Marketing Analytics System Specifications
Overview
The Marketing Analytics system provides comprehensive marketing performance analysis, lead auditing, and creative management capabilities to optimize marketing campaigns and improve ROI.
Features
1. Lead Audit
Route: /lead-audit
Navigation: Marketing > Lead Audit
Core Functionality
- Lead Quality Assessment: Evaluate lead quality and validity
- Source Analysis: Analyze lead sources and performance
- Conversion Tracking: Track lead conversion rates
- Attribution Analysis: Analyze lead attribution and touchpoints
- Quality Scoring: Score leads based on multiple criteria
- Fraud Detection: Identify and flag fraudulent leads
Audit Features
- Lead Validation: Validate lead information accuracy
- Duplicate Detection: Identify and merge duplicate leads
- Data Completeness: Check for missing or incomplete data
- Source Verification: Verify lead source accuracy
- Behavioral Analysis: Analyze lead behavior patterns
- Engagement Scoring: Score leads based on engagement
Dashboard Components
- Lead Volume: Total leads by source and time period
- Quality Metrics: Lead quality scores and trends
- Conversion Funnel: Lead progression through stages
- Source Performance: Performance by lead source
- Geographic Analysis: Lead distribution by location
- Trend Analysis: Historical performance trends
2. Creative Management
Route: /creative-management
Navigation: Marketing > Creative Management
Core Functionality
- Creative Asset Management: Manage all creative assets
- Version Control: Track creative versions and changes
- Performance Tracking: Track creative performance metrics
- A/B Testing: Test different creative variations
- Approval Workflow: Manage creative approval process
- Asset Library: Centralized creative asset library
Management Features
- Upload & Organization: Upload and organize creative assets
- Metadata Management: Manage creative metadata and tags
- Search & Discovery: Search and discover creative assets
- Collaboration: Team collaboration on creatives
- Review Process: Review and feedback system
- Publishing: Publish creatives to various platforms
Creative Types
- Display Ads: Banner and display advertisements
- Social Media: Social media posts and ads
- Email Templates: Email marketing templates
- Landing Pages: Landing page designs
- Video Content: Video advertisements and content
- Print Materials: Print advertisements and materials
Data Models
Lead Model
interface Lead {
id: string;
client_id: string;
email: string;
name: string;
phone?: string;
company?: string;
source: string;
source_details: {
campaign_id?: string;
ad_group_id?: string;
keyword?: string;
referrer?: string;
};
quality_score: number;
validation_status: 'valid' | 'invalid' | 'pending' | 'fraudulent';
conversion_status: 'new' | 'contacted' | 'qualified' | 'converted' | 'lost';
conversion_date?: Date;
revenue?: number;
created_at: Date;
updated_at: Date;
}
Creative Model
interface Creative {
id: string;
client_id: string;
name: string;
type: 'display' | 'social' | 'email' | 'landing_page' | 'video' | 'print';
format: string;
dimensions: {
width: number;
height: number;
};
file_url: string;
thumbnail_url: string;
metadata: {
tags: string[];
description: string;
brand_guidelines: string[];
usage_rights: string;
};
performance_metrics: {
impressions: number;
clicks: number;
conversions: number;
ctr: number;
cpc: number;
cpa: number;
};
status: 'draft' | 'review' | 'approved' | 'published' | 'archived';
created_by: string;
created_at: Date;
updated_at: Date;
}
Campaign Model
interface Campaign {
id: string;
client_id: string;
name: string;
platform: 'facebook' | 'google' | 'tiktok' | 'linkedin' | 'twitter';
objective: 'awareness' | 'traffic' | 'leads' | 'sales' | 'engagement';
budget: number;
start_date: Date;
end_date: Date;
status: 'draft' | 'active' | 'paused' | 'completed' | 'cancelled';
performance_metrics: {
impressions: number;
clicks: number;
conversions: number;
spend: number;
ctr: number;
cpc: number;
cpa: number;
roas: number;
};
created_at: Date;
updated_at: Date;
}
API Endpoints
Lead Audit
GET /api/v1/marketing/leads- List leads with filteringPOST /api/v1/marketing/leads/validate- Validate lead dataPOST /api/v1/marketing/leads/audit- Perform lead auditGET /api/v1/marketing/leads/analytics- Get lead analyticsPOST /api/v1/marketing/leads/export- Export lead data
Creative Management
GET /api/v1/marketing/creatives- List creative assetsPOST /api/v1/marketing/creatives- Upload creative assetPUT /api/v1/marketing/creatives/{id}- Update creativeDELETE /api/v1/marketing/creatives/{id}- Delete creativePOST /api/v1/marketing/creatives/{id}/publish- Publish creativeGET /api/v1/marketing/creatives/{id}/performance- Get performance metrics
Campaign Management
GET /api/v1/marketing/campaigns- List campaignsPOST /api/v1/marketing/campaigns- Create campaignPUT /api/v1/marketing/campaigns/{id}- Update campaignPOST /api/v1/marketing/campaigns/{id}/launch- Launch campaignGET /api/v1/marketing/campaigns/{id}/analytics- Get campaign analytics
Performance Metrics
Lead Quality Metrics
- Lead Score: Overall lead quality score
- Validation Rate: Percentage of validated leads
- Conversion Rate: Lead-to-customer conversion rate
- Source Quality: Quality score by lead source
- Geographic Quality: Quality score by location
- Time-based Quality: Quality trends over time
Creative Performance Metrics
- Click-through Rate (CTR): Percentage of clicks per impression
- Conversion Rate: Percentage of conversions per click
- Cost per Click (CPC): Average cost per click
- Cost per Acquisition (CPA): Average cost per conversion
- Return on Ad Spend (ROAS): Revenue per dollar spent
- Engagement Rate: User engagement with creative
Campaign Performance Metrics
- Impressions: Total number of ad impressions
- Reach: Unique number of people reached
- Frequency: Average impressions per person
- Spend: Total campaign spend
- Budget Utilization: Percentage of budget used
- Performance Score: Overall campaign performance
Data Analysis Features
Lead Analysis
- Source Attribution: Track lead sources and touchpoints
- Journey Mapping: Map lead journey from awareness to conversion
- Cohort Analysis: Analyze lead behavior by cohorts
- Funnel Analysis: Analyze lead progression through funnel
- Segmentation: Segment leads by various criteria
- Predictive Analytics: Predict lead conversion probability
Creative Analysis
- Performance Comparison: Compare creative performance
- A/B Test Results: Analyze A/B test outcomes
- Creative Fatigue: Identify creative fatigue patterns
- Audience Response: Analyze audience response to creatives
- Seasonal Trends: Identify seasonal performance patterns
- Brand Consistency: Check brand consistency across creatives
Campaign Analysis
- Performance Benchmarking: Benchmark against industry standards
- Competitive Analysis: Compare against competitors
- Budget Optimization: Optimize budget allocation
- Audience Insights: Gain insights into audience behavior
- Channel Performance: Compare performance across channels
- ROI Analysis: Analyze return on investment
Integration Points
Marketing Platforms
- Facebook Ads: Facebook advertising platform integration
- Google Ads: Google advertising platform integration
- TikTok Ads: TikTok advertising platform integration
- LinkedIn Ads: LinkedIn advertising platform integration
- Twitter Ads: Twitter advertising platform integration
Analytics Platforms
- Google Analytics: Web analytics integration
- Facebook Analytics: Facebook analytics integration
- Custom Analytics: Custom analytics solutions
- Data Warehouses: Data warehouse integration
- BI Tools: Business intelligence tool integration
CRM Systems
- Lead Sync: Sync leads with CRM systems
- Campaign Data: Sync campaign data with CRM
- Performance Metrics: Sync performance metrics
- Attribution Data: Sync attribution data
- Customer Journey: Track customer journey
Quality Assurance
Lead Quality Assurance
- Data Validation: Validate lead data accuracy
- Duplicate Detection: Detect and merge duplicates
- Fraud Detection: Identify fraudulent leads
- Source Verification: Verify lead sources
- Completeness Check: Check data completeness
- Consistency Validation: Validate data consistency
Creative Quality Assurance
- Brand Compliance: Check brand guideline compliance
- Technical Validation: Validate technical specifications
- Content Review: Review creative content
- Approval Process: Manage approval workflow
- Version Control: Track creative versions
- Usage Rights: Verify usage rights
Campaign Quality Assurance
- Setup Validation: Validate campaign setup
- Budget Validation: Validate budget allocation
- Targeting Validation: Validate audience targeting
- Creative Validation: Validate creative assets
- Performance Monitoring: Monitor campaign performance
- Compliance Check: Check regulatory compliance
Security & Compliance
Data Protection
- Lead Data Encryption: Encrypt sensitive lead data
- Access Control: Control access to marketing data
- Audit Logging: Log all data access and changes
- Data Retention: Manage data retention policies
- Compliance: Ensure regulatory compliance
Privacy Considerations
- Consent Management: Manage user consent
- Data Anonymization: Anonymize sensitive data
- Right to Deletion: Support data deletion requests
- Data Portability: Support data export
- Transparency: Provide transparency about data use
Testing Strategy
Unit Tests
- Lead Analysis: Test lead analysis algorithms
- Creative Processing: Test creative processing logic
- Campaign Logic: Test campaign management logic
- Data Validation: Test data validation
- Error Handling: Test error scenarios
Integration Tests
- API Endpoints: Test all API endpoints
- Database Operations: Test data persistence
- External Integrations: Test third-party integrations
- Performance Testing: Test system performance
- Security Testing: Test security measures
End-to-End Tests
- Lead Audit Flow: Test complete lead audit process
- Creative Management: Test creative management workflow
- Campaign Management: Test campaign management workflow
- User Workflows: Test user interactions
- Error Scenarios: Test error handling
Future Enhancements
Planned Features
- Real-time Analytics: Real-time marketing analytics
- Advanced AI: AI-powered marketing insights
- Predictive Analytics: Predict marketing performance
- Automated Optimization: Automated campaign optimization
- Cross-platform Attribution: Unified attribution across platforms
- Advanced Segmentation: More sophisticated audience segmentation
- Creative AI: AI-powered creative generation
- Mobile App: Mobile application for marketing teams