--- title: "Continuous Monitoring for Your AI Data Pipeline | Commvault" type: "WebPage" language: "en" url: "https://www.commvault.com/use-cases/protecting-ai-data-pipelines" date: "2025-08-16T08:13:19-04:00" modified: "2026-05-05T15:00:28-04:00" description: "Commvault's advanced cyber recovery suite offers continuous monitoring and protection for AI data, safeguarding data pipelines and ensuring recovery." image: "https://www.commvault.com/ogimage/fb/12574/" breadcrumbs: - name: "Commvault Home" url: "https://www.commvault.com/" - name: "Use cases" url: "https://www.commvault.com/use-cases" - name: "Protecting ai data pipelines" --- # Protecting AI Data Pipelines - [Home](https://www.commvault.com) - Use Cases - Protecting AI Data Pipelines ## Protect your AI Data Pipeline Safeguard AI data pipelines and rapidly recover next gen AI stacks. - [Request a demo](/request-demo) ![](https://www.commvault.com/wp-content/uploads/2025/08/Hero_Use-Cases-AI-Data-Pipeline_650x650.png) --- - [Why It Matters](#Why-It-Matters) - [Benefits](#Benefits) - [Case Study](#Case-Study) - [Resources](#Resources) - [FAQ](#FAQ) [Get Free Trial](/free-trial) --- recover clean ai data ## Data protection and cyber attacks Protecting AI data and making it recoverable are critical concerns for organizations as these attacks can lead to significant disruptions and poisoning of AI data. --- --- 80% of data experts believe that AI increases data security challenges.¹ --- 49% of companies intend to invest in AI in 2024, highlighting the need for robust data protection measures.² --- 40% of companies have encountered an AI privacy breach, with one in four being malicious.² Sources: [Staff, S. (2024, May 7). 80% of data experts believe AI increases data security challenges. Security Magazine | The business magazine for security executives](https://edgedelta.com/company/blog/data-security-statistics)¹ [Helpful data security statistics in 2024. (2024, October 7). Edge Delta: AI Automated Observability | Edge Delta. https://edgedelta.com/company/blog/data-security-statistics](https://edgedelta.com/company/blog/data-security-statistics)² --- Protect AI DATA ## Safeguard AI data with immutable copies Commvault data protection helps businesses protect AI workloads with indelible, immutable copies to use for clean recovery, ![](https://www.commvault.com/wp-content/uploads/2025/08/Use-Cases-AI-Data-Pipeline_Benefit_Continuous-Monitoring_1088x870.png) --- --- ## Continuous data security Use Commvault to look for anomalous behavior across your critical AI data. --- ## Threat detection and response Commvault cyber recovery extends detection and response to bring AI into an organization’s threat universe, automating defenses to keep pace with existing and new threats. --- ## Operational recovery Commvault provides industry-leading backup and recovery capabilities, ensuring that AI data pipelines can be quickly restored in case of data loss or corruption. --- how we do it ## Identify risks in your AI data pipeline and respond quickly Continuous monitoring is a critical component in securing AI data pipelines. It involves the ongoing observation and evaluation of data as it flows through different stages of the pipeline, from ingestion to deployment. ![](https://www.commvault.com/wp-content/uploads/2025/08/Use-Cases-AI-Data-Pipeline_Benefit_Identify-Risks_1088x870.png) --- --- ## Early detection of anomalies Continuous monitoring with Commvault allows for the early detection of anomalies, outliers, or unexpected changes in data patterns. This helps in identifying potential security threats or data quality issues before they impact the AI model’s performance or integrity. [Learn about Threatwise®](/platform/threatwise) --- ## Fast recovery from data anomalies Commvault not only continuously monitors for data anomalies, but our recovery capabilities are also second to none when it comes to restoring your AI pipeline data from malware attacks or system failure. [Learn about Backup and Recovery](/platform/backup-and-recovery) --- ## Continuous threat scanning of your AI data pipelines Commvault’s advanced cyber threat scanning can continuously monitor your AI data for anomalies based on trends and gives you the capability to quickly restore your AI data if anomalies are detected. [Learn about Threat Scan](/platform/threat-scan) --- ## Verify that AI data is clean and intact Commvault Cleanroom can provide an immutable environment to recover and verify the quality of your AI data after a cyber-attack. [Learn about Commvault Cleanroom](/platform/commvault-cleanroom) --- ## Backup and recovery of AI pipelines in your public cloud DevOps environment Commvault integrates with cloud provider products such as Azure DevOps to help backup your data pipelines easily in the cloud. [Learn about Azure DevOps](https://documentation.commvault.com/2023e/essential/azure_devops.html) --- Case Study ## Global manufacturing company saves time and costs with Commvault® Cloud Linamar achieved data protection and operational efficiencies with Commvault Cloud saving 32 hours a month on average previously spent on managing tapes. [Read more](/resources/case-studies/case-study-linamar) ![](https://www.commvault.com/wp-content/uploads/2025/08/CustomerStory_Linamar_650x650.png) --- Our Reach ## Supporting more than 100,000 companies - ![](https://www.commvault.com/wp-content/uploads/2025/08/logo__adidas.png) - ![](https://www.commvault.com/wp-content/uploads/2025/08/logo__sony.png) - ![](https://www.commvault.com/wp-content/uploads/2025/08/astra-zeneca-case-study.png) - ![](https://www.commvault.com/wp-content/uploads/2025/08/logo__merck.png) - ![](https://www.commvault.com/wp-content/uploads/2025/08/logo__randstad.png) - ![](https://www.commvault.com/wp-content/uploads/2025/08/logo__panasonic.png) --- > “Commvault Cloud delivers integrated, zero-trust security for peace of mind. We have complete confidence that our data is safe.” > > Nelson Lam > > President at Tontec International Limited > “With a long retention strategy, our cloud storage costs were accelerating quickly. Commvault Cloud gave us a way to dramatically lower those costs and keep them predictable, while simultaneously providing us with the data resilience needed to keep our business running.” > > Jacob Gsoedl > > CIO at Power Integrations > “With Commvault, we can build a defense mechanism to prevent cyberattacks and enable rapid recovery. With just a few clicks, we can restore a virtual machine or backups after an attack, which is vital in our line of work as a pharmaceutical company with very sensitive data.” > > Paul Vries > > IT Team Lead at Bilthoven Biologicals --- resources ## Explore the Commvault platform [View all resources](/resources) --- ![](https://www.commvault.com/wp-content/uploads/2025/08/Capability_HyperscaleXAppliance_Hero_650x650-1.jpg) Blog ## How does Commvault work with our partners to secure your AI data? Explore how Commvault’s collaborations with industry leaders in cybersecurity, AI, and cloud technologies enhance cyber resilience. [Read more about How does Commvault work with our partners to secure your AI data?](/blogs/collaborating-with-top-security-and-ai-companies) ![](https://www.commvault.com/wp-content/uploads/2025/08/GSI_Featured-Data-Security_650x650.jpg) datasheet ## AI in Commvault® Cloud For over a decade, Commvault has leveraged artificial intelligence (AI), machine learning (ML), and intelligent automation to enhance our platform’s capabilities. This AI improves data protection and recovery operations and assists customers in managing risk, locating sensitive data, and more. [Read more about AI in Commvault® Cloud](/resources/datasheet/ai-in-commvault-cloud) ![](https://www.commvault.com/wp-content/uploads/2025/08/Resource_Generic_888x500-SEE-IT-IN-ACTION.png) faq ## Customer FAQ: AI AI has emerged as a powerful tool for fortifying defenses in cyber resilience. It enables quicker response times, better-focused resources, reduced alert fatigue, and more time to focus on effective threat mitigation strategies. [Read more about Customer FAQ: AI](/resources/pdf/customer-faq-ai) --- ## Frequently Asked Questions Does Commvault support my data lake and CI/CD pipeline platforms? Commvault Cloud supports 250+ different integrations including Azure Data Lake Gen2, Azure DevOps, Github, and many more. See the full list [here](https://www.commvault.com/supported-technologies). --- Ready to get started? ## **Experience Commvault cyber resilience solutions** Sign up for a full-access free trial today! [Get free trial](/free-trial) ![](https://www.commvault.com/wp-content/uploads/2025/08/ProductUI_InSitu_Dashboard-2.png)