Technology Stack & Process Architecture

Complete technical infrastructure for the DAFCG Benchmarking Study
Data Flow Architecture
Typeform
Survey Data Collection
60+ question survey with validation, conditional logic, and progress tracking
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Google Cloud
Cloud Infrastructure
Cloud Storage, Pub/Sub messaging, Cloud Functions for processing
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BigQuery
Data Warehouse
Structured data storage, analytics, and benchmarking calculations
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Reports & Analytics
Insights Generation
Automated report generation, peer comparisons, industry benchmarks
Frontend & User Experience
React + TypeScript
Landing Page
Type-safe, component-based UI with modern React patterns
Tailwind CSS
Styling System
DAFCG brand colors, responsive design, component styling
Vite + Cloudflare
Build & Deploy
Fast builds, global CDN distribution, automatic deployments
Backend & Processing
Python + Polars
Data Processing
High-performance data analysis, qualification scoring, normalization
Jupyter + Analytics
Analysis Environment
Interactive analysis, visualization, statistical modeling
Cloud Functions
Serverless Processing
Event-driven data processing, automated workflows, scalable execution
Integration & Automation
ActiveCampaign
Email Marketing
Automated email sequences, participant onboarding, follow-up campaigns
LinkedIn Sales Nav
Prospect Outreach
Lead qualification, targeted messaging, professional networking
Zapier + APIs
Workflow Automation
Cross-platform integration, automated data syncing, trigger-based actions
1
Participant Acquisition
Multi-channel outreach to 205 qualified boutique consulting firms using LinkedIn, email campaigns, and partner referrals.
LinkedIn Sales Navigator ActiveCampaign React Landing Page
2
Data Collection
Comprehensive 60+ question survey deployed via Typeform with real-time validation and progress tracking.
Typeform Data Validation Progress Tracking
3
Data Processing
Automated ETL pipeline processes survey responses, normalizes data, and performs quality assurance checks.
Google Cloud Storage Python ETL BigQuery
4
Analysis & Benchmarking
Statistical analysis generates industry benchmarks, peer comparisons, and insights using machine learning techniques.
Polars Statistical Analysis Jupyter Notebooks
5
Report Generation
Automated generation of personalized benchmarking reports with visualizations and strategic recommendations.
Report Templates Data Visualization PDF Generation
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Delivery & Follow-up
Secure report delivery to participants with follow-up communications and opportunity identification.
ActiveCampaign Secure Distribution CRM Integration
Security & Compliance Framework
Data Encryption
End-to-end encryption for all data transmission and storage
Access Control
Role-based permissions and multi-factor authentication
GDPR Compliance
Privacy-by-design, consent management, data portability
Audit Logging
Comprehensive logging of all data access and modifications
Data Backup
Automated backups with point-in-time recovery capabilities
Data Retention
Defined retention policies and secure data deletion procedures