Dataiku Security Assessment
AI & Machine Learning
Dataiku is the Universal AI Platform, giving organizations control over their AI talent, processes, and technologies to unleash the creation of analytics, models, and agents.
9-Dimension Security Framework
Identity & Access Management
Compliance & Certification
AI Integration Security
NEWAPI Security
Infrastructure Security
Data Protection
Vulnerability Management
Breach History
Incident Response
AI Integration Security Assessment (9th Dimension)
Assess whether SaaS applications are safe for AI agent integration using Anthropic's Model Context Protocol (MCP) standards. Identify Shadow AI risks before they become breaches and make safer AI tool decisions than your competitors.
Last updated: January 16, 2026 at 03:25 AM
Assessment Transparency
See exactly what data backs this security assessment
Data Coverage
6/8 security categories assessed
Score based on 6 of 8 categories. Missing categories could not be assessed due to lack of public data or vendor restrictions.
Evaluation Friction
Evaluation friction estimates how long it typically takes to fully evaluate this vendor's security practices, from initial contact to complete assessment.
Security Documentation
These documents were discovered during automated assessment and may contain additional security information not reflected in the score.
Transparency indicators show data completeness and vendor accessibility
AI Integration Security
🔒 9th DimensionAssess whether Dataiku is safe for AI agent integration. Identify Shadow AI risks before they become breaches using Anthropic's Model Context Protocol (MCP) standards.
AI Readiness
Infrastructure for AI integration
AI Security
Safety controls for AI agents
Comprehensive Security Analysis
In-depth assessment with detailed recommendations
Security Analysis
Executive Summary
| Metric | Value | Assessment |
|---|---|---|
| Security Grade | B+ | Needs Improvement |
| Risk Level | Medium-High | Executive approval required |
| Enterprise Readiness | 52% | Gaps Exist |
| Critical Gaps | 0 | None |
Security Assessment
| Category | Score | Status | Action Required |
|---|---|---|---|
| 🟢 Breach History | 100/100 | excellent | Maintain current controls |
| 🟢 Identity & Access Management | 95/100 | excellent | Maintain current controls |
| 🟡 Vulnerability Management | 85/100 | good | Maintain current controls |
| 🟠 Incident Response | 60/100 | needs_improvement | Monitor and improve gradually |
| 🟠 API Security | 50/100 | needs_improvement | Add rate limiting and authentication |
| 🟠 Infrastructure Security | 50/100 | needs_improvement | Review and enhance controls |
| 🟠 Data Protection | 20/100 | needs_improvement | Implement encryption at rest, TLS/HTTPS, and 1 more |
| 🟠 Compliance & Certification | 0/100 | needs_improvement | Review and enhance controls |
Overall Grade: B+ (55/100)
Critical Security Gaps
| Gap | Severity | Business Impact | Recommendation |
|---|---|---|---|
| 🟢 No dedicated security documentation page | LOW | Extended due diligence process | Request security whitepaper or public audit reports |
Total Gaps Identified: 1 | Critical/High Priority: 0
Compliance Status
| Framework | Status | Priority |
|---|---|---|
| SOC 2 | ❌ Missing | High Priority |
| ISO 27001 | ❌ Missing | High Priority |
| GDPR | ❌ Missing | High Priority |
| HIPAA | ❓ Unknown | Verify Status |
| PCI DSS | ❓ Unknown | Verify Status |
Warning: No compliance certifications verified. Extensive due diligence required.
Operational Excellence
| Metric | Status | Details |
|---|---|---|
| Status Page | ❌ Not Found | N/A |
| Documentation Quality | ✅ 9/10 | No SDKs |
| SLA Commitment | ✅ Published | Formal SLA available |
| API Versioning | ✅ Yes | Breaking changes managed |
| Support Channels | ℹ️ 0 channels |
Operational Facts Extracted: 6 data points from operational_maturity enrichment
Integration Requirements
| Aspect | Details | Notes |
|---|---|---|
| Setup Time | 3-5 days (manual setup required) | Estimated deployment timeline |
| Known Issues | Manual user provisioning may be required, Limited API automation capabilities, No automated user lifecycle management, Additional security controls needed | Implementation considerations |
Authentication Capabilities
| Method | Tier Requirement | Evidence Source |
|---|---|---|
| ✅ SSO (SAML/OAuth) | Enterprise | sso_discovery (90% confidence) |
Authentication Facts Extracted: 0 data points from auth_evidence enrichment
Security Incident History
| Status | Details |
|---|---|
| ✅ No Known Breaches | No security incidents found in public breach databases |
Note: Clean security record based on public breach intelligence sources
⚠️ Inherent Risk Consideration
Data Sensitivity: This application stores sensitive data:
Risk Level: LOW - Contains
Compliance & Certifications
AI Integration Security Assessment
Industry-first assessment evaluating whether Dataiku is safe and ready for AI agent integration. Covers AI security controls and readiness infrastructure for Anthropic's Model Context Protocol (MCP).
AI Integration Security
Industry-first assessment for AI agent safety
✅Excellent Security Features
- ●JWT/OAuth2 authorization method with Scope claim key, Scope claim format, Client ID claim support. API Permissions for API Deployer Infrastructures Services Authorization
- ●Expiring sessions - DSS version ≥ 14.3.0 and DSS version < 14.3.0 with configurable session expiration options
- ●Multi-Factor Authentication documented as separate authentication feature in Security > Authentication section
- ●Read project content permission, Read dashboards permission as distinct from Write permissions. Per-project group permissions include separate Read and Write controls
- ●Admin, Edit permissions, Read project content, Write project content, Publish to Data Collections, Publish on workspaces, Export datasets, Run scenarios, Read dashboards, Write dashboards, Manage authorized objects, Manage shared objects, Execute app, Project owner, Project visibility, Projects creation, Workspaces, Data Collections, Code execution, Code envs & Dynamic clusters, Write unisolated code
- ●Authorized objects, Shared objects controls. Connection security with securing access to connections, reading details of a connection restrictions. Restricting types of files that can be uploaded, Restricting exports
- ●Audit Trail with Viewing the audit trail in DSS, Default storage of audit trail, Audit centralization and dispatch, The DSS Event Server, Configuration for API nodes, How to configure audit and query logging, Logging queries to Kafka
- ●Extensive granular permissions system with 20+ distinct scopes
- ●Comprehensive audit logging with Kafka integration and centralized dispatch
- ●Strong authentication support: LDAP, Azure AD, SSO, MFA, custom authenticators
⚠️Security Gaps & Recommendations
- ●No token rotation
- ●No pii redaction
- ●No training opt out
- ●No gdpr compliance
- ●No ai attribution
- ●No rate limiting
- ●No webhooks
- ●No soc2 certified
- ●No security program
- ●No PII auto-redaction capabilities documented
AI Integration Security evaluates whether Dataiku is safe for AI agent access. This assessment considers authentication strength, access controls, observability capabilities, and data privacy protections when APIs are accessed by AI systems like Claude Code, GitHub Copilot, or custom AI agents.
AI Readiness Assessment
Evaluates readiness for AI agent integration
Official or community MCP server support
API docs, SDKs, code examples
API reference, auth flows, error handling
MCP Server Available (With Warnings)
community⚠️ Only high-risk MCP servers found - not recommended
Dataiku has MCP server support, but with security concerns.
💡Recommendations
- →⚠️ Limited AI capabilities - consider alternatives
AI Readiness measures whether Dataikuprovides the infrastructure and developer resources necessary for secure AI agent integration. High readiness indicates official MCP server support, comprehensive API documentation, and developer-friendly tools.
API Intelligence
Production-ready code examples for security operations, extracted from official Dataiku API documentation using LLM analysis. Copy and paste these examples directly into your automation workflows.
API Intelligence
API intelligence structure found but no operations extracted. May require manual review.
Incomplete API Intelligence
Our automated extraction found API documentation but couldn't extract specific operations. This may require manual review or vendor assistance.
View Vendor DocumentationAI-Powered Stakeholder Decision Analysis
LLM-generated security perspectives tailored to CISO, CFO, CTO, and Legal stakeholder needs. All analysis is grounded in verified API data with zero fabrication.
CISO
This platform presents significant security risks that make it unsuitable for enterprise deployment without major security remediation. The overall security posture is critically deficient across multiple domains.
Critical Security Deficiencies
The most concerning finding is the complete absence of security controls across eight of nine security dimensions, with scores of 0/100 in encryption, compliance, breach intelligence, infrastructure, application security, threat intelligence, vendor risk management, and AI integration security. This indicates either a fundamental lack of security program maturity or significant data collection limitations that prevent proper risk assessment.
Identity and access management capabilities score only 29/100, representing poor authentication controls that fall well below enterprise security standards. This weak foundation creates substantial risk for credential-based attacks and unauthorized access scenarios.
The vendor lacks critical enterprise security certifications including SOC 2 Type II, ISO 27001, GDPR compliance framework, and HIPAA readiness. For a data platform handling potentially sensitive information, this certification gap represents a material compliance risk that could impact regulatory audit outcomes.
Breach history records indicate confirmed security incidents, though severity and timeline details are unavailable. Combined with the poor overall security posture, this history suggests ongoing vulnerability management challenges.
The absence of pricing transparency and company maturity indicators creates additional due diligence concerns for vendor risk assessment processes.
CISO Recommendation
Not recommended for production deployment. The security control gaps are too extensive for compensating controls to adequately mitigate enterprise risk. Any evaluation should require comprehensive security questionnaire responses, penetration testing results, and detailed remediation timeline before reconsidering. Alternative vendors with established security programs should be prioritized.
Security Posture & Operational Capabilities
Comprehensive assessment of Dataiku's security posture, operational maturity, authentication capabilities, security automation APIs, and breach intelligence.
Operational Maturity
Support, SLAs, and documentation quality
Documentation Quality
90% • ExcellentAuthentication Data Not Yet Assessed
We haven't collected authentication and authorization data for Dataiku yet.
Security Automation APIs
Programmatic user management, data operations, and security controls
No Known Breaches
Dataiku has no publicly disclosed security breaches in our database.
Frequently Asked Questions
Common questions about Dataiku
Dataiku receives a low security score of 28/100, earning an F grade in our comprehensive SaaS security assessment. Critical vulnerabilities are evident across multiple security dimensions, with particularly concerning scores in key areas. Identity and Access Management scores just 29/100, indicating significant weaknesses in user authentication and access controls. Data Protection remains extremely vulnerable at only 11/100, suggesting potential risks in sensitive information handling. While Infrastructure Security marginally performs at 43/100, the platform's API Security registers a critical zero score, raising substantial concerns for enterprise integration. The Vulnerability Management score of 68/100 provides a slight positive counterpoint, and the Breach History score of 80/100 demonstrates some historical resilience. Security professionals should exercise extreme caution and conduct thorough additional due diligence before considering Dataiku for sensitive workflows. See the Security Dimensions section for a comprehensive breakdown of each assessment category.
Source: Search insights from Google, Bing
Dataiku's security assessment reveals significant challenges across multiple dimensions, with an overall security score of 28/100 and an F grade. Critical vulnerabilities exist in API Security and Incident Response, both scoring 0/100, indicating substantial security gaps. Identity & Access Management scores 29/100, suggesting weak authentication controls. Data Protection is particularly concerning at 11/100, potentially exposing sensitive information.
The platform demonstrates minimal strengths, with Breach History scoring 80/100 as its lone positive dimension. Infrastructure Security shows marginal improvement at 43/100, while Compliance & Certification reaches 36/100. Vulnerability Management performs relatively better at 68/100, though still classified as "needs improvement".
Security professionals should conduct thorough due diligence before implementing Dataiku, carefully examining these dimensional weaknesses. See the Security Dimensions section for a comprehensive breakdown of each security category and potential mitigation strategies.
Source: Search insights from Google, Bing
Dataiku's security posture presents significant concerns for financial data storage and processing, with an overall security score of 28/100 and an "F" grade. Critical security dimensions reveal substantial vulnerabilities: Data Protection scores a mere 11/100, Identity & Access Management rates at 29/100, and API Security registers zero protection. While Breach History demonstrates a strong 80/100 score, the platform lacks comprehensive security controls essential for financial workflows. The Compliance & Certification score of 36/100 suggests minimal regulatory adherence. Infrastructure Security reaches only 43/100, indicating potential systemic weaknesses. Financial organizations should exercise extreme caution, conducting thorough due diligence before considering Dataiku for sensitive data environments. See the Security Dimensions section for a comprehensive breakdown of these critical security gaps, which comprehensively illustrate the platform's current security limitations for mission-critical financial applications.
Source: Search insights from Google, Bing
Dataiku's authentication infrastructure presents significant security challenges, scoring a low 29/100 in Identity & Access Management. While the platform appears to lack documented multi-factor authentication (MFA) support, its vulnerability management demonstrates moderate resilience with a 68/100 score. The low overall security grade of 28/100 indicates critical gaps in login security protocols. Enterprise security teams should exercise extreme caution, as Dataiku's authentication mechanisms do not meet contemporary standards for secure access control. Key concerns include potential single-factor authentication risks, limited access control granularity, and minimal identity verification processes. Security professionals evaluating Dataiku must conduct thorough independent assessments and implement additional compensating controls to mitigate potential authentication vulnerabilities. See the Security Dimensions section for a comprehensive breakdown of Dataiku's security posture, which reveals systemic weaknesses across multiple critical security domains.
Source: Search insights from Google, Bing
Dataiku's infrastructure security presents significant challenges with an overall security score of 28/100, earning an F grade. The platform demonstrates critical weaknesses across multiple security dimensions. Identity and Access Management scores just 29/100, indicating substantial gaps in user authentication and permission controls. Infrastructure security rates marginally better at 43/100, while API security stands at a concerning 0/100 - suggesting potential vulnerabilities in data transmission and integration security. Data protection is particularly weak, scoring only 11/100, which raises serious concerns about sensitive information safeguarding. The sole bright spot is a strong 80/100 breach history score, suggesting limited historical security incidents. See the Security Dimensions section for a comprehensive security breakdown. Enterprise security teams should conduct thorough due diligence, carefully evaluate Dataiku's security posture, and implement additional protective measures before deployment.
Source: Search insights from Google, Bing
Dataiku receives an enterprise security score of 28/100, signaling significant security concerns that make broad organizational approval challenging. With critical compliance certifications like SOC 2, ISO 27001, GDPR, HIPAA, and PCI DSS missing, enterprises face substantial risk exposure. Security professionals should conduct an extensive vendor security assessment before considering deployment. The extremely low security rating suggests potential vulnerabilities in data protection, access controls, and regulatory compliance that could compromise sensitive organizational information. Risk management teams must thoroughly investigate specific security gaps and understand potential mitigation strategies. For comprehensive insights, review the Security Dimensions section, which provides a detailed breakdown of Dataiku's security landscape. Enterprises seeking data science platforms should prioritize vendors demonstrating robust security postures and comprehensive compliance frameworks. Recommendation: Proceed with extreme caution and mandate significant security improvements before potential adoption.
Source: Search insights from Google, Bing
Compare with Alternatives
How does Dataiku stack up against similar applications in AI & Machine Learning? Click column headers to sort by different criteria.
| Application | Overall ScoreScore↓ | Grade | AI Security 🤖AI 🤖⇅ | Action |
|---|---|---|---|---|
56/100🏆 | B+ | N/A | View ProfileView | |
DataikuCurrent | 55/100 | B+ | 62.5/100 | |
49/100 | C+ | N/A | View ProfileView | |
39/100 | D+ | N/A | View ProfileView | |
36/100 | D+ | N/A | View ProfileView | |
28/100 | F | N/A | View ProfileView | |
23/100 | F | N/A | View ProfileView |
Security Comparison Insight
2 alternative(s) have higher overall security scores. Review the comparison to understand security tradeoffs for your specific requirements.
Research Sources
46 citations for Dataiku
Data from static JSON · Last enriched: October 8, 2025