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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 filtering
  • POST /api/v1/marketing/leads/validate - Validate lead data
  • POST /api/v1/marketing/leads/audit - Perform lead audit
  • GET /api/v1/marketing/leads/analytics - Get lead analytics
  • POST /api/v1/marketing/leads/export - Export lead data

Creative Management​

  • GET /api/v1/marketing/creatives - List creative assets
  • POST /api/v1/marketing/creatives - Upload creative asset
  • PUT /api/v1/marketing/creatives/{id} - Update creative
  • DELETE /api/v1/marketing/creatives/{id} - Delete creative
  • POST /api/v1/marketing/creatives/{id}/publish - Publish creative
  • GET /api/v1/marketing/creatives/{id}/performance - Get performance metrics

Campaign Management​

  • GET /api/v1/marketing/campaigns - List campaigns
  • POST /api/v1/marketing/campaigns - Create campaign
  • PUT /api/v1/marketing/campaigns/{id} - Update campaign
  • POST /api/v1/marketing/campaigns/{id}/launch - Launch campaign
  • GET /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