Implementing Browser Isolation for Zero Trust

Build a URL categorization engine that classifies websites by risk level to determine isolation policy. URLs are scored based on threat intelligence feeds, domain reputation, content category, and historical risk indicators.

from agent import BrowserIsolationPolicyEngine

engine = BrowserIsolationPolicyEngine(
    organization="Acme Corp",
    default_isolation_mode="isolate_risky",
)

# Classify a URL and determine isolation action
result = engine.classify_url("https://docs.google.com/spreadsheets/d/abc123")
print(f"Category: {result['category']}")
print(f"Risk Level: {result['risk_level']}")
print(f"Isolation Action: {result['action']}")
# Output: Category: cloud_productivity
#         Risk Level: low
#         Action: allow_direct

result = engine.classify_url("https://unknown-sketchy-domain.xyz/download.html")
print(f"Category: {result['category']}")
print(f"Risk Level: {result['risk_level']}")
print(f"Isolation Action: {result['action']}")
# Output: Category: uncategorized
#         Risk Level: high
#         Action: full_isolation

Phase 2: Isolation Policy Configuration

Define isolation policies that map URL categories and risk levels to specific isolation modes and DLP restrictions. Policies support granular controls including clipboard, file download, upload, and printing restrictions.

# Configure isolation policies
engine.add_isolation_policy(
    name="Block Uncategorized Sites",
    description="Fully isolate all uncategorized or newly registered domains",
    match_criteria={
        "url_categories": ["uncategorized", "newly_registered"],
        "risk_levels": ["high", "critical"],
    },
    isolation_mode="full_isolation",
    dlp_controls={
        "disable_copy_paste": True,
        "disable_download": True,
        "disable_upload": True,
        "disable_printing": True,
        "disable_keyboard_input": False,
        "watermark_session": True,
    },
)

engine.add_isolation_policy(
    name="Isolate Webmail with DLP",
    description="Isolate personal webmail with download restrictions",
    match_criteria={
        "url_categories": ["webmail"],
        "domains": ["mail.google.com", "outlook.live.com", "mail.yahoo.com"],
    },
    isolation_mode="read_only_isolation",
    dlp_controls={
        "disable_copy_paste": True,
        "disable_download": True,
        "disable_upload": True,
        "disable_printing": True,
        "disable_keyboard_input": False,
        "watermark_session": False,
    },
)

engine.add_isolation_policy(
    name="CDR for File Downloads",
    description="Apply content disarm and reconstruction to all file downloads",
    match_criteria={
        "url_categories": ["*"],
        "file_types": ["pdf", "docx", "xlsx", "pptx", "zip", "exe", "msi"],
    },
    isolation_mode="cdr_passthrough",
    cdr_config={
        "strip_macros": True,
        "strip_embedded_objects": True,
        "strip_javascript": True,
        "strip_active_content": True,
        "flatten_pdf": True,
        "reconstruct_to_safe_format": True,
        "max_file_size_mb": 50,
        "allowed_file_types": ["pdf", "docx", "xlsx", "pptx", "png", "jpg"],
    },
)

engine.add_isolation_policy(
    name="Allow Trusted SaaS Direct",
    description="Allow direct access to sanctioned SaaS applications",
    match_criteria={
        "url_categories": ["cloud_productivity", "business_saas"],
        "domains": [
            "*.office365.com", "*.office.com", "*.microsoft.com",
            "*.salesforce.com", "*.slack.com", "*.github.com",
        ],
        "risk_levels": ["low"],
    },
    isolation_mode="allow_direct",
    dlp_controls={
        "disable_copy_paste": False,
        "disable_download": False,
        "disable_upload": False,
        "log_all_downloads": True,
    },
)

# List all policies
for policy in engine.list_policies():
    print(f"  [{policy['priority']}] {policy['name']} -> {policy['isolation_mode']}")

Phase 3: Content Disarming and Reconstruction (CDR)

Implement CDR processing to sanitize downloaded files by deconstructing them, stripping potentially malicious elements (macros, embedded objects, scripts), and reconstructing clean versions that preserve usability.

# Process a file through CDR
cdr_result = engine.process_file_cdr(
    file_path="/tmp/downloads/quarterly_report.docx",
    source_url="https://partner-portal.example.com/reports/q4.docx",
    cdr_profile="strict",
)

print(f"Original file: {cdr_result['original']['filename']}")
print(f"Original size: {cdr_result['original']['size_bytes']} bytes")
print(f"Threats found: {cdr_result['threats_found']}")
for threat in cdr_result['threats_detail']:
    print(f"  - {threat['type']}: {threat['description']} [{threat['action']}]")
print(f"Clean file: {cdr_result['reconstructed']['filename']}")
print(f"Clean size: {cdr_result['reconstructed']['size_bytes']} bytes")
print(f"File integrity preserved: {cdr_result['reconstructed']['usable']}")

# Example output:
# Original file: quarterly_report.docx
# Original size: 245760 bytes
# Threats found: 3
#   - macro: VBA macro with AutoOpen trigger [STRIPPED]
#   - embedded_ole: Embedded OLE object (executable) [STRIPPED]
#   - external_link: External template reference [STRIPPED]
# Clean file: quarterly_report_clean.docx
# Clean size: 198432 bytes
# File integrity preserved: True

Phase 4: Session Control and Monitoring

Implement real-time session monitoring for isolated browsing sessions with keystroke logging policy, clipboard interception, and download tracking. Integrate with SIEM for security event correlation.

# Create an isolation session
session = engine.create_isolation_session(
    user_id="[email protected]",
    user_groups=["engineering", "contractors"],
    device_posture={
        "os": "Windows 11",
        "managed": True,
        "edr_running": True,
        "disk_encrypted": True,
        "os_patched": True,
    },
    target_url="https://external-vendor.example.com/portal",
)

print(f"Session ID: {session['session_id']}")
print(f"Isolation Mode: {session['isolation_mode']}")
print(f"Applied Policy: {session['applied_policy']}")
print(f"DLP Controls: {json.dumps(session['dlp_controls'], indent=2)}")

# Monitor session events
events = engine.get_session_events(session_id=session["session_id"])
for event in events:
    print(f"  [{event['timestamp']}] {event['event_type']}: {event['details']}")

# Generate session audit report
audit = engine.generate_session_audit(
    user_id="[email protected]",
    date_range=("2026-03-01", "2026-03-19"),
)
print(f"Total sessions: {audit['total_sessions']}")
print(f"Isolated sessions: {audit['isolated_sessions']}")
print(f"Files processed via CDR: {audit['cdr_processed_files']}")
print(f"DLP violations: {audit['dlp_violations']}")

Phase 5: Integration with Zero Trust Platform

Integrate browser isolation with the broader Zero Trust architecture including identity provider, device posture checks, and conditional access policies.

# Define Zero Trust conditional access integration
zt_policy = engine.create_zero_trust_integration(
    identity_provider="Azure AD",
    conditional_access_rules=[
        {
            "name": "Unmanaged Device Isolation",
            "condition": {"device_managed": False},
            "action": "full_isolation",
            "dlp_override": {"disable_download": True, "disable_upload": True},
        },
        {
            "name": "High Risk User Isolation",
            "condition": {"user_risk_level": "high"},
            "action": "full_isolation",
            "dlp_override": {"disable_copy_paste": True, "watermark_session": True},
        },
        {
            "name": "Contractor Restricted Access",
            "condition": {"user_group": "contractors"},
            "action": "read_only_isolation",
            "dlp_override": {"disable_download": True, "disable_printing": True},
        },
        {
            "name": "Privileged Admin Isolation",
            "condition": {"user_group": "admins", "target_category": "admin_console"},
            "action": "full_isolation",
            "dlp_override": {"watermark_session": True, "record_session": True},
        },
    ],
    swg_integration={
        "proxy_mode": "explicit",
        "pac_url": "https://pac.acme.com/proxy.pac",
        "ssl_inspection": True,
        "bypass_domains": ["*.acme.internal"],
    },
)

# Evaluate a request against all policies
decision = engine.evaluate_access_request(
    user_id="[email protected]",
    user_groups=["contractors"],
    device_posture={"managed": False, "edr_running": False},
    target_url="https://sensitive-app.acme.com/dashboard",
    user_risk_level="medium",
)
print(f"Decision: {decision['action']}")
print(f"Matched Rules: {[r['name'] for r in decision['matched_rules']]}")
print(f"DLP Controls: {decision['effective_dlp_controls']}")

Examples

Quick Policy Deployment for Phishing Protection

engine = BrowserIsolationPolicyEngine(default_isolation_mode="isolate_risky")

# Isolate all links from email
engine.add_isolation_policy(
    name="Email Link Isolation",
    description="Isolate all URLs clicked from email clients",
    match_criteria={
        "referrer_categories": ["email_client"],
        "url_categories": ["*"],
    },
    isolation_mode="full_isolation",
    dlp_controls={
        "disable_keyboard_input": True,
        "disable_download": True,
        "watermark_session": True,
    },
)

# Test against a phishing URL
result = engine.evaluate_access_request(
    user_id="[email protected]",
    target_url="https://micr0soft-login.phishing.com/auth",
    referrer="https://mail.google.com",
    user_risk_level="low",
)
print(f"Action: {result['action']}")  # full_isolation

CDR Pipeline for All Downloads

engine = BrowserIsolationPolicyEngine()

# Scan a batch of downloaded files through CDR
files = [
    "/tmp/downloads/invoice.pdf",
    "/tmp/downloads/contract.docx",
    "/tmp/downloads/data_export.xlsx",
    "/tmp/downloads/presentation.pptx",
]

batch_result = engine.batch_cdr_process(
    files=files,
    cdr_profile="strict",
    quarantine_on_threat=True,
)

print(f"Processed: {batch_result['total_processed']}")
print(f"Clean: {batch_result['clean_count']}")
print(f"Threats neutralized: {batch_result['threats_neutralized']}")
print(f"Quarantined: {batch_result['quarantined_count']}")
for f in batch_result["results"]:
    status = "CLEAN" if f["clean"] else "SANITIZED"
    print(f"  [{status}] {f['filename']}: {f['threats_found']} threats")

Generating Isolation Policy Compliance Report

engine = BrowserIsolationPolicyEngine()

report = engine.generate_compliance_report(
    date_range=("2026-03-01", "2026-03-19"),
    include_metrics=True,
)

print(f"Total web requests: {report['total_requests']}")
print(f"Isolated requests: {report['isolated_requests']} ({report['isolation_rate']}%)")
print(f"CDR processed files: {report['cdr_stats']['total_files']}")
print(f"Threats neutralized: {report['cdr_stats']['threats_neutralized']}")
print(f"DLP violations blocked: {report['dlp_violations_blocked']}")
print(f"Zero-day attacks prevented: {report['zero_day_blocked']}")