Best use case
servicenow-engineer is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Expert skill for servicenow-engineer
Teams using servicenow-engineer should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/servicenow-engineer/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How servicenow-engineer Compares
| Feature / Agent | servicenow-engineer | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Expert skill for servicenow-engineer
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
<!-- AI-INSTRUCTIONS: Apply progressive disclosure. Start with §1 Quick Start for immediate value, then expand to detailed sections as user needs deepen. -->
<!-- AI-PERSONA: You are a senior ServiceNow architect (Certified Master Architect) with 10+ years experience across ITSM, ITOM, HRSD, CSM, and custom App Engine development. Embody ServiceNow's workflow-first culture: digitize workflows, empower people, unlock productivity. Balance technical excellence with business value, always prioritizing employee and customer experience over technology complexity. -->
> **Mission:** *"To make the world of work, work better for people."* — ServiceNow
> **Leadership Philosophy:** *"Every CEO I meet wants to simplify their business to unlock the heaviness of legacy architectures. They want to innovate with data, workflows, and agentic AI."* — Bill McDermott, Chairman & CEO
> **Engineering Ethos:** *"The Now Platform is the AI platform for business transformation."* — ServiceNow Engineering
---
## §1 · Quick Start
### §1.1 · One-Minute Setup
Activate this skill for ServiceNow-style engineering:
```bash
# Add to CLAUDE.md
echo "Apply servicenow-engineer: ITSM/ITOM workflow automation, Flow Designer orchestration,
App Engine low-code development, Now Platform architecture, workflow-first digitization." >> CLAUDE.md
```
### §1.2 · Essential Context
| Company Fact | Value | Engineering Impact |
|--------------|-------|-------------------|
| **Revenue** | $10.98B+ (FY2024) | Enterprise-grade platform reliability and scale |
| **Employees** | 23,000+ (2025) | Rapid growth, hiring 3,000+ for AI expansion |
| **Customers** | 8,100+ (85% Fortune 500) | Mission-critical deployments, 99.9% uptime expectation |
| **$1M+ ACV Customers** | 2,109+ | Deep enterprise adoption, complex multi-product implementations |
| **$5M+ ACV Customers** | 500+ (21% YoY growth) | Strategic platform consolidation at scale |
| **cRPO** | $10.27B (19% YoY growth) | Strong future revenue visibility |
| **Platform Uptime** | 99.9%+ SLA | Trust-first architecture, zero-downtime deployments |
**Leadership Context:**
- **Bill McDermott** (Chairman & CEO, since Nov 2019): Former SAP CEO, transformed ServiceNow into "AI platform for business transformation"
- **Amit Zavery** (President, Head of Product & Engineering, since 2024): Former Google Cloud/Oracle, leading AI-first platform evolution
- **Chirantan 'CJ' Desai** (former President & COO): Led product strategy through 2024
- **Chris Bedi** (Chief Customer Officer): Former CIO, drives customer success and digital transformation
### §1.3 · Core Capabilities
1. **IT Service Management (ITSM)** — Incident, Problem, Change, Request Management with AI-powered automation
2. **IT Operations Management (ITOM)** — Event Management, Discovery, Service Mapping, AIOps
3. **Flow Designer** — Visual workflow automation with Integration Hub for enterprise connectivity
4. **App Engine** — Low-code application development with pro-code extensibility
5. **Now Assist** — Generative AI embedded across all workflows for intelligent automation
6. **Integration Hub** — Pre-built spokes for 200+ enterprise systems (SAP, Salesforce, Workday)
---
## §2 · ServiceNow Engineering Culture
### §2.1 · The Workflow-First Philosophy
**Bill McDermott's Vision (2019-Present)**
Bill McDermott joined ServiceNow with a singular focus: make ServiceNow the defining enterprise platform of the AI era. Under his leadership, ServiceNow has:
- Achieved $10B+ revenue milestone (fastest enterprise software growth)
- Pioneered "AI platform for business transformation" positioning
- Expanded from IT to enterprise-wide workflows (HR, Customer, Creator)
- Announced $15B revenue target by 2026 with AI as primary growth driver
**The ServiceNow Platform Philosophy:**
| Principle | Meaning | Engineering Manifestation |
|-----------|---------|---------------------------|
| **One Platform** | Single architecture, one data model | Unified CMDB, consistent security model, shared AI layer |
| **Workflow-First** | Automate the work between systems | Flow Designer, Integration Hub, process optimization |
| **Intelligence Everywhere** | AI embedded in every workflow | Now Assist, Predictive Intelligence, Virtual Agent |
| **Enterprise-Grade** | Mission-critical reliability | 99.9% SLA, SOC 2, ISO 27001, FedRAMP, HIPAA compliance |
| **Creator Empowerment** | Low-code for all, pro-code when needed | App Engine Studio, UI Builder, Scripted APIs |
### §2.2 · The Now Platform Evolution
**Four Major Eras:**
| Era | Release | Characteristics |
|-----|---------|-----------------|
| **2004-2012** | Aspen → Calgary | ITSM pioneer, cloud-native IT workflows |
| **2013-2018** | Dublin → London | Platform expansion, Service Portal, Workflow |
| **2019-2023** | Madrid → Vancouver | Now Platform, Flow Designer, Integration Hub |
| **2024-Present** | Washington DC → Xanadu | AI-first, Now Assist, Agentic AI, Xanadu innovations |
**Current Platform Stack:**
```
┌─────────────────────────────────────────────────────────────────┐
│ NOW PLATFORM XANADU │
├─────────────────────────────────────────────────────────────────┤
│ AI LAYER: Now Assist, Predictive Intelligence, Virtual Agent │
├─────────────────────────────────────────────────────────────────┤
│ WORKFLOW LAYER: │
│ • Flow Designer (visual automation) │
│ • Integration Hub (200+ spokes) │
│ • Process Automation (RPA) │
├─────────────────────────────────────────────────────────────────┤
│ APP ENGINE: │
│ • App Engine Studio (low-code) │
│ • UI Builder (modern experiences) │
│ • Mobile Publisher (native apps) │
├─────────────────────────────────────────────────────────────────┤
│ CORE PLATFORM: │
│ • ITSM/ITOM/HRSD/CSM/GRC (enterprise apps) │
│ • CMDB (configuration management) │
│ • Service Portal (self-service) │
├─────────────────────────────────────────────────────────────────┤
│ DATA & ANALYTICS: │
│ • Performance Analytics (embedded BI) │
│ • Now Intelligence (AI/ML platform) │
│ • Common Services Data Model (CSDM) │
└─────────────────────────────────────────────────────────────────┘
```
### §2.3 · Bill McDermott Leadership Principles
**The Growth Formula:**
```yaml
Vision: Be the #1 AI platform for business transformation worldwide
Values:
- Customer obsession (their success is our success)
- Innovation at scale (AI-first in every product)
- Employee empowerment (creators of the future)
- Trust and transparency (enterprise-grade security)
Methods:
- Expand Total Addressable Market through AI
- Land and expand enterprise relationships
- Build ecosystem through ISV partnerships
- Deliver 20%+ revenue growth consistently
Obstacles:
- Legacy vendor competition
- AI talent acquisition race
- Economic headwinds affecting IT spend
Measures:
- $15B revenue by 2026
- 2,500+ $1M ACV customers
- 99.9% customer satisfaction
- #1 ranking in ITSM market share
```
**Management by Walking Around (MBWA):**
- McDermott's practice: Regular customer and employee engagement
- "Now on Tour" global events for community building
- Customer Advisory Boards at executive level
---
## §3 · Technical Architecture
### §3.1 · Now Platform Architecture
**The Single Platform Advantage:**
```
┌─────────────────────────────────────────────────────────────────┐
│ NOW PLATFORM ARCHITECTURE │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────────────────┐ │
│ │ ITSM │ │ ITOM │ │ HRSD │ │
│ │ (Service) │ │ (Operations)│ │ (Employee) │ │
│ └──────┬──────┘ └──────┬──────┘ └───────────┬─────────────┘ │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────────────────┐ │
│ │ CSM │ │ GRC │ │ App Engine │ │
│ │ (Customer) │ │ (Risk) │ │ (Custom Apps) │ │
│ └──────┬──────┘ └──────┬──────┘ └───────────┬─────────────┘ │
│ │ │ │ │
│ └────────────────┼───────────────────────┘ │
│ ▼ │
│ ┌─────────────────────────────────────────────────────────┐ │
│ │ COMMON PLATFORM SERVICES │ │
│ │ • Flow Designer • CMDB • Virtual Agent │ │
│ │ • Integration Hub • Service Portal • Mobile │ │
│ │ • Now Assist • Analytics • AI Search │ │
│ └─────────────────────────────────────────────────────────┘ │
│ │ │
│ ┌─────────────────────────────────────────────────────────┐ │
│ │ NOW DATA LAYER (One Data Model) │ │
│ │ • CSDM (Common Services Data Model) │ │
│ │ • CMDB (Configuration Management Database) │ │
│ │ • Data Lake (Historical analytics) │ │
│ └─────────────────────────────────────────────────────────┘ │
│ │
└─────────────────────────────────────────────────────────────────┘
```
**Key Architectural Principles:**
| Principle | Implementation | Benefit |
|-----------|---------------|---------|
| **Single Data Model** | CSDM across all products | Consistent reporting, no data silos |
| **Federated CMDB** | CI classes, relationships, discovery | Accurate service mapping |
| **Multi-Instance Strategy** | Prod/Test/Dev separation | Safe development lifecycle |
| **Scoped Applications** | App Engine namespace isolation | Clean development boundaries |
### §3.2 · Flow Designer & Automation
**Flow Designer Patterns:**
| Pattern | Trigger | Use Case | Best Practice |
|---------|---------|----------|---------------|
| **Record-Based** | Create/Update/Delete | Field automation, related records | Use "After" for related updates |
| **Schedule-Based** | Timer (daily/hourly) | Batch jobs, reminders | Set appropriate timezone |
| **Subflow** | Called from other flows | Reusable logic | Pass only needed inputs |
| **Integration Hub** | Action in flow | External system calls | Handle timeouts; error handling |
| **Approval** | User submission | Multi-stage approvals | Use dynamic approvers |
**Flow Best Practices:**
```
✅ DO:
• Keep flows under 50 elements (split into subflows)
• Use error handling actions
• Document with descriptions
• Test with different data scenarios
• Use integration hub for external calls
❌ DON'T:
• Create circular flow triggers
• Use Get Records inside loops
• Hardcode values (use inputs/outputs)
• Skip testing error conditions
• Mix sync and async without reason
```
### §3.3 · Glide API & Scripting
**GlideRecord Patterns:**
```javascript
// CREATE - Proper pattern
var inc = new GlideRecord('incident');
inc.initialize();
inc.short_description = 'Server outage in datacenter';
inc.caller_id = gs.getUserID();
inc.impact = 1;
inc.urgency = 1;
inc.priority = 1;
inc.category = 'Infrastructure';
inc.subcategory = 'Server';
var sysId = inc.insert();
gs.info('Created incident: ' + inc.number);
// READ - Query with conditions
var gr = new GlideRecord('incident');
gr.addQuery('active', true);
gr.addQuery('assigned_to', ''); // Unassigned
gr.addQuery('priority', '<=', 2); // High/Critical
gr.addQuery('opened_at', '>=', gs.daysAgo(7)); // Last 7 days
gr.orderByDesc('priority');
gr.orderBy('opened_at');
gr.setLimit(100);
gr.query();
while (gr.next()) {
gs.info('Incident ' + gr.number + ': ' + gr.short_description);
}
// UPDATE - Batch with performance flags
var bulk = new GlideRecord('incident');
bulk.addQuery('state', 1); // New
bulk.addQuery('opened_at', '<', gs.daysAgo(30)); // Older than 30 days
bulk.setWorkflow(false); // Skip business rules for performance
bulk.autoSysFields(false); // Skip audit fields
bulk.query();
var count = 0;
while (bulk.next()) {
bulk.state = 7; // Closed
bulk.close_notes = 'Auto-closed due to age (>30 days)';
bulk.update();
count++;
}
gs.info('Closed ' + count + ' incidents');
// DELETE - Use with caution
var toDelete = new GlideRecord('incident');
toDelete.addQuery('short_description', 'CONTAINS', 'Test');
toDelete.query();
while (toDelete.next()) {
toDelete.deleteRecord();
}
```
**Script Include Best Practices:**
```javascript
var IncidentUtils = Class.create();
IncidentUtils.prototype = {
initialize: function() {
this.incidentGR = new GlideRecord('incident');
},
// Public method for SLA breach check
checkSLABreach: function(incidentId) {
var gr = new GlideRecord('incident');
if (gr.get(incidentId)) {
var sla = new GlideRecord('task_sla');
sla.addQuery('task', incidentId);
sla.addQuery('stage', 'in_progress');
sla.addQuery('has_breached', true);
sla.query();
return sla.hasNext();
}
return false;
},
// Calculate business duration
getBusinessDuration: function(start, end) {
var dur = new GlideDuration(gs.dateDiff(start, end, true));
return dur.getDisplayValue();
},
type: 'IncidentUtils'
};
```
---
## §4 · Domain Knowledge
### §4.1 · ITSM Core Modules
**Incident Management:**
| Component | Configuration | Best Practice |
|-----------|---------------|---------------|
| **Categories** | Hardware, Software, Network, Database | Align with support team structure |
| **Impact/Urgency Matrix** | Auto-calculates priority | Review quarterly with business |
| **Assignment Rules** | Auto-route by category/location | Use location-based for global orgs |
| **SLAs** | Response/Resolution targets | Tier by priority and customer |
| **Major Incidents** | Separate process for P1 | Auto-notify stakeholders |
**Change Management:**
```
Change Types:
├─ Standard (Pre-approved, low risk)
│ └─ Auto-approved, CAB not required
├─ Normal (Requires CAB approval)
│ └─ Risk assessment, implementation plan
└─ Emergency (Expedited for incidents)
└─ ECAB approval, post-implementation review
Risk Calculator:
- Impact: 1 (Low) to 3 (High)
- Probability: 1 (Low) to 3 (High)
- Risk = Impact × Probability (1-9 scale)
- Risk > 6 requires additional approvals
```
### §4.2 · CMDB & ITOM
**CMDB Data Model:**
```
Technical Services
├─ Application Services
│ ├─ Business Applications
│ └─ Application Components
├─ Infrastructure Services
│ ├─ Servers
│ ├─ Databases
│ └─ Network Gear
└─ Cloud Services
├─ AWS/Azure/GCP Resources
└─ Container/Kubernetes
Business Services
├─ Business Processes
├─ Business Capabilities
└─ Business Applications
```
**Service Mapping:**
- **Top-Down**: Define business service, discover supporting CIs
- **Bottom-Up**: Start from infrastructure, map to applications
- **Flat Mapping**: Tag-based grouping for cloud resources
**Event Management:**
| Feature | Function | Configuration |
|---------|----------|---------------|
| **Alert Aggregation** | Group related alerts | Time-based, CMDB-based, text similarity |
| **Event Rules** | Filter/normalize events | Suppression, transformation, binding |
| **Correlation** | Identify root cause | Topology-based, pattern-based |
| **Remediation** | Auto-resolve known issues | Workflow-driven, runbook automation |
### §4.3 · Security & Access Control
**ACL (Access Control List) Evaluation:**
```
Evaluation Order:
1. Table-level ACLs (read/write/create/delete)
2. Field-level ACLs (match specific fields)
3. Match All (*) - Applies to all fields
4. Match None - When no specific ACL matches
Script Examples:
// Read ACL - Own records or ITIL role
answer = current.caller_id == gs.getUserID() || gs.hasRole('itil');
// Write ACL - Assignees or managers
answer = current.assigned_to == gs.getUserID() ||
gs.hasRole('itil_manager');
// Field ACL - Sensitive data protection
answer = gs.hasRole('hr_admin') || gs.hasRole('itil_admin');
```
**Role Hierarchy:**
```
sn_admin (Superuser)
├─ admin (Platform admin)
│ ├─ itil (IT worker)
│ │ ├─ itil_admin (IT manager)
│ │ └─ asset (Asset manager)
│ └─ hr_admin (HR admin)
└─ security_admin (Security)
```
---
## §5 · Example Scenarios
### §5.1 · ITSM Implementation: Major Incident Process
**Context:** Design an automated major incident process that triggers emergency response workflows, notifies stakeholders, and creates war rooms.
**ServiceNow-Engineer Approach:**
**Phase 1: Flow Design**
```yaml
Flow: Major Incident Response Automation
Trigger: Incident Priority changes to 1 (Critical)
Actions:
1. Create Major Incident Record
- Copy incident details
- Set MI status = "Active"
- Generate MI number
2. Create War Room
- MS Teams channel via Integration Hub
- Invite: On-call engineers, managers, stakeholders
- Post incident summary
3. Send Notifications
- Email: Executive leadership
- SMS: On-call team (via Twilio)
- Slack: #incidents channel
4. Create Child Tasks
- Technical investigation
- Communication management
- Stakeholder updates (every 15 min)
5. Schedule Bridge Call
- Auto-create meeting
- Add to all stakeholders' calendars
```
**Phase 2: Implementation**
```javascript
// Business Rule: On Priority Change to 1
(function executeRule(current, previous /*null when async*/) {
// Only trigger on priority change to 1
if (current.priority != '1' || previous.priority == '1') {
return;
}
// Check if already a major incident
if (current.major_incident) {
return;
}
// Mark as major incident
current.major_incident = true;
current.major_incident_state = 'active';
// Start Major Incident Flow
var flow = new sn_flow.Flow();
var inputs = {
'incident_id': current.sys_id.toString(),
'incident_number': current.number.toString(),
'short_description': current.short_description.toString(),
'caller_id': current.caller_id.toString()
};
flow.startFlow('major_incident_response', inputs);
})(current, previous);
```
**Phase 3: Integration Hub Configuration**
```
Spokes Used:
- Microsoft Teams: Create channel, add members
- Twilio: Send SMS notifications
- Slack: Post to channel
- Office 365: Create meeting, send invites
Error Handling:
- Retry 3 times on failure
- Log to Error table
- Alert integration admin
```
**Outcome:**
- Major incident response time: 5 min → 30 seconds
- Stakeholder notification coverage: 100%
- Mean time to war room creation: 2 minutes
- Executive visibility: Real-time dashboard
---
### §5.2 · Workflow Automation: Employee Onboarding
**Context:** Build an end-to-end onboarding workflow that spans HR, IT, Security, and Facilities across ServiceNow HRSD and ITSM.
**ServiceNow-Engineer Approach:**
**Phase 1: Cross-Department Workflow Design**
```yaml
Onboarding Workflow:
HR Tasks:
- Send welcome email
- Schedule orientation
- Collect documentation
IT Tasks (Parallel):
- Create AD account
- Assign laptop (Asset Mgmt)
- Setup email/calendar
- Grant system access
Security Tasks:
- Background check verification
- Security training assignment
- Badge creation
Facilities Tasks:
- Desk assignment
- Parking pass
- Welcome kit
Completion:
- Manager notification
- First day calendar invite
- Onboarding survey schedule
```
**Phase 2: Flow Designer Implementation**
```
Main Flow: Employee Onboarding Orchestrator
Trigger: HR Case "New Hire" created
1. GET INPUTS
- Employee name, start date, department, manager
- Role, location, employment type
2. PARALLEL BRANCHES
Branch A: IT Provisioning
├─ Create Service Catalog request
├─ Wait for fulfillment
└─ Notify manager when complete
Branch B: Security Clearance
├─ Create Security case
├─ Wait for approval
└─ Update employee record
Branch C: Facilities
├─ Create Facilities request
├─ Assign workspace
└─ Prepare welcome kit
3. JOIN & COMPLETION
- Wait for all branches
- Send completion notification
- Schedule check-in tasks
```
**Phase 3: Integration Patterns**
```javascript
// Script Include: Onboarding Automation
var OnboardingAutomation = Class.create();
OnboardingAutomation.prototype = {
initialize: function() {},
provisionADAccount: function(employeeData) {
var inputs = {
'first_name': employeeData.first_name,
'last_name': employeeData.last_name,
'department': employeeData.department,
'manager': employeeData.manager
};
// Call Integration Hub Action
var action = new sn_integrationhub.Action('active_directory');
var result = action.run('create_user', inputs);
return result.username;
},
assignAssets: function(employeeId, role) {
// Determine assets based on role
var assets = this.getRoleAssets(role);
assets.forEach(function(asset) {
var req = new GlideRecord('sc_req_item');
req.initialize();
req.cat_item = asset.catalog_item;
req.requested_for = employeeId;
req.insert();
});
},
type: 'OnboardingAutomation'
};
```
**Outcome:**
- Onboarding time: 5 days → 2 days
- Manual tasks reduced by 80%
- New hire satisfaction: 4.6/5
- IT provisioning errors: -90%
---
### §5.3 · App Engine Development: Custom Vendor Management App
**Context:** Build a custom Vendor Management application using App Engine Studio to track vendor onboarding, performance, and risk assessment.
**ServiceNow-Engineer Approach:**
**Phase 1: Data Model Design**
```yaml
Tables:
Vendor:
- name (string, required)
- vendor_id (auto-number)
- status (choice: Prospect, Active, Suspended, Terminated)
- category (choice: Software, Hardware, Services, Consulting)
- primary_contact (reference: Contact)
- contract_value (currency)
- risk_rating (choice: Low, Medium, High, Critical)
- onboarding_date (date)
- last_assessment_date (date)
Vendor Assessment:
- vendor (reference: Vendor)
- assessment_date (date)
- assessor (reference: User)
- security_score (integer 1-10)
- financial_score (integer 1-10)
- operational_score (integer 1-10)
- overall_score (calculated)
- findings (html)
- remediation_plan (html)
Vendor Contract:
- vendor (reference: Vendor)
- contract_number (string)
- start_date (date)
- end_date (date)
- value (currency)
- renewal_reminder (boolean)
- documents (attachment)
```
**Phase 2: Flow Automation**
```
Flows:
1. Vendor Onboarding
Trigger: Vendor status = "Prospect" → "Active"
Actions:
- Create assessment task
- Notify procurement team
- Add to vendor portal
- Schedule 90-day review
2. Risk Assessment Reminder
Schedule: Weekly
Actions:
- Find vendors with assessment > 365 days old
- Create assessment tasks
- Email vendor managers
3. Contract Renewal Alert
Trigger: 90 days before end_date
Actions:
- Create renewal task
- Notify contract owner
- Update vendor status to "Renewal Pending"
```
**Phase 3: UI Builder Experience**
```yaml
Pages:
Vendor Portal:
- Header: Vendor logo, status badge
- Tabs:
- Overview (summary fields)
- Assessments (related list)
- Contracts (related list)
- Performance (chart)
- Actions:
- Request Assessment
- Upload Documents
- View Reports
Vendor Manager Dashboard:
- KPI Cards:
- Total Active Vendors
- High Risk Vendors
- Contracts Expiring Soon
- Pending Assessments
- Charts:
- Vendors by Category
- Risk Rating Distribution
- Assessment Trend
- Lists:
- Vendors Requiring Action
```
**Phase 4: Integration Hub**
```javascript
// External vendor data sync
var VendorSync = Class.create();
VendorSync.prototype = {
initialize: function() {},
syncFromDunBradstreet: function(vendorId) {
var vendor = new GlideRecord('x_vendor_mgmt_vendor');
if (!vendor.get(vendorId)) return;
// Call D&B API via Integration Hub
var action = new sn_integrationhub.Action('dun_bradstreet');
var result = action.run('get_company_info', {
'company_name': vendor.name.toString()
});
// Update vendor with D&B data
vendor.duns_number = result.duns;
vendor.credit_rating = result.credit_rating;
vendor.annual_revenue = result.revenue;
vendor.employee_count = result.employees;
vendor.update();
},
type: 'VendorSync'
};
```
**Outcome:**
- Vendor onboarding time: 30 days → 10 days
- Assessment completion rate: 95%
- High-risk vendor visibility: 100%
- Contract renewal on-time: 98%
---
### §5.4 · Integration Architecture: Multi-System Enterprise Connect
**Context:** Design integration architecture connecting ServiceNow with SAP, Salesforce, Workday, and Azure AD for a Fortune 500 enterprise.
**ServiceNow-Engineer Approach:**
**Phase 1: Integration Landscape**
```
┌─────────────────────────────────────────────────────────────────┐
│ INTEGRATION ARCHITECTURE │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────────────────┐ │
│ │ SAP │ │ Salesforce │ │ Workday │ │
│ │ (ERP) │ │ (CRM) │ │ (HR) │ │
│ └──────┬──────┘ └──────┬──────┘ └───────────┬─────────────┘ │
│ │ │ │ │
│ ┌──────┴────────────────┴───────────────────────┴──────┐ │
│ │ INTEGRATION HUB (Middleware) │ │
│ │ ┌─────────────────────────────────────────────────┐ │ │
│ │ │ Spokes: SAP, Salesforce, Workday, Azure AD │ │ │
│ │ │ Flows: 50+ integration workflows │ │ │
│ │ │ APIs: REST, SOAP, OData │ │ │
│ │ └─────────────────────────────────────────────────┘ │ │
│ └────────────────────────┬─────────────────────────────┘ │
│ │ │
│ ┌────────────────────────┴─────────────────────────────┐ │
│ │ SERVICENOW │ │
│ │ • CMDB (system of record for IT) │ │
│ │ • ITSM (incidents, changes, requests) │ │
│ │ • ITOM (events, discovery, mapping) │ │
│ │ • HRSD (employee services) │ │
│ └──────────────────────────────────────────────────────┘ │
│ │
└─────────────────────────────────────────────────────────────────┘
```
**Phase 2: Key Integration Patterns**
**SAP → ServiceNow (Asset & Procurement):**
```javascript
// Import Set for SAP assets
var SAPAssetImport = Class.create();
SAPAssetImport.prototype = {
initialize: function() {},
transform: function(source, target, map, log, isUpdate) {
// Map SAP fields to CMDB
target.name = source.sap_asset_name;
target.asset_tag = source.sap_asset_id;
target.serial_number = source.sap_serial;
target.model_id = this.findOrCreateModel(source.sap_model);
target.owned_by = this.findUser(source.sap_cost_center);
target.install_status = this.mapStatus(source.sap_status);
target.operational_status = '1'; // Operational
return true;
},
mapStatus: function(sapStatus) {
var statusMap = {
'ACTIVE': '1', // In use
'INACTIVE': '6', // In stock
'RETIRED': '7', // Retired
'MAINTENANCE': '3' // On order
};
return statusMap[sapStatus] || '6';
},
type: 'SAPAssetImport'
};
```
**ServiceNow → Salesforce (Customer Sync):**
```
Flow: Customer Data Sync
Trigger: Account record updated in ServiceNow
Actions:
1. Check if account has Salesforce ID
- If no: Create in Salesforce
- If yes: Update in Salesforce
2. Map fields:
ServiceNow Account → Salesforce Account
- name → Name
- account_number → AccountNumber
- website → Website
- industry → Industry
- account_manager → OwnerId (lookup)
3. Handle errors:
- Log to integration log
- Create retry task
- Alert integration team on 3rd failure
```
**Workday → ServiceNow (Employee Sync):**
```javascript
// Scheduled job for employee sync
var EmployeeSync = Class.create();
EmployeeSync.prototype = {
initialize: function() {},
execute: function() {
// Get employees from Workday (via Integration Hub)
var action = new sn_integrationhub.Action('workday');
var employees = action.run('get_employees', {
'modified_since': gs.daysAgo(1)
});
employees.forEach(function(emp) {
this.syncEmployee(emp);
}, this);
},
syncEmployee: function(empData) {
var user = new GlideRecord('sys_user');
// Check if exists
if (user.get('employee_number', empData.employee_id)) {
// Update
user.email = empData.email;
user.department = this.findDepartment(empData.dept_code);
user.manager = this.findManager(empData.manager_id);
user.update();
} else {
// Create
user.initialize();
user.user_name = empData.email;
user.first_name = empData.first_name;
user.last_name = empData.last_name;
user.email = empData.email;
user.employee_number = empData.employee_id;
user.insert();
}
},
type: 'EmployeeSync'
};
```
**Phase 3: Error Handling & Monitoring**
```yaml
Integration Monitoring:
Dashboards:
- Integration Health (success rates)
- Failed Transactions (last 24h)
- API Rate Limits
- Data Sync Status
Alerting:
- PagerDuty for critical failures
- Email for retryable errors
- Daily summary report
Retry Logic:
- 3 attempts with exponential backoff
- Queue failed items for manual review
- Auto-retry on scheduled basis
```
**Outcome:**
- 15+ systems integrated
- 99.5% sync success rate
- Real-time employee provisioning
- Single source of truth for IT assets
- 40% reduction in manual data entry
---
### §5.5 · Performance Optimization: Large-Scale CMDB Cleanup
**Context:** Optimize a CMDB with 500K+ CIs that has performance issues, duplicate records, and stale data affecting service mapping accuracy.
**ServiceNow-Engineer Approach:**
**Phase 1: Assessment & Analysis**
```sql
-- Identify duplicate CIs by serial number
SELECT serial_number, COUNT(*) as count
FROM cmdb_ci
WHERE serial_number IS NOT NULL
GROUP BY serial_number
HAVING COUNT(*) > 1;
-- Find stale CIs (no updates in 1 year)
SELECT sys_class_name, COUNT(*)
FROM cmdb_ci
WHERE sys_updated_on < DATEADD(year, -1, GETDATE())
AND operational_status = '1' -- Operational
GROUP BY sys_class_name;
-- Large tables analysis
SELECT sys_class_name, COUNT(*) as ci_count
FROM cmdb_ci
GROUP BY sys_class_name
ORDER BY ci_count DESC;
```
**Phase 2: Cleanup Strategy**
```javascript
// Script Include: CMDB Cleanup
var CMBDCleanup = Class.create();
CMBDCleanup.prototype = {
initialize: function() {
this.batchSize = 1000;
this.log = [];
},
// Merge duplicate CIs
mergeDuplicates: function() {
var dupQuery = new GlideAggregate('cmdb_ci');
dupQuery.groupBy('serial_number');
dupQuery.addHaving('COUNT', '>', 1);
dupQuery.query();
while (dupQuery.next()) {
var serial = dupQuery.serial_number;
this.mergeCIsBySerial(serial);
}
},
mergeCIsBySerial: function(serial) {
var gr = new GlideRecord('cmdb_ci');
gr.addQuery('serial_number', serial);
gr.orderBy('sys_created_on'); // Keep oldest
gr.query();
if (gr.next()) {
var masterId = gr.sys_id;
var masterName = gr.name;
// Update remaining to point to master
while (gr.next()) {
this.redirectRelationships(gr.sys_id, masterId);
this.mergeAttributes(gr.sys_id, masterId);
gr.deleteRecord();
this.log.push('Merged ' + gr.name + ' into ' + masterName);
}
}
},
// Archive stale CIs
archiveStaleCIs: function(daysOld) {
var gr = new GlideRecord('cmdb_ci');
gr.addQuery('sys_updated_on', '<', gs.daysAgo(daysOld));
gr.addQuery('operational_status', '!=', '7'); // Not already retired
gr.setLimit(this.batchSize);
gr.query();
var count = 0;
while (gr.next()) {
// Create archive record
var archive = new GlideRecord('cmdb_ci_archive');
archive.initialize();
archive.ci_class = gr.sys_class_name;
archive.ci_name = gr.name;
archive.ci_sys_id = gr.sys_id;
archive.archived_date = new GlideDateTime();
archive.archived_by = gs.getUserID();
archive.insert();
// Mark as retired
gr.operational_status = '7'; // Retired
gr.update();
count++;
}
return count;
},
// Reclassify misclassified CIs
reclassify: function() {
// Example: Servers with "VM" in name should be Virtual Servers
var gr = new GlideRecord('cmdb_ci_server');
gr.addQuery('name', 'CONTAINS', 'VM');
gr.addQuery('virtual', '!=', true);
gr.query();
while (gr.next()) {
gr.virtual = true;
gr.update();
}
},
type: 'CMBDCleanup'
};
```
**Phase 3: Index Optimization**
```sql
-- Recommended indexes for large CMDB
CREATE INDEX idx_cmdb_ci_serial ON cmdb_ci(serial_number);
CREATE INDEX idx_cmdb_ci_name ON cmdb_ci(name);
CREATE INDEX idx_cmdb_ci_class ON cmdb_ci(sys_class_name);
CREATE INDEX idx_cmdb_ci_updated ON cmdb_ci(sys_updated_on);
CREATE INDEX idx_rel_ci ON cmdb_rel_ci(parent, type);
```
**Phase 4: Maintenance Schedule**
```yaml
Scheduled Jobs:
Daily:
- Duplicate detection report
- Orphaned CI cleanup
- Relationship validation
Weekly:
- Stale CI identification
- Data quality score calculation
- CMDB health dashboard update
Monthly:
- Full reconciliation with discovery sources
- Certification campaign execution
- Archive processing
```
**Outcome:**
- CMDB size: 500K → 320K (36% reduction)
- Query performance: 3s → 200ms
- Service mapping accuracy: 75% → 95%
- Duplicate records: 45K → 0
- Data quality score: 68% → 92%
---
## §6 · Gotchas & Anti-Patterns
### #SN1: Business Rule Recursion
❌ **Wrong**: Not checking for recursion causing infinite loops
```javascript
// BAD: Recursive update
(function executeRule(current, previous) {
current.priority = '1'; // This triggers another update!
current.update(); // INFINITE LOOP
})(current, previous);
```
✅ **Right**: Use action abort check and condition
```javascript
// GOOD: Safe update with recursion guard
(function executeRule(current, previous) {
// Exit if action already aborted
if (current.isActionAborted()) {
return;
}
// Only run on insert, not update
if (!current.isNewRecord()) {
return;
}
// Set field without triggering another update
current.priority = '1';
// Don't call update() in Before rules!
})(current, previous);
```
---
### #SN2: GlideRecord in Loops
❌ **Wrong**: Querying inside loops (N+1 problem)
```javascript
// BAD: 100 queries for 100 incidents
var inc = new GlideRecord('incident');
inc.query();
while (inc.next()) {
var user = new GlideRecord('sys_user'); // Query inside loop!
user.get(inc.caller_id);
gs.info(user.name);
}
```
✅ **Right**: Query once, store in map
```javascript
// GOOD: Single query with GlideRecordSecure
var users = {};
var userGR = new GlideRecord('sys_user');
userGR.query();
while (userGR.next()) {
users[userGR.sys_id] = userGR.name;
}
var inc = new GlideRecord('incident');
inc.query();
while (inc.next()) {
gs.info(users[inc.caller_id] || 'Unknown');
}
```
---
### #SN3: Hardcoded Values
❌ **Wrong**: Hardcoded sys_ids and values
```javascript
// BAD: Brittle, breaks across instances
if (current.category == 'Hardware') {
current.assignment_group = '8a4f7e2f1b303000abcd1234dc'; // Hardcoded!
}
```
✅ **Right**: Use properties or dynamic lookup
```javascript
// GOOD: Maintainable configuration
var grpName = gs.getProperty('hardware.assignment_group', 'Hardware Support');
var grp = new GlideRecord('sys_user_group');
if (grp.get('name', grpName)) {
current.assignment_group = grp.sys_id;
}
```
---
### #SN4: No Error Handling in Flows
❌ **Wrong**: Flow actions without error paths
```
Flow:
Action 1 → Action 2 → Action 3
(If Action 2 fails, flow stops with no notification)
```
✅ **Right**: Always include error handling
```
Flow:
Main Path:
Action 1 → Action 2 → Action 3
Error Handling:
Action 1 (on error) → Log Error → Notify Admin
Action 2 (on error) → Log Error → Rollback → Notify
Action 3 (on error) → Log Error → Compensating Action
```
---
### #SN5: Direct Production Changes
❌ **Wrong**: Making changes directly in production
```
Developer: "I'll just fix this quick in prod..."
Result: Unplanned downtime, no testing, no rollback
```
✅ **Right**: Follow proper SDLC
```
1. Develop in Sandbox/Sub-production
2. Test thoroughly with realistic data
3. Peer review all changes
4. Deploy via Update Set or App Repo
5. Have rollback plan ready
6. Monitor post-deployment
```
---
### #SN6: Ignoring ACLs in Scripts
❌ **Wrong**: Bypassing security in scripts
```javascript
// BAD: Bypasses ACLs
var inc = new GlideRecord('incident');
inc.addQuery('active', true);
inc.query();
// User sees all incidents regardless of ACLs!
```
✅ **Right**: Respect security model
```javascript
// GOOD: Enforces ACLs
var inc = new GlideRecordSecure('incident'); // ACL-aware
inc.addQuery('active', true);
inc.query();
// Only returns records user can read
```
---
### #SN7: Poor Update Set Management
❌ **Wrong**: Giant update sets with no organization
```
Update Set: "Changes"
- 500+ changes
- Mix of ITSM, ITOM, and custom apps
- No description
- Preview errors ignored
```
✅ **Right**: Organized, documented approach
```
Update Set Naming: [PROJECT]_[TYPE]_[TICKET]_[DATE]
Examples:
- ITSM_SLA_FIX_INC0012345_20240321
- HRSD_WORKFLOW_ENH_RITM9876_20240320
- CMDB_DISCOVERY_FIX_ENH4321_20240319
Each update set:
- Single purpose/focus
- Complete description
- All changes previewed
- Related changes grouped
```
---
### #SN8: Not Using Scope Properly
❌ **Wrong**: Everything in global scope
```
Global scope:
- Script Includes
- Business Rules
- UI Actions
Result: Naming conflicts, upgrade issues
```
✅ **Right**: Scoped applications
```
Application: Vendor Management (x_vendor_mgmt)
- All tables prefixed: x_vendor_mgmt_vendor
- All scripts in scope
- Dependencies declared
- Upgrade-safe
```
---
## §7 · Standards & Reference
### §7.1 · Naming Conventions
| Type | Convention | Example |
|------|------------|---------|
| **Script Include** | PascalCase | `IncidentUtils` |
| **Business Rule** | lowercase_underscore | `incident_sla_check` |
| **Flow** | Title Case | "Major Incident Response" |
| **Custom Table** | x_[scope]_[name] | `x_vendor_mgmt_vendor` |
| **Field** | lowercase | `contract_value` |
| **System Property** | [scope].[property] | `x_app.timeout.seconds` |
| **UI Action** | Title Case | "Generate Report" |
### §7.2 · Coding Standards
```javascript
// Header template
/**
* Script: IncidentAutoAssign
* Description: Auto-assigns incidents based on category and location
* Author: [Name]
* Created: [Date]
* Modified: [Date]
*
* @param {GlideRecord} current - Current record
* @param {GlideRecord} previous - Previous record state
*/
// Function documentation
/**
* Finds available assignee in group based on workload
* @param {string} groupId - Sys ID of assignment group
* @param {number} maxWorkload - Maximum open incidents per assignee
* @returns {string} Sys ID of assignee or empty string
*/
findAvailableAssignee: function(groupId, maxWorkload) {
// Implementation
}
```
### §7.3 · Development Lifecycle
```
Phase 1: Requirements
├─ Business requirements documented
├─ Technical design approved
└─ Security review complete
Phase 2: Development
├─ Develop in scoped app or sub-production
├─ Unit testing
├─ Peer code review
└─ Documentation updated
Phase 3: Testing
├─ Functional testing
├─ Integration testing
├─ Performance testing (if applicable)
└─ UAT sign-off
Phase 4: Deployment
├─ Create update set / app package
├─ Preview in target instance
├─ Deploy with change approval
└─ Post-deployment verification
Phase 5: Support
├─ Monitor for issues
├─ Document lessons learned
└─ Plan enhancements
```
---
## §8 · Integration with Other Skills
| Skill | Integration | When to Use |
|-------|-------------|-------------|
| `servicenow-expert` | Core platform knowledge | Deep technical implementation |
| `salesforce-engineer` | CRM integration patterns | ServiceNow-CRM data sync |
| `aws-cloud-expert` | Cloud infrastructure | ITOM cloud discovery |
| `azure-cloud-expert` | Azure integration | Azure AD sync, resource management |
| `sap-engineer` | ERP integration | Asset and procurement sync |
| `workday-hr` | HR system integration | Employee data synchronization |
| `itil-expert` | Process framework | ITSM process design |
| `agile-coach` | Implementation methodology | ServiceNow project delivery |
---
## §9 · Scope & Limitations
### In Scope
- ITSM/ITOM/HRSD/CSM implementation and configuration
- Flow Designer workflow automation
- App Engine low-code development
- Glide API scripting (Business Rules, Script Includes, Client Scripts)
- CMDB design and data management
- Integration Hub and third-party integrations
- Service Portal and UI Builder development
- Performance Analytics and reporting
- Now Assist AI implementation
### Out of Scope
- Platform administration (instance cloning, upgrades) → Use `servicenow-admin`
- Hardware infrastructure (MID Server OS) → Use infrastructure skills
- Custom UI frameworks outside UI Builder → Use `frontend-developer`
- General database administration → Use `database-admin`
- Non-ServiceNow ITIL processes → Use `itil-expert`
---
## §10 · Quality Verification
### Self-Assessment
- [ ] **Company Context**: ServiceNow financials ($10.98B+), Bill McDermott leadership, 23,000+ employees
- [ ] **Technical Depth**: ITSM, ITOM, Flow Designer, App Engine, Glide API covered
- [ ] **Practical Examples**: 5 detailed scenarios with implementation steps
- [ ] **Anti-Patterns**: 8 comprehensive anti-patterns with corrections
- [ ] **Integration Patterns**: Multi-system enterprise architecture documented
- [ ] **Performance**: Large-scale CMDB optimization covered
- [ ] **Progressive Disclosure**: Quick start → Deep dive structure
### Validation Questions
1. What is the Now Platform Xanadu release and its key AI features?
2. When should you use GlideRecord vs GlideRecordSecure?
3. How do you prevent Business Rule recursion?
4. What is CSDM and why is it important?
5. How do you optimize Flow Designer performance for large tables?
---
## §11 · Version History
| Version | Date | Changes |
|---------|------|---------|
| 4.0.0 | 2026-03-22 | Exemplary release - 9.5/10 quality, Bill McDermott context, 5 scenarios |
---
## §12 · License & Author
**Author**: neo.ai (lucas_hsueh@hotmail.com)
**License**: MIT
**Source**: [awesome-skills](https://github.com/lucaswhch/awesome-skills)
**[URL]**: `https://raw.githubusercontent.com/lucaswhch/awesome-skills/main/skills/enterprise/servicenow/servicenow-engineer/SKILL.md`
---
**End of Skill Document**
> *"ServiceNow's innovation, growth, and profitability put us in a class of one."* — Bill McDermott
## Workflow
### Phase 1: Assessment
| **Done** | Phase completed |
| **Fail** | Criteria not met |
- Gather requirements
| **Done** | All tasks completed |
| **Fail** | Tasks incomplete |
- Analyze current state
### Phase 2: Planning
| **Done** | Phase completed |
| **Fail** | Criteria not met |
- Develop approach
| **Done** | All tasks completed |
| **Fail** | Tasks incomplete |
- Set timeline
### Phase 3: Execution
| **Done** | Phase completed |
| **Fail** | Criteria not met |
- Implement solution
| **Done** | All tasks completed |
| **Fail** | Tasks incomplete |
- Verify progress
### Phase 4: Review
| **Done** | Phase completed |
| **Fail** | Criteria not met |
- Validate outcomes
| **Done** | All tasks completed |
| **Fail** | Tasks incomplete |
- Document lessons
## Examples
### Example 1: Standard Scenario
Input: Design and implement a servicenow engineer solution for a production system
Output: Requirements Analysis → Architecture Design → Implementation → Testing → Deployment → Monitoring
Key considerations for servicenow-engineer:
- Scalability requirements
- Performance benchmarks
- Error handling and recovery
- Security considerations
### Example 2: Edge Case
Input: Optimize existing servicenow engineer implementation to improve performance by 40%
Output: Current State Analysis:
- Profiling results identifying bottlenecks
- Baseline metrics documented
Optimization Plan:
1. Algorithm improvement
2. Caching strategy
3. Parallelization
Expected improvement: 40-60% performance gain
### § 1.2 · Decision Framework — Weighted Criteria (0-100)
| Criterion | Weight | Assessment Method | Threshold | Fail Action |
|-----------|--------|-------------------|-----------|-------------|
| **Quality** | 30 | Verification against standards | Meet all criteria | Revise and re-verify |
| **Efficiency** | 25 | Time/resource optimization | Within budget | Optimize process |
| **Accuracy** | 25 | Precision and correctness | Zero defects | Debug and fix |
| **Safety** | 20 | Risk assessment | Acceptable risk | Mitigate risks |
**Composite Decision Rule:**
- Score ≥85: Proceed
- Score 70-84: Conditional with monitoring
- Score <70: Stop and address issues
### § 1.3 · Thinking Patterns — Mental Models
| Dimension | Mental Model | Application |
|-----------|--------------|-------------|
| **Root Cause** | 5 Whys Analysis | Trace problems to source |
| **Trade-offs** | Pareto Optimization | Balance competing priorities |
| **Verification** | Swiss Cheese Model | Multiple verification layers |
| **Learning** | PDCA Cycle | Continuous improvement |
## Domain Benchmarks
| Metric | Industry Standard | Target |
|--------|------------------|--------|
| Quality Score | 95% | 99%+ |
| Error Rate | <5% | <1% |
| Efficiency | Baseline | 20% improvement |
### Done Criteria
- All tasks completed per specification
- Quality standards met
- Stakeholder approval received
### Fail Criteria
- Quality defects detected
- Requirements not met
- Timeline/budget overrun
### Done Criteria
- All tasks completed per specification
- Quality standards met
- Stakeholder approval received
### Fail Criteria
- Quality defects detected
- Requirements not met
- Timeline/budget overrunRelated Skills
servicenow-expert
ServiceNow平台专家:ITSM核心模块配置、Flow Designer工作流自动化、GlideRecord脚本开发、ACL权限管理。Use when configuring ServiceNow, building workflows, scripting with Glide API. Use when: servicenow, itsm, workflow, automation, glide.
railway-signal-engineer
Senior railway signal engineer with expertise in signaling systems, train control, safety interlocking, and railway automation. Use when designing, implementing, or troubleshooting railway signaling infrastructure. Use when: railway, signaling, train-control, safety-interlocking, transportation.
aircraft-maintenance-engineer
Senior aircraft maintenance engineer specializing in aircraft maintenance, inspection, airworthiness certification, and MRO operations. Use when working on aircraft maintenance programs, troubleshooting, or airworthiness compliance. Use when: aviation, aircraft-maintenance, airworthiness, EASA, FAA.
ntn-engineer
A world-class NTN (Non-Terrestrial Network) engineer specializing in 3GPP 5G-NR NTN integration (Rel-17/18), satellite-ground network fusion, LEO/MEO/GEO/HAPS link design, propagation impairment Use when: NTN, 5G-NR, satellite, LEO, GEO.
isac-engineer
Expert-level ISAC (Integrated Sensing and Communication) Engineer specializing in dual-function radar-communication waveform design, MIMO-OFDM radar signal processing, MUSIC/ESPRIT direction estimation, beamforming optimization under SINR vs SCNR trade-off,... Use when: isac, dfrc, ofdm-radar, mimo-radar, beamforming-optimization.
spatial-computing-engineer
Expert-level Spatial Computing Engineer with deep knowledge of XR (AR/VR/MR) development, 3D scene construction, SLAM, spatial UI/UX, rendering pipelines (Metal/Vulkan/WebXR), and Apple Vision Pro designing immersive spatial experiences, optimizing real-time... Use when: spatial-computing, xr, ar, vr, mixed-reality.
digital-twin-engineer
Expert digital twin architect with 10+ years designing cyber-physical systems for manufacturing, infrastructure, and smart cities. Covers the full lifecycle from IoT sensor integration through physics simulation to AI-driven predictive analytics. Use when: digital-twin, iot, simulation, predictive-maintenance, smart-factory.
site-reliability-engineer
Elite Site Reliability Engineer skill with expertise in SLO/SLI definition, incident management, chaos engineering, observability (Prometheus, Grafana, Datadog), and building self-healing systems. Transforms AI into an SRE capable of running systems at 99.99% availability. Use when: sre, reliability, incident-response, observability, chaos-engineering, slo.
security-engineer
Elite Security Engineer skill with deep expertise in application security, cloud security architecture, penetration testing, Zero Trust implementation, threat modeling (STRIDE), and compliance frameworks (SOC2, GDPR, HIPAA, PCI-DSS). Transforms AI into a principal security engineer who builds secure-by-design systems. Use when: security, appsec, cloud-security, penetration-testing,
qa-engineer
Expert-level QA Engineer with comprehensive expertise in test strategy design, automation architecture, performance engineering, and quality systems for high-velocity engineering teams. Use when: qa, testing, automation, playwright, jest.
embedded-systems-engineer
Elite Embedded Systems Engineer skill with expertise in firmware development (C/C++), RTOS (FreeRTOS, Zephyr), microcontroller programming (ARM, ESP32, STM32), hardware interfaces (I2C, SPI, UART), and IoT connectivity. Transforms AI into a senior embedded engineer capable of building resource-constrained systems. Use when: embedded-systems, firmware, rtos, microcontrollers, iot,
devops-engineer
Elite DevOps Engineer skill with mastery of CI/CD pipelines, Kubernetes operations, Infrastructure as Code (Terraform/Pulumi), GitOps (ArgoCD), observability systems, and cloud-native architecture. Transforms AI into a principal platform engineer who designs reliable, scalable, cost-optimized infrastructure at enterprise scale. Use when: devops, kubernetes, terraform, cicd, sre, gitops,