• Home
  • Use Cases
  • Securing AI Data Pipelines

Continuous Protection of your AI Data Pipeline

Continuous monitoring is essential for securing AI data pipelines, involving ongoing observation and evaluation of data from ingestion to deployment.

AI data pipeline security

Data Security and Cyber Attacks

Data security and cyber-attacks on AI data pipelines are a critical concern for organizations, as these attacks can lead to significant disruptions and data breaches. 

80%

of data experts believe that AI increases data security challenges.

49%

of companies intend to invest in AI in 2024, highlighting the need for robust security measures.

40%

of companies have encountered an AI privacy breach, with one in four being malicious.

Fusce eget odio.

A
10%
B
25%
C
30%
D
50%
2000 Votes
SECURE AI DATA

Continuous monitoring in securing AI data pipelines

Commvault data protection helps businesses accelerate their AI development by securing and safeguarding their data pipelines.

Description

Continuous monitoring

Use Commvault to continuously monitor your AI pipeline for suspicious activity and potential vulnerabilities.

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.

Description

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.

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. 

Scan your environment for threats

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.

Verify that your 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.

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. 

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.

RESOURCES

Explore the Commvault platform

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.

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.

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.

Frequently Asked Questions

Does Commvault support my data lake and CI/CD pipeline platforms?