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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.

PyPI version Python Version Tests License: MIT

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 with statement 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_ip for 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_created
  • user.created, user.updated, user.deleted, user.email_changed, user.profile_updated
  • authz.role_assigned, authz.role_removed, authz.access_granted
  • admin.invite_sent, admin.invite_accepted, admin.member_removed
  • data.import, data.bulk_update, data.download, data.upload, data.shared
  • security.ip_unblocked, security.account_locked, security.impossible_travel, security.geo_anomaly
  • api.key_used, api.rate_limited, api.error, api.webhook_sent, api.webhook_failed
  • billing.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.

Links

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