Official Python SDK for LiteSOC - Security event tracking and threat detection
Project description
LiteSOC Python SDK
Official Python SDK for LiteSOC - Security event tracking and threat detection for your applications.
Installation
pip install litesoc
Quick Start
from litesoc import LiteSOC
# Initialize the SDK
litesoc = LiteSOC(api_key="your-api-key")
# Track a login failure - LiteSOC auto-enriches with GeoIP & Network Intelligence
litesoc.track("auth.login_failed",
actor_id="user_123",
actor_email="user@example.com",
user_ip="192.168.1.1", # Required for Security Intelligence
metadata={"reason": "invalid_password"}
)
# Flush remaining events before shutdown
litesoc.flush()
Features
- ✅ 26 standard security event types - Authentication, authorization, admin, data, and security events
- ✅ Automatic batching - Events are batched for efficient delivery
- ✅ Retry logic - Failed events are automatically retried
- ✅ Type hints - Full type annotations for IDE support
- ✅ Thread-safe - Safe to use across multiple threads
- ✅ Context manager support - Use with
withstatement for automatic cleanup - 🗺️ GeoIP Enrichment - Automatic location data from IP addresses
- 🛡️ Network Intelligence - VPN, Tor, Proxy & Datacenter detection
- 📊 Threat Scoring - Auto-assigned severity (Low → Critical)
Security Intelligence (Automatic Enrichment)
When you provide user_ip, LiteSOC automatically enriches your events with:
🗺️ Geolocation
- Country & City resolution
- Latitude/Longitude coordinates
- Interactive map visualization in dashboard
🛡️ Network Intelligence
- VPN Detection - NordVPN, ExpressVPN, Surfshark, etc.
- Tor Exit Nodes - Anonymizing network detection
- Proxy Detection - HTTP/SOCKS proxy identification
- Datacenter IPs - AWS, GCP, Azure, DigitalOcean, etc.
📊 Threat Scoring
Events are auto-classified by severity:
- Low - Normal activity
- Medium - Unusual patterns
- High - Suspicious behavior
- Critical - Active threats (triggers instant alerts)
Important: Always include
user_ipfor full Security Intelligence features.
Configuration Options
from litesoc import LiteSOC
litesoc = LiteSOC(
api_key="your-api-key", # Required
endpoint="https://...", # Custom API endpoint
batching=True, # Enable event batching (default: True)
batch_size=10, # Events before auto-flush (default: 10)
flush_interval=5.0, # Seconds between auto-flushes (default: 5.0)
debug=False, # Enable debug logging (default: False)
silent=True, # Fail silently on errors (default: True)
timeout=30.0, # Request timeout in seconds (default: 30.0)
)
Tracking Events
Basic Usage
# Track any event type
litesoc.track("auth.login_failed",
actor_id="user_123",
actor_email="user@example.com",
user_ip="192.168.1.1"
)
Using Actor Object
from litesoc import LiteSOC, Actor
litesoc = LiteSOC(api_key="your-api-key")
actor = Actor(id="user_123", email="user@example.com")
litesoc.track("auth.login_success", actor=actor, user_ip="192.168.1.1")
With Severity Level
from litesoc import EventSeverity
litesoc.track("security.suspicious_activity",
actor_id="user_123",
user_ip="192.168.1.1",
severity=EventSeverity.CRITICAL,
metadata={"reason": "impossible travel detected"}
)
With Metadata
litesoc.track("data.export",
actor_id="user_123",
user_ip="192.168.1.1",
metadata={
"file_type": "csv",
"record_count": 1000,
"export_reason": "monthly_report"
}
)
Convenience Methods
The SDK provides convenience methods for common security events:
# Track login failures
litesoc.track_login_failed("user_123", user_ip="192.168.1.1")
# Track login successes
litesoc.track_login_success("user_123", user_ip="192.168.1.1")
# Track privilege escalation (critical severity)
litesoc.track_privilege_escalation("admin_user", user_ip="192.168.1.1")
# Track sensitive data access (high severity)
litesoc.track_sensitive_access("user_123", "customer_pii_table", user_ip="192.168.1.1")
# Track bulk deletions (high severity)
litesoc.track_bulk_delete("admin_user", record_count=500, user_ip="192.168.1.1")
# Track role changes
litesoc.track_role_changed("user_123", old_role="viewer", new_role="admin", user_ip="192.168.1.1")
# Track access denied
litesoc.track_access_denied("user_123", resource="/admin/settings", user_ip="192.168.1.1")
Event Types
26 Standard Events (Primary)
These are the primary events for comprehensive security coverage:
| Category | Event Type | Description |
|---|---|---|
| Auth | auth.login_success |
Successful user login |
| Auth | auth.login_failed |
Failed login attempt |
| Auth | auth.logout |
User logout |
| Auth | auth.password_reset |
Password reset completed |
| Auth | auth.mfa_enabled |
MFA enabled on account |
| Auth | auth.mfa_disabled |
MFA disabled on account |
| Auth | auth.session_expired |
Session timeout/expiry |
| Auth | auth.token_refreshed |
Token refresh |
| Authz | authz.role_changed |
User role modified |
| Authz | authz.permission_granted |
Permission assigned |
| Authz | authz.permission_revoked |
Permission removed |
| Authz | authz.access_denied |
Access denied event |
| Admin | admin.privilege_escalation |
Admin privilege escalation |
| Admin | admin.user_impersonation |
Admin impersonating user |
| Admin | admin.settings_changed |
System settings modified |
| Admin | admin.api_key_created |
New API key generated |
| Admin | admin.api_key_revoked |
API key revoked |
| Admin | admin.user_suspended |
User account suspended |
| Admin | admin.user_deleted |
User account deleted |
| Data | data.bulk_delete |
Bulk data deletion |
| Data | data.sensitive_access |
PII/sensitive data accessed |
| Data | data.export |
Data export operation |
| Security | security.suspicious_activity |
Suspicious behavior detected |
| Security | security.rate_limit_exceeded |
Rate limit triggered |
| Security | security.ip_blocked |
IP address blocked |
| Security | security.brute_force_detected |
Brute force attack detected |
Extended Events (Backward Compatible)
Additional events for granular tracking:
auth.password_changed,auth.password_reset_requested,auth.mfa_challenge_success,auth.mfa_challenge_failed,auth.session_createduser.created,user.updated,user.deleted,user.email_changed,user.profile_updatedauthz.role_assigned,authz.role_removed,authz.access_grantedadmin.invite_sent,admin.invite_accepted,admin.member_removeddata.import,data.bulk_update,data.download,data.upload,data.sharedsecurity.ip_unblocked,security.account_locked,security.impossible_travel,security.geo_anomalyapi.key_used,api.rate_limited,api.error,api.webhook_sent,api.webhook_failedbilling.subscription_created,billing.subscription_cancelled,billing.payment_succeeded,billing.payment_failed
Framework Integration
Flask
from flask import Flask, request, g
from litesoc import LiteSOC
app = Flask(__name__)
litesoc = LiteSOC(api_key="your-api-key")
@app.route("/login", methods=["POST"])
def login():
user_ip = request.headers.get("X-Forwarded-For", request.remote_addr)
# Attempt authentication
user = authenticate(request.form["email"], request.form["password"])
if user:
litesoc.track_login_success(user.id, actor_email=user.email, user_ip=user_ip)
return {"success": True}
else:
litesoc.track_login_failed(request.form["email"], user_ip=user_ip)
return {"success": False}, 401
Django
from django.contrib.auth.signals import user_logged_in, user_login_failed
from django.dispatch import receiver
from litesoc import LiteSOC
litesoc = LiteSOC(api_key="your-api-key")
@receiver(user_logged_in)
def track_login_success(sender, request, user, **kwargs):
user_ip = request.META.get("HTTP_X_FORWARDED_FOR", request.META.get("REMOTE_ADDR"))
litesoc.track_login_success(str(user.id), actor_email=user.email, user_ip=user_ip)
@receiver(user_login_failed)
def track_login_failure(sender, credentials, request, **kwargs):
user_ip = request.META.get("HTTP_X_FORWARDED_FOR", request.META.get("REMOTE_ADDR"))
litesoc.track_login_failed(credentials.get("username", "unknown"), user_ip=user_ip)
FastAPI
from fastapi import FastAPI, Request, Depends
from litesoc import LiteSOC
app = FastAPI()
litesoc = LiteSOC(api_key="your-api-key")
@app.post("/login")
async def login(request: Request, credentials: LoginRequest):
user_ip = request.headers.get("X-Forwarded-For", request.client.host)
user = await authenticate(credentials.email, credentials.password)
if user:
litesoc.track_login_success(user.id, actor_email=user.email, user_ip=user_ip)
return {"success": True}
else:
litesoc.track_login_failed(credentials.email, user_ip=user_ip)
raise HTTPException(status_code=401)
Context Manager Support
from litesoc import LiteSOC
with LiteSOC(api_key="your-api-key") as litesoc:
litesoc.track("auth.login_success", actor_id="user_123")
# Events are automatically flushed when exiting the context
Queue Management
# Get current queue size
queue_size = litesoc.get_queue_size()
# Manually flush all events
litesoc.flush()
# Clear queue without sending
litesoc.clear_queue()
# Graceful shutdown
litesoc.shutdown()
Error Handling
By default, the SDK fails silently (silent=True). To catch errors:
litesoc = LiteSOC(api_key="your-api-key", silent=False)
try:
litesoc.track("auth.login_failed", actor_id="user_123")
litesoc.flush()
except Exception as e:
print(f"Failed to track event: {e}")
Debug Mode
Enable debug logging to troubleshoot issues:
litesoc = LiteSOC(api_key="your-api-key", debug=True)
# Logs will be printed to stdout
License
MIT License - see LICENSE for details.
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