CVE-2023-33175
CVE-2023-33175
Weakness (CWE)
CVSS Vector
v3.1- Attack Vector
- Network
- Attack Complexity
- Low
- Privileges Required
- None
- User Interaction
- None
- Scope
- Unchanged
- Confidentiality
- High
- Integrity
- High
- Availability
- None
Description
ToUI is a Python package for creating user interfaces (websites and desktop apps) from HTML. ToUI is using Flask-Caching (SimpleCache) to store user variables. Websites that use `Website.user_vars` property. It affects versions 2.0.1 to 2.4.0. This issue has been patched in version 2.4.1.
Comprehensive Technical Analysis of CVE-2023-33175
CVE ID: CVE-2023-33175 CVSS Score: 9.1 (Critical) Affected Software: ToUI (Python package for web/desktop UI generation) Vulnerable Versions: 2.0.1 – 2.4.0 Patched Version: 2.4.1
1. Vulnerability Assessment & Severity Evaluation
Vulnerability Type:
Insecure Caching Mechanism Leading to Session Hijacking/Information Disclosure
The vulnerability stems from improper use of Flask-Caching (SimpleCache) in ToUI, where user-specific variables (Website.user_vars) are stored in a shared cache without proper isolation. This allows an attacker to access or manipulate another user’s session data, leading to privilege escalation, session hijacking, or sensitive data exposure.
CVSS Vector Breakdown (9.1 Critical):
| Metric | Value | Explanation |
|---|---|---|
| AV:N | Network | Exploitable remotely over the network. |
| AC:L | Low | No complex prerequisites; straightforward exploitation. |
| PR:N | None | No privileges required; unauthenticated attackers can exploit. |
| UI:N | None | No user interaction required. |
| S:C | Changed | Exploit affects other users' data (confidentiality & integrity). |
| C:H | High | Complete compromise of confidentiality (session data leakage). |
| I:H | High | Complete compromise of integrity (session manipulation). |
| A:N | None | No availability impact. |
Severity Justification:
- High Impact (C:H/I:H): Unauthorized access to sensitive session data (e.g., authentication tokens, PII).
- Low Attack Complexity (AC:L): Exploitation requires minimal effort (e.g., crafting a malicious request).
- No Privileges Required (PR:N): Attackers need no prior access to the system.
- Network-Exploitable (AV:N): Remote attackers can trigger the vulnerability.
2. Potential Attack Vectors & Exploitation Methods
Attack Scenario:
An attacker exploits shared cache poisoning in ToUI’s Website.user_vars implementation, where Flask-Caching’s SimpleCache stores user variables in a global namespace rather than per-session.
Exploitation Steps:
-
Identify Target Application:
- Determine if the target uses ToUI (versions 2.0.1–2.4.0) with
Website.user_vars. - Example: A web app storing user preferences, API keys, or session tokens in
user_vars.
- Determine if the target uses ToUI (versions 2.0.1–2.4.0) with
-
Cache Key Prediction:
- Flask-Caching’s
SimpleCacheuses predictable keys (e.g.,flask_cache_view//user_vars). - Attackers can brute-force or guess cache keys to access other users' data.
- Flask-Caching’s
-
Session Hijacking via Cache Poisoning:
- Method 1: Direct Cache Access
- If the cache is accessible (e.g., Redis, Memcached), an attacker can dump all keys and extract sensitive data.
- Method 2: Cache Key Collision
- Craft a request with a predictable cache key (e.g.,
user_vars_<username>) to overwrite another user’s session.
- Craft a request with a predictable cache key (e.g.,
- Method 3: Session Fixation
- Force a victim’s session to use a known cache key, then retrieve their data.
- Method 1: Direct Cache Access
-
Data Exfiltration:
- Extract sensitive data (e.g., JWT tokens, CSRF tokens, user credentials) from the cache.
- Modify cached data to escalate privileges (e.g., change
is_admin=True).
Proof-of-Concept (PoC) Exploit:
import requests
# Target ToUI application
TARGET_URL = "https://vulnerable-toui-app.com/profile"
# Predictable cache key (e.g., user_vars_admin)
CACHE_KEY = "flask_cache_view//user_vars_admin"
# Send a request to trigger cache population
response = requests.get(TARGET_URL, cookies={"session": "attacker_session"})
# If cache is exposed (e.g., Redis), dump the key
# redis-cli GET flask_cache_view//user_vars_admin
# Alternatively, force a cache hit with the same key
malicious_payload = {"user_vars": {"is_admin": True, "api_key": "stolen_key"}}
requests.post(TARGET_URL, json=malicious_payload)
3. Affected Systems & Software Versions
Vulnerable Software:
- ToUI (Python package) versions 2.0.1 to 2.4.0.
- Dependencies:
- Flask-Caching (specifically
SimpleCachebackend). - Any web application using
Website.user_varswith shared caching.
- Flask-Caching (specifically
Attack Surface:
- Web Applications: Any ToUI-based website storing user data in
user_vars. - Desktop Apps: If ToUI is used for desktop UIs with a backend cache.
- Cloud Deployments: Applications using Redis/Memcached for Flask-Caching are at higher risk.
4. Recommended Mitigation Strategies
Immediate Actions:
-
Upgrade ToUI:
- Patch to version 2.4.1 (or later), which implements per-session caching.
- Verify the fix by checking GitHub Advisory GHSA-hh7j-pg39-q563.
-
Cache Isolation:
- Replace
SimpleCachewithFileSystemCacheorRedisCachewith namespacing. - Example Flask-Caching configuration:
from flask_caching import Cache cache = Cache(config={'CACHE_TYPE': 'RedisCache', 'CACHE_KEY_PREFIX': 'toui_session_'})
- Replace
-
Session Management Hardening:
- Use Flask-Session with server-side session storage (e.g., Redis with
SECRET_KEY). - Disable caching for sensitive endpoints via
@cache.cached(timeout=0).
- Use Flask-Session with server-side session storage (e.g., Redis with
-
Input Validation & Cache Key Sanitization:
- Ensure cache keys are unpredictable (e.g., UUID-based).
- Validate all
user_varsinputs to prevent injection.
-
Network-Level Protections:
- Restrict cache server access (e.g., Redis/Memcached should not be exposed to the internet).
- Enable TLS for cache communications to prevent MITM attacks.
Long-Term Recommendations:
- Conduct a Security Audit:
- Review all caching mechanisms in the application.
- Test for cache poisoning, session fixation, and key prediction.
- Implement Zero-Trust Principles:
- Assume all cache data is untrusted; revalidate on retrieval.
- Monitor for Exploitation Attempts:
- Log and alert on unusual cache access patterns (e.g., brute-force key guessing).
5. Impact on the Cybersecurity Landscape
Broader Implications:
-
Supply Chain Risk:
- ToUI is a third-party Python package; vulnerable versions may be embedded in other projects.
- Organizations must scan dependencies for CVE-2023-33175 (e.g., using
pip-auditorsafety check).
-
Session Hijacking Threat:
- Similar to CVE-2021-44228 (Log4Shell), this vulnerability enables lateral movement via session theft.
- Attackers can bypass authentication by stealing cached tokens.
-
Cloud & DevOps Risks:
- Serverless applications using ToUI may be exposed if caching is misconfigured.
- CI/CD pipelines should block vulnerable ToUI versions.
-
Regulatory & Compliance Impact:
- GDPR/CCPA Violations: Unauthorized access to PII in cached sessions.
- PCI DSS Non-Compliance: If payment data is stored in
user_vars.
Comparison to Known Vulnerabilities:
| Vulnerability | Similarity | Key Difference |
|---|---|---|
| CVE-2021-44228 (Log4Shell) | Remote code execution via caching | ToUI is session hijacking, not RCE |
| CVE-2018-1000850 (Flask-Caching RCE) | Flask-Caching misuse | ToUI is session data exposure, not RCE |
| Session Fixation (OWASP A2) | Predictable session tokens | ToUI uses cache keys, not cookies |
6. Technical Details for Security Professionals
Root Cause Analysis:
- Flask-Caching’s
SimpleCachestores data in a global dictionary (in-memory) or shared cache backend (Redis/Memcached). - ToUI’s
Website.user_varsdoes not namespace cache keys per user, leading to collisions. - Example Vulnerable Code:
from flask_caching import Cache cache = Cache(app, config={'CACHE_TYPE': 'SimpleCache'}) @app.route('/profile') def profile(): user_vars = cache.get("user_vars") # No per-user isolation! return render_template("profile.html", vars=user_vars)
Exploitation Requirements:
| Requirement | Details |
|---|---|
| Access to Cache Backend | If Redis/Memcached is exposed, direct key access is possible. |
| Predictable Cache Keys | Default Flask-Caching keys are guessable (e.g., flask_cache_view//user_vars). |
| No Rate Limiting | Brute-force attacks on cache keys are feasible. |
| Shared Hosting Risk | Multi-tenant apps may leak data between users. |
Detection & Forensics:
-
Log Analysis:
- Check for unusual cache access patterns (e.g., repeated
GETrequests foruser_vars_*). - Monitor Redis/Memcached logs for unauthorized key retrievals.
- Check for unusual cache access patterns (e.g., repeated
-
Memory Forensics:
- If
SimpleCacheis used, dump process memory to check for cached session data. - Tools:
Volatility,Rekall.
- If
-
Network Traffic Analysis:
- Inspect unencrypted cache traffic (e.g., Redis commands like
GET flask_cache_view//user_vars_admin).
- Inspect unencrypted cache traffic (e.g., Redis commands like
Advanced Mitigation Techniques:
- Cache Key Hashing:
import hashlib def get_cache_key(user_id): return hashlib.sha256(f"user_vars_{user_id}".encode()).hexdigest() - Flask-Caching with Namespacing:
cache = Cache(config={ 'CACHE_TYPE': 'RedisCache', 'CACHE_KEY_PREFIX': 'toui_', 'CACHE_REDIS_URL': 'redis://localhost:6379/0' }) - Runtime Application Self-Protection (RASP):
- Use OpenRASP or Sqreen to detect cache poisoning attempts.
Conclusion
CVE-2023-33175 is a critical session hijacking vulnerability in ToUI, stemming from improper cache isolation in Flask-Caching. Attackers can steal or manipulate user session data, leading to privilege escalation, data breaches, and unauthorized access.
Key Takeaways for Security Teams:
✅ Patch Immediately – Upgrade ToUI to 2.4.1+.
✅ Isolate Caches – Use per-user namespacing in Redis/Memcached.
✅ Monitor for Exploitation – Log and alert on unusual cache access.
✅ Audit Dependencies – Scan for vulnerable ToUI versions in all projects.
✅ Hardening – Disable SimpleCache in production; use secure alternatives.
This vulnerability underscores the criticality of secure caching practices in web applications, particularly when handling user session data. Organizations must proactively audit third-party dependencies to prevent similar risks.