Nightfall AI vs Zscaler DLP: Data Loss Prevention Comparison (2026)

Nightfall AI and Zscaler DLP both offer Data Loss Prevention solutions with unlisted pricing and no free tiers. Nightfall AI focuses on AI-powered data lineage tracking and misconfiguration revocation, while Zscaler DLP emphasizes comprehensive platform offerings like Secure Internet Access and Zero Trust for Workloads.

AI Citation Scorecard

How often each is cited by major AI engines when buyers ask data loss prevention questions. Last 90 days across ChatGPT, Perplexity, Gemini, Claude, and Copilot.

Zscaler DLP leads overall13% cited vs Nightfall AI 0% across 60 probes.
ChatGPT
Nightfall AI
0 / 6 probes
0%
Invisible
Zscaler DLP
0 / 6 probes
0%
Invisible
Perplexity
Nightfall AI
0 / 6 probes
0%
Invisible
Zscaler DLP
0 / 6 probes
0%
Invisible
Gemini
Nightfall AI
0 / 6 probes
0%
Invisible
Zscaler DLP
0 / 6 probes
0%
Invisible
Claude
Nightfall AI
0 / 6 probes
0%
Invisible
Zscaler DLPLeads
4 / 6 probes
67%
Excellent
Copilot
Nightfall AI
0 / 6 probes
0%
Invisible
Zscaler DLP
0 / 6 probes
0%
Invisible
Scale:NoneLowFairStrongExcellent

Probes run hourly; each (engine × query) combo retests every ~3 days.

Pricing

Nightfall AI
Starting price
Free tier
nightfall.ai
Zscaler DLP
Starting price
Free tier
zscaler.com

Key Features

Nightfall AI
  • Prevent sensitive data exposure
  • AI-powered data lineage tracking
  • Revoke data access misconfigurations
  • Automatically block or limit access
Zscaler DLP
  • Secure Internet Access (SWG)
  • Data Security (inline web, all apps)
  • Private Access (for all users)
  • Advanced Threat Protection
  • Zero Trust for Workloads
  • Inline data security
  • SaaS Security Advanced
  • Digital Experience Monitoring

When to choose Nightfall AI

Choose Nightfall AI if your organization prioritizes AI-powered data lineage tracking, revoking data access misconfigurations, and has a need for integrations with specific applications like Slack, Google Drive, Gmail, GitHub, Jira, Microsoft 365, Salesforce, and Zendesk.

When to choose Zscaler DLP

Choose Zscaler DLP if your organization needs a broader security platform that includes Secure Internet Access (SWG), Private Access, Advanced Threat Protection, Zero Trust for Workloads, and comprehensive inline data security across all applications. Zscaler DLP may also be suitable if quick setup is a priority.

Frequently Asked Questions

What are the key features of Nightfall AI?
Nightfall AI's key features include preventing sensitive data exposure, AI-powered data lineage tracking, revoking data access misconfigurations, and automatically blocking or limiting access.
What are the key features of Zscaler DLP?
Zscaler DLP's key features include Secure Internet Access (SWG), Data Security (inline web, all apps), Private Access (for all users), Advanced Threat Protection, Zero Trust for Workloads, inline data security, SaaS Security Advanced, and Digital Experience Monitoring.
What integrations does Nightfall AI offer?
Nightfall AI offers integrations with Slack, Google Drive, Gmail, GitHub, Atlassian Jira, Microsoft 365, Salesforce, and Zendesk.
What integrations does Zscaler DLP offer?
Zscaler DLP does not list specific integrations.

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