recovery mínima viável e como ela apoia a continuidade dos negócios?

Minimum viable recovery prioritizes restoring the most critical systems required to resume core business operations. Commvault supports this through tiered recovery sequencing aligned to business impact — using automated runbooks and continuous testing to help organizations restore identity systems, critical applications, and essential data before completing a full rebuild.

Explore recursos relacionados

Commvault’s Complete Cloud Platform

Platform

Cleanroom

Veja como o ambiente de recuperação em nuvem isolado e sob demanda da Commvault permite testes seguros de cargas de trabalho, análises forenses e validação de produção após um ataque cibernético.
Explore os recursos sobreabout Cleanroom
IDC MarketScape

Líder no IDC MarketScape para Recovery cibernético global

A Commvault foi reconhecida como líder pela abrangência em recuperação cibernética, integração de ecossistemas e recursos dedicados de treinamento em resiliência cibernética.
Leia a avaliação sobreabout Líder no IDC MarketScape para Recovery cibernético global

Pontos principais

  • Regulatory pressure, board expectations, and real-world conflict are accelerating the shift from prevention-focused spending to resilience outcomes.
  • The architecture of resilience has grown significantly more complex, especially as AI systems introduce new data lineage and recovery challenges.
  • Cyber resilience must eclipse traditional disaster recovery and treat disruption as a continuous operating condition rather than an exceptional event.
  • Resilience operations (ResOps™) provides an operating model for making resilience continuous, cross-functional, and demonstrable under actual conditions.
  • The hardest part of the transition to ResOps is organizational. Fragmented ownership and misaligned priorities remain the most common failure modes.

Disruptions have become business as usual. Over the past year alone, we’ve seen:

When the operating environment is inherently uncertain, CISOs and CIOs need to rethink their approach to business continuity.Em um webinar recente, David Nowak, principal at Deloitte’s Cyber Risk Service; Kent Meyer, managing director at Deloitte; and Shilpi Handa, IDC’s associate research director for cybersecurity in the METUmregion, joined me to discuss what operational resilience actually demands in strategy, in architecture, and in day-to-day operations.

Sneak Peek: It’s No Longer a Matter of If, but When

In this clip from the webinar, you’ll hear why outages are no longer just IT events – they are business events. Boards and regulators are now shifting focus from if an outage occurs to how quickly organizations can recover.

Why Disaster Recovery Isn’t Enough

Per NIST’s definition, cyber resilience goes beyond traditional security by assuming breaches will happen and focusing on survival and rapid recovery, not just prevention. This assume-breach framing has been part of zero trust for years, but how many organizations are actually putting its implications into practice?

Backup operations focus on whether data has been copied, and disaster recovery on whether systems can be restored, but true resilience demands that you answer a much harder question: Can these services be restored end to end, under stress, and continuously?

We’re seeing this mindset take hold across all sectors, driven by a combination of regulatory pressure and board-level expectations.

  • In Europe, the EU’s Digital Operational Resilience Act (DORA) now mandates specific resilience outcomes and recovery timelines.
  • The North American Electric Reliability Corporation (NERC) Critical Infrastructure Protection regulations are undergoing a resilience lens as well.
  • Securities and Exchange Commission (SEC) breach reporting requirements have put a spotlight not just on disclosure but on what organizations are doing to recover.

Boards now treat any outage as a business harm event, and the expectation has shifted to demonstrating not just that recovery is possible, but that it can happen quickly, with high confidence.
IDC research by Handa illustrates the way traditional recovery operations can fall short. Following the outbreak of war in the Middle East, she found CIOs and CISOs struggling with the continuity not only of technology, but also of people and processes as staff relocate overnight and offices become inaccessible, leaving no one to run manual failover.
And this is just one of the countless unpredictable scenarios organizations need to account for.

Building the Architecture of Resilience

Umresilience strategy encompasses both what you protect and whether you can recover it. On the former count, the scope of what needs to be protected has expanded steadily, including identity systems, communication platforms, workloads, productivity tools, CI/CD pipelines, and structured and unstructured data.
The latter point – “whether you can recover it” – creates the new requirements for that strategy. It’s not enough to capture point-in-time snapshots and define traditional recovery objectives. As adversaries target backup infrastructure, organizations must now examine recovered data and confirm that it’s free of compromise before bringing it back online. Isolated recovery environments, air-gap protection for critical services, and cleanroom capabilities have become essential components of resilience architecture.
AI introduces a new layer of difficulty. To recover an AI model, you’ll need not just a backup of the model file itself, but everything that went into creating it. This includes its datasets, hyperparameters, framework versions, feature engineering, and infrastructure configurations, as well as a complete dependency map showing how it all fits together.
Meyer frames cyber resilience solutions as a way to democratize disaster recovery. Whereas traditional disaster recovery was siloed inside IT and accessible only to specialists, newer platforms can give security operations teams, business owners, and operations staff the visibility they need to engage.
That matters for organizations with constrained resources, and it changes what’s possible in terms of moving from tabletop exercises to real, demonstrable restores.

ResOps: The Operating Model for Sustainable Resilience

ResOps treats resilience as a continuous function, not just something that happens in response to an incident.
In simple terms, it’s about operationalizing resilience when normal operating assumptions no longer hold. Instead of taking for granted that your backups will be available, clean, and restorable when disaster strikes, with ResOps you’re continually discovering where data lives, protecting and capturing it across on-premises and cloud environments, detecting anomalies, recovering to a trusted state, and restoring workloads that have been fully validated. That way, you’re increasingly ready for a disruption, and more confident that you’ll be able to get through it successfully.
Nowak offers a phrase that captures the essence of ResOps: resilient by design. It’s the successor to the secure-by-design principle that shaped the last generation of security architecture. Beyond building systems that resist compromise, we’re now building systems that can continue functioning when compromise occurs.

The Human Side of ResOps

Adopting ResOps is at least as much about people and process as it is about technology. As Handa notes, organizations don’t typically fail because they lack the right tools; they fail because ownership is fragmented across too many roles, with no shared operating rhythm and no clear decision rights when things go wrong.
ResOps forces organizations to answer questions many haven’t yet worked through, such as:

  • Who has the authority to restore services if the primary team is unavailable?
  • How should remote execution playbooks be structured?
  • How will cross-regional failover work when it can’t depend on a single location?

In that sense, ResOps is less about restoring systems and more about enabling the continuity of decision-making, execution, and accountability under disruption.
To this end, many organizations have created a chief resilience officer title, particularly in state and local government. Whether filled by the CISO, the CIO, or someone new, the emergence of this role reflects broad accountability beyond IT. It requires an owner with the cross-functional authority and communication skills to bring business leaders, security teams, and operations staff into a shared operating rhythm.
The role also includes translating the case for resilience into terms that resonate across stakeholders, including monetary impact for the board, operational continuity for practitioners, and regulatory compliance for GRC teams. The goal is a decision-rights framework that’s been tested in simulations before it’s needed in an incident.

Putting It All Into Practice

Commvault helps organizations put ResOps into practice, from discovering and protecting data across on-premises and cloud environments, to detecting anomalies, recovering to a clean state, and restoring validated workloads. For organizations working to move from tabletop exercises to demonstrable restores, these are the capabilities that help make resilience operational in uncertain times.
Resources from the session, including IDC research on CIO readiness and Deloitte materials on evidence-based recovery, are available through theon-demand page.

Perguntas frequentes

Q: What is cyber resilience and how is it different from disaster recovery?

A: Disaster recovery focuses on restoring systems and data after an incident. Cyber resilience is a broader, more active posture: It assumes disruptions will occur and asks whether services can be restored end to end, under stress, on a regular basis. Many organizations have strong disaster recovery plans that nevertheless leave them exposed when a real incident unfolds under unexpected conditions.

Q: What’s driving organizations to prioritize resilience over prevention?

A: Regulatory frameworks like DORUmand evolving NERC standards now mandate specific resilience outcomes, not just security controls. As a result, boards are focusing on recovery timelines as a business metric.

Q: What makes AI systems harder to back up and recover than traditional data?

A: Backing up an AI model means capturing more than the model file itself. Ummodel is the product of a specific training process involving datasets, hyperparameters, framework versions, and infrastructure configurations. Without that full context, recovery may produce something that can’t be trusted or reproduced.

Q: What is ResOps, and how does it differ from a traditional resilience program?

A: ResOps is an operating model that treats resilience as a continuous, cross-functional discipline rather than a contingency plan. Where traditional programs tend to be siloed in IT and activated after an incident, ResOps brings together security, operations, business owners, and leadership around shared playbooks, clear decision rights, and ongoing validation of recovery readiness.

Q: What are the biggest obstacles to adopting ResOps at scale?

A: The challenges are organizational, including fragmented ownership, misaligned priorities, and the absence of a shared operating rhythm. ResOps requires agreement – before an incident occurs – between security operations teams, business owners, and operations staff on what’s critical, who’s responsible, and how recovery will be validated.

Michael Thelander is Senior Director, Product Marketing at Commvault.

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Pontos principais

  • O Commvault AirGap é imutável por padrão, e os recursos de bloqueio WORM estão disponíveis para organizações com requisitos adicionais de conformidade e regulamentares.
  • Claims that AirGap backups are not truly immutable are inaccurate and do not reflect the platform’s documented capabilities.
  • O armazenamento com tecnologia WORM gera sobrecarga em todo o setor, mas a Commvault ajuda a minimizar esse impacto por meio de um gerenciamento eficiente de dados e de uma arquitetura cloud.
  • O custo do armazenamento de backup vai além do consumo de capacidade e deve incluir despesas com infraestrutura, recursos de computação e operações.
  • As organizações devem ajudar a validar a resiliência dos backups por meio de testes em condições reais, em vez de confiar nas alegações de marketing dos fornecedores.

Talvez você tenha se deparado recentemente com alegações de um concorrente sugerindo queCommvault AirGap (previously called Commvault Air Gap Protect) contains a critical security gap – that backups are not truly immutable, or that enabling WORM (Write Once, Read Many) lock results in two to three times higher storage costs.
Let us address this directly: These claims are inaccurate.

Suporte a bloqueios imutáveis e WORM no AirGap

AirGap is immutable by design, meaning that once data is written, it cannot be altered – a foundational capability that has been part of the platform since its initial release.
For organizations with regulatory or compliance requirements, Commvault also supports WORM lock capabilities in addition to immutability. These protections are available across  supported cloud storage targets, including:

  • Amazon S3 Object Lock
  • Microsoft Azure Blob immutability policies

These features are documented, rigorously tested, and actively used by customers in production environments today.
In our latest platform release, we further expanded WORM lock support within AirGap. This enhancement extends protection across both cloud and on-premises storage environments, delivering broader and more comprehensive coverage than many competing solutions.

Eficiência de armazenamento: compre o panorama geral

Across the industry, one fact remains consistent: WORM-enabled storage introduces some degree of overhead. Because WORM-locked data cannot be modified after it is written, systems have limited ability to optimize or reduce stored data over time. This is not unique to Commvault – it applies universally across vendors.
What differentiates Commvault is how efficiently this challenge is managed. Our platform helps support native cloud immutability (including S3 Object Lock and Azure immutability policies) and maintain an efficient storage overhead.
However, total cost of ownership (TCO) extends beyond storage overhead alone. Architectures that rely on always-on virtual appliances can introduce ongoing compute costs and operational complexity that compound over time.
By contrast, modern, cloud-native approaches prioritize:

  • Gerenciamento eficiente de dados.
  • Modelos de implantação flexíveis.
  • Eliminação de dependências persistentes de infraestrutura.

These design principles can result in more predictable, scalable, and sustainable long-term costs.
Presenting this as a choice between insecure backups and excessive storage costs is misleading. It is a false dichotomy that should prompt careful evaluation of vendors making such claims.

Uma tendência crescente entre os clientes

Estamos observando um padrão claro: as organizações estão, cada vez mais, migrando para a Commvault após decidirem não renovar seus contratos com seus provedores anteriores. Entre os motivos mais comuns, podem estar:

  • Limitações inesperadas à medida que os ambientes crescem.
  • Limitações de desempenho associadas a arquiteturas baseadas em dispositivos.
  • Aumento dos custos de infraestrutura e operacionais.
  • Os preços de renovação são significativamente mais altos do que as condições da compra inicial.

These challenges are not isolated – they reflect a broader trend in the market. Customers are seeking solutions that offer flexibility, transparency, and long-term value, without hidden trade-offs.

Superando o ruído

In a market often shaped by aggressive claims and unclear comparisons, objective validation can be  critical. That is why we created the Get Real Challenge – a structured, no-cost assessment that enables you to evaluate backup and recovery solutions in a meaningful way.
Through this program, you can:

  • Simular cenários reais de ataques cibernéticos.
  • Teste os recursos de recuperação utilizando seus próprios dados e ambiente.
  • Evaluate performance without vendor bias or staged demonstrations.

The result is a clear, evidence-based understanding of your organization’s resilience posture. If you want to determine how your backups would perform under real-world conditions, we would be happy to help you get started. Drop us an email at global-sdr@commvault.com.

Perguntas frequentes

Q: Is Commvault AirGap truly immutable?

A: AirGap is immutable by design, meaning backup data cannot be altered after it is written. This capability has been a core part of the platform since its initial release.

Q: Does AirGap support WORM lock protection?

A: AirGap helps support WORM lock capabilities across supported cloud storage platforms, including Amazon S3 Object Lock and Microsoft Azure Blob immutability policies. Recent enhancements also have helped expand protection across cloud and on-premises environments.

Q: Does enabling WORM lock significantly increase storage costs?

A: WORM-enabled storage creates some level of overhead regardless of the vendor because protected data cannot be modified after it is written. The more important question is how efficiently a platform manages that overhead and its overall impact on long-term costs.

Q: Why is total cost of ownership more important than storage overhead alone?

A: Storage efficiency is only one part of the equation. Organizations also should consider infrastructure requirements, compute costs, operational complexity, and scalability when evaluating the long-term cost of a backup solution.

Q: Why are some organizations moving away from appliance-based backup architectures?

A: As environments grow, organizations often look for solutions that offer greater flexibility, simpler operations, and more predictable costs. Cloud-native approaches can help eliminate dependencies on always-on infrastructure while enabling organizations to scale more efficiently.

Q: How can organizations validate their cyber resilience strategy?

A: The best way is typically through testing. Running realistic recovery exercises and cyberattack simulations enable organizations to understand how their backups will perform under real-world conditions and help identify gaps before an actual incident occurs.

Kash Ansari is Chief Customer Officer Americas at Commvault.

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Over the past few years, I’ve had more conversations about AI than I can count.
Some are focused on potential. Some are focused on risk. Very few are grounded in how AI actually shows up in day-to-day operations.
That’s why I’m writing about an episode of STRIVE I recorded with Ravit Jain, founder and host of “The Ravit Show.”

We didn’t spend time on hype. We didn’t speculate about the future. We focused on what’s happening right now – and what changes when conversational AI is layered on top of unified resilience.
Watch the episódio completo.

Principais conclusões: o que essa mudança realmente significa

  • Conversational AI helps lower the barrier to cyber intelligence. Leaders can ask complex questions in plain language and get actionable answers.
  • Unified resilience helps reduce fragmentation. Bringing recovery, security, and governance together can change how quickly organizations respond.
  • Trust is the deciding factor in AI adoption. Without transparency and control, AI doesn’t move beyond experimentation.
  • Clean data matters more than speed alone. Recovery isn’t just about getting systems back – it’s about getting back to a trusted state.
  • AI doesn’t replace expertise. It amplifies it by helping to remove friction and accelerate understanding.

Dos painéis de controle ao diálogo

For years, cybersecurity platforms have relied on dashboards, charts, alerts, and reports. And for technical teams, those tools work. But most leaders don’t think in dashboards. They think in questions:

  • Estamos expostos?
  • Quanto tempo vai demorar a recuperação?
  • What’s the impact if something happens right now?

Ravit and I talked about how conversational AI changes that dynamic. Instead of navigating layers of tooling, teams can interact directly with their environment using natural language. That fundamentally changes who can engage with cyber resilience – and how quickly decisions can be made.

Antevisão: Tornando a resiliência cibernética mais acessível

Catch a sneak peek of the episódio completo where we explore how conversational AI shifts cybersecurity from something you interpret to something with which you can directly interact.

A confiança muda tudo

One theme kept coming up throughout our discussion: trust. It’s easy to build an interface that answers questions. It’s much harder to build one that leaders trust in a real incident.
Trust comes down to a few things:

  • Integridade dos dados
  • Controle de acesso
  • Transparência
  • Governança
  • Consistência ao longo do tempo

If an executive asks a question about recovery posture, the answer has to be right. It has to be explainable. And it has to be grounded in data that hasn’t been compromised. Without that foundation, conversational AI is interesting, but not operational. With it, it becomes something teams rely on.

Por que a unificação é importante

Outro ponto que se destacou em nossa conversa foi o quanto ainda há complexidade na maioria dos ambientes:

  • Diferentes ferramentas para backup.
  • Diferentes sistemas de segurança.
  • Diferentes processos de governança.
  • Todos operam de forma independente.

That fragmentation slows everything down – especially during an incident.
Unified resilience helps change that by bringing those pieces together into a single operational layer. When conversational AI sits on top of that layer, you’re not querying isolated systems anymore. You’re interacting with a connected view of your entire environment. That’s where things can start to move faster and clarity improves. And that’s where recovery decisions become more confident.

This Isn’t About Replacing People

There’s always a question that comes up when AI enters the conversation: What happens to the teams?

Ravit addressed this directly. AI isn’t replacing expertise – it’s extending it. Security teams still define policy. Recovery teams still validate outcomes. And leaders still make decisions.
What changes is how quickly they can get to the information they need – and how clearly they can understand it. Because when you’re in the middle of a cyber event, that clarity matters.

Uma mudança na forma como as organizações operam

There’s also a cultural shift happening when conversational AI becomes part of the workflow:

  • As discussões sobre segurança podem se tornar mais fáceis de acompanhar.
  • Mais partes interessadas podem participar.
  • As decisões podem ser tomadas mais rapidamente.
  • Os silos podem começar a se desintegrar.

Instead of cybersecurity being confined to a handful of specialists, it becomes something the broader organization can engage with. To be clear – that doesn’t make it simpler. But it does make it more accessible.

Assista ao episódio completo

In the full STRIVE episode, you’ll discover:

  • Como a IA conversacional está sendo realmente utilizada na segurança cibernética.
  • O que é necessário para criar confiança em sistemas baseados em IA.
  • Por que as plataformas unificadas ajudam a melhorar os resultados da recuperação.
  • Como as organizações podem começar a refletir sobre essa mudança.

Assista agora sobre.
If you’re thinking about how AI fits into your resilience strategy, it’s worth the time.

Perguntas frequentes

Q: What is conversational AI in cybersecurity?

A: Conversational AI allows users to interact with security and recovery systems using natural language, making it easier to access insights without navigating complex tools.

Q: How does conversational AI help improve resilience?

A: Conversational AI helps reduce friction in understanding data, can speed up decision-making, and allows more stakeholders to engage in recovery and security discussions.

Q: Why is trust so important for AI adoption?

A: If teams don’t trust the data, the controls, or the outputs, they won’t rely on AI during critical moments.

Q: What does unified resilience mean?

A: Unified resilience refers to bringing together data protection, security, governance, and recovery into a single, integrated approach, rather than managing them separately.

Q: Does conversational AI replace security teams?

A: No. Conversational AI can help teams work more efficiently by making information easier to access and understand.

Q: Where should organizations start?

A: Focus on data integrity, governance, and unifying visibility across systems before layering in conversational capabilities.

Darren Thomsonis Vice President and Chief Technology Officer, EMEA, at Commvault

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Pontos principais

  • A resiliência cibernética depende tanto da tecnologia quanto da expertise dos profissionais responsáveis pela proteção e recuperação de sistemas críticos.
  • O aprendizado contínuo ajuda as equipes de parceiros a se manterem atualizadas em relação às ameaças em constante evolução, aos ambientes híbridos e às melhores práticas de resiliência.
  • A Commvault Readiverse Academy oferece treinamentos voltados para funções específicas, laboratórios práticos e certificações projetadas para desenvolver habilidades de resiliência cibernética aplicáveis na prática.
  • Os clientes valorizam cada vez mais os parceiros capazes de oferecer orientação confiável, acelerar a preparação para a recuperação e maximizar os resultados em termos de resiliência.
  • Investir em educação continuada ajuda a fortalecer as capacidades dos parceiros, gera confiança nos clientes e contribui para o crescimento dos negócios a longo prazo.

Organizations are facing increasing pressure to defend against sophisticated and ever-changing threats. But they also need to manage complex hybrid environments, enable rapid recovery, and maintain continuous operations. Technology plays a critical role – but it’s not enough on its own.

True resilience depends on the readiness, experience and ongoing development of the professionals designing, implementing and supporting these environments. As resilience operations continues to mature, trusted expertise has become a critical differentiator.

The Growing Importance of Continuous Learning

Cyber resilience environments are constantly evolving – from expanding hybrid infrastructures to increasingly advanced threats and rising recovery expectations.

For partner professionals across sales, consulting, engineering and support, staying current is no longer optional – it’s essential. Continuous learning helps teams:

  • Fortalecer os conhecimentos especializados em resiliência cibernética.
  • Desenvolva confiança nas conversas com os clientes.
  • Mantenha-se atualizado com as tecnologias em constante evolução e as melhores práticas.
  • Prepare-se para novas funções e oportunidades.

Whether supporting ransomware readiness, designing recovery strategies or navigating complex data environments, skilled professionals play a critical role in helping maintain resilience and operational continuity.

Building Expertise Across the Partner Ecosystem

At Commvault, we recognize that different partner roles require different skills and learning paths.

That’s why Readiverse Academy was created – offering role-based learning and outcome-focused certifications across sales, engineering, consulting, architecture and support. Beyond just certification, our courses provide practical expertise that drives real customer outcomes.

The Commvault Readiverse Academyoferece:

  • Percursos de aprendizagem baseados em funções.
  • Aprendizagem flexível e no seu próprio ritmo.
  • Laboratórios práticos baseados em cenários.
  • Certificações que comprovam a preparação para o mundo real.

Today, more than 10,000 active learners across the partner ecosystem are building their expertise through Readiverse Academy, reflecting the growing importance of cyber resilience skills across the industry.

Why Expertise Matters to Customers

Customers aren’t just investing in technology – they’re investing in outcomes.

They expect confidence in their ability to protect, manage, and recover systems when disruption occurs. They need trusted experts who can help reduce risk, accelerate recovery, and maximize the value of their investments.

Partners with continuously developing teams are better positioned to help:

  • Acelerar as implantações.
  • Alinhar as soluções às necessidades em constante evolução.
  • Melhorar a prontidão operacional.
  • Fortalecer a preparação para a recuperação.
  • Enfrentar desafios complexos relacionados à resiliência.

As cyber resilience becomes mission-critical, expertise becomes a key differentiator.

Investing in the Future of Cyber Resilience

The cyber resilience landscape will continue to evolve – and so will customer expectations.

For partner professionals, continuous learning helps drive long-term growth, credibility, and readiness. For partners, it helps strengthen delivery and build trust. For customers, it helps enable better outcomes.

Explore the Commvault Readiverse Academy, and start building the expertise that sets your team apart – with role-based learning, hands-on training, and certifications designed for real-world impact.

Perguntas frequentes

Q: Why is technology alone not enough to achieve cyber resilience?
A: Technology provides the tools needed to protect and recover data, but successful cyber resilience also depends on the people using those tools. Skilled professionals are essential for helping design effective strategies, respond to threats, and enable rapid recovery when disruptions occur.

Q: What role does continuous learning play in cyber resilience?
A: Continuous learning helps professionals stay current with evolving cyber threats, changing technologies, and emerging best practices. It also helps build confidence in customer engagements and prepare teams to address increasingly complex resilience challenges.

Q: What is the Commvault Readiverse Academy?
A: Readiverse Academy is Commvault’s learning platform that offers role-based training, hands-on labs, flexible learning paths, and certifications. Its programs are designed to help sales, engineering, consulting, architecture, and support professionals develop practical cyber resilience expertise.

Q: How do customers benefit from working with highly trained partners?
A: Customers gain access to trusted experts who can help reduce risk, improve operational readiness, accelerate deployments, and strengthen recovery preparedness. This expertise helps organizations achieve better outcomes from their cyber resilience investments.

Q: Why are certifications important in the cyber resilience field?
A: Certifications help validate real-world knowledge and readiness, giving both partners and customers confidence in a professional’s capabilities. They also support career development and demonstrate a commitment to maintaining current expertise.

Q: How can partners prepare for the future of cyber resilience?
A: Partners can prepare by investing in ongoing education, developing role-specific expertise, and staying aligned with evolving resilience requirements. Building a culture of continuous learning helps teams remain effective as customer expectations and threat landscapes continue to evolve.

Thomas Kestner is Global Director Partner Solutions & Services Enablement, WW Education Services, at Commvault.

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Anunciamos uma parceria estratégica reforçada entre a Commvault e a HPE –baseada na convicção comum de que a proteção de dados e a resiliência cibernética precisavam evoluir em paralelo com a infraestrutura moderna. E se você estava na sala durante a palestra de Antonio Neri ou a assistiu online, talvez se lembre de que a Commvault foi mencionada no palco. Na época, aquilo pareceu uma forte declaração de intenções.

Hoje, voltando para Las Vegas, parece que há algo mais: Execução. Impulso. E uma oportunidade real de construir uma TI moderna e resiliente para os clientes. – one grounded in a shared belief that data protection and cyber resilience needed to evolve alongside modern infrastructure.

And if you were in the room for Antonio Neri’s keynote or watched it online, you might remember Commvault being called out on stage.

At the time, it felt like a strong statement of intent.

Today, heading back to Las Vegas, it feels like something more:

Execution. Momentum. And a real opportunity to build modern, resilient IT for customers..

What’s changed in the past year

In the last twelve months, the conversations we’re having with customers have shifted – but so has the environment they’re operating in.

Yes, data is growing. Yes, AI is accelerating. And yes, you absolutely need to have a resilience plan for AI.

But what’s also changed is the nature of the risk.

We’re now entering what many are calling the age of frontier AI – with advanced models like Mythos fundamentally changing how quickly vulnerabilities are discovered and exploited.

You may have seen that , destacamos como esses modelos estão reduzindo o que costumava ser ciclos de exploração de semanas para minutos, diminuindo drasticamente o tempo que as organizações têm para responder ou se recuperar. Os ataques estão se tornando mais automatizados, mais autônomos e mais imediatos. O que significa que o que você achava que sabia pode não se aplicar mais:Que você terá tempo para aplicar o patch antes que alguma vulnerabilidade seja explorada

  • That you’ll have time to patch before something is exploited
  • That recovery can happen “after the fact”
  • É isso que realmente mudou.

    É por isso que as conversas que estamos tendo hoje — com clientes, com parceiros e em todo o setor — não giram tanto em torno de se algo vai acontecer, mas sim de quão rapidamente você consegue se recuperar quando isso ocorrer. E é também por isso que a inovação conjunta com parceiros como a HPE — levando ao mercado novas soluções diferenciadas que resolvem desafios reais dos clientes e fortalecem nosso portfólio de resiliência cibernética — é tão incrivelmente valiosa.

That’s what’s really changed.

It’s why the conversations we’re having today – with customers, with partners, and across the industry – are less about if something happens and more about how quickly you can recover when it does.

And it’s also why the joint innovation with partners like HPE – bringing to market differentiated new solutions that solve real customer challenges and strengthen our cyber resilience portfolio – is so incredibly valuable.

Se pararmos para analisar o último ano dessa parceria, eu classificaria nosso progresso com a HPE em três áreas bem definidas.

If you step back and look at the past year of this partnership, I’d group our progress with HPE into three clear areas.

Já fomos muito além da produção e da proteção na infraestrutura de armazenamento, estendendo-nos às plataformas de tempo de execução. Assim, não apenas possibilitamos um gerenciamento simplificado de snapshots e uma recuperação mais rápida em tecnologias de armazenamento da HPE, como o HPE Alletra Storage MP ou o HPE StoreOnce, como também não nos limitamos à camada de armazenamento. Um ótimo exemplo disso é a proteção sem agente para máquinas virtuais (VMs) gerenciadas por meio do software HPE Morpheus.

A virtualização está passando por um período de verdadeira ruptura neste momento. Os clientes não estão apenas avaliando alternativas – eles estão migrando ativamente. E isso traz riscos. Nosso foco tem sido ajudar a garantir que a proteção não seja interrompida e possa permanecer consistente durante (e após) essas transições.

A proteção sem agente acrescenta mais uma camada para simplificar isso – eliminando dependências que podem tornar as migrações mais lentas ou complicadas, ao mesmo tempo em que ajuda a manter as VMs protegidas em todos os ambientes. Esse nível de integração em toda a pilha permite que os clientes acelerem sua estratégia de migração de VMs com confiança e nos seus próprios termos, o que se traduz em maior agilidade operacional, redução de riscos e maior economia de custos.

We’ve moved well beyond production and protection across storage infrastructure to run-time platforms. So not only do we enable simplified snapshot management and faster recovery across HPE storage technologies like HPE Alletra Storage MP or HPE StoreOnce, we don’t stop at the storage layer. A great example of that is agentless protection for virtual machines (VMs) managed through HPE Morpheus Software.

Virtualization is in a period of real disruption right now. Customers aren’t just evaluating alternatives – they’re actively migrating. And that introduces risk.

What we’ve focused on is helping to make sure protection doesn’t break and can remain consistent during (and after) those transitions.

Agentless protection adds another layer to simplify that – removing dependencies that can slow down or complicate migrations, while helping keep VMs protected across environments.

This level of integration up the stack means customers can accelerate their VM migration strategy confidently and on their own terms, translating to better operational agility, reduced risk, and greater cost-savings.

A segunda mudança tem sido na forma como atuamos no mercado em conjunto – e no que oferecemos aos clientes como um conjunto unificado de soluções. Grande parte disso se deve ao papel do

software HPE Zerto da Commvault.

Ao integrar o HPE Zerto de forma mais profunda ao Commvault Cloud, fortalecemos nossa platform proteção contínua de dados, resiliência e mobilidade de cargas de trabalho, o que permite que os clientes modernizem suas plataformas e recuperem rapidamente suas cargas de trabalho para manter seus negócios em funcionamento após interrupções operacionais. E, mais recentemente, lançamos uma inovação revolucionária com.

By integrating HPE Zerto more deeply into Commvault Cloud, we’ve strengthened our platform with continuous data protection and workload resiliency and mobility that enables customers to modernize platforms and rapidly recover workloads to keep their business running after operational disruptions.

And more recently, we introduced a game-changer with desenvolvido com base na infraestrutura da HPE, uma solução completa que se baseia em:

  • Armazenamento HPE Alletra Storage MP X10000 de alto desempenho, totalmente em flash, para recuperação acelerada de dados em formato de objeto e de arquivo
  • Servidores HPE ProLiant Compute para computação segura e de nível empresarial
  • And an industry-leading cyber resilience platform that’s flexible and scalable enough to take advantage of that performance.

Flex solves customers’ challenges in protecting data-intensive workloads like multi-petabyte data lakes that power AI and analytics applications. With Commvault Flex built on HPE technology, customers get an integrated solution that accelerates recovery, simplifies deployment, scales easily, and can help them meet their resilience objectives and recovery SLAs for the foundational data that powers their business.

One more area that’s really come into focus for us over the past year is GreenLake by HPE. As customers push harder into AI, one thing that becomes clear pretty quickly is how infrastructure is delivered and consumed matters just as much as what’s powering it under the hood. There’s a growing need for environments that can scale, adapt, and evolve alongside these AI workloads without adding more complexity. That’s where GreenLake becomes such an important part of the conversation. It’s not just a platform – it’s how many customers are starting to think about building AI-ready infrastructure and become an agentic enterprise. For us, that means doubling down on how Commvault shows up in that ecosystem, continuing to invest in tighter integration and an optimized experience. It’s an area we’re really excited about, and one where you’ll continue to see both teams pushing forward together.

#3 – Resultados reais dos clientes que validam a direção

The third area – and probably the most important – is what we’re seeing in customer environments.

We’re starting to see this architecture land in meaningful ways.

For example:

  • A large European bank leveraged the combined Commvault and HPE solution to strengthen cyber resilience across mission-critical banking systems – while also supporting regulatory requirements like DORA compliance. What made the difference here was the combination of Commvault’s architectural advantages and tight integration with the high-performance HPE Alletra Storage MP X10000, enabling the customer to meet recovery objectives that other solutions couldn’t match.
  • Uma importante organização de jogos online da África do Sul seguiu um caminho um pouco diferente, concentrando-se na disponibilidade e no tempo de funcionamento de sua platform. Nesse caso, a integração do HPE Zerto à oferta mais ampla da Commvault possibilitou a replicação contínua e uma recuperação mais rápida, oferecendo suporte a um ambiente de alta disponibilidade em que até mesmo breves interrupções causam impacto nos negócios. O cliente obteve uma oferta de resiliência mais completa, fornecida de ponta a ponta pela Commvault, o que simplificou o processo de aquisição e suporte.

Different use cases – but a common theme:

Customers aren’t just buying backup anymore. They’re investing in resilience as part of their production architecture.

Por que a infraestrutura híbrida é mais importante do que nunca

If you zoom out, the pattern is clear.

AI workloads are amplifying everything. There’s more data, cycles are faster, and there’s less tolerance for disruption.

And increasingly, the limiting factor isn’t compute – it’s data: How quickly it can be accessed, how efficiently it can be moved, and how fast it can be recovered when something goes wrong.

That’s why platforms like the HPE Alletra Storage MP X10000 are playing a bigger role in these conversations – high performance, scale-out storage that can scale to meet extreme capacity and throughput demands. And when it’s integrated in a solution like Commvault Flex, it creates something that’s increasingly important – a protection and recovery layer that can actually keep up with AI.

Perspectivas para o HPE Discover

Heading into this year’s event, there’s a different energy.

A year ago, we were talking about what we could build together.

Now, we’re seeing:

  • Integração técnica mais profunda
  • Alinhamento mais claro na estratégia de entrada no mercado
  • E resultados reais para os clientes que comprovam a eficácia dessa abordagem

There’s still a lot of work ahead. But it feels like we’re at one of those points where things start to really take off.

Because the reality is simple:

AI doesn’t wait.

And increasingly, neither can your recovery strategy.

If you’re going to be at HPE Discover 2026, I’d encourage you to stop by and take a look.

Have a conversation with our team at our booth.  Take in a demo. Attend our breakout session. Or setup a meeting with our exec teams for a deeper dive.

I can’t wait to see you there – and to see what all this incredible momentum brings in the coming year.

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