Cloud Architecture: Bringing Imaginations to Life.
My journey into cloud engineering was born out of a "wild imagination and traits of perfectionism." Early in my career, I often found it challenging to find the right physical resources to match the complexity of my ideas.
"Platforms like GCP and AWS changed everything—putting the entire world’s compute power at my fingertips."
Expertise & Critical Components
Platform
Data
AI & GenAI
Orchestration & Integration
Development Stack
Web & Data Formats
DevOps & Infrastructure
Cloud Case Studies
Automated Org Chart Builder
Enable AMARIS consultant managers to ingest static team-structure images for third-party clients, enrich personnel records, and maintain a live, exportable organization chart. This addressed the critical gap where only static pictures of client team structures were available, lacking automated capture of roles, contact details, and bios.
Reduced manual org-chart creation time from 2 months to under 7 days and improved data-update cadence to near real time.
Solution Design Preview
The architecture utilizes Cloud Run autoscaling (1-10 instances) and multi-region BigQuery. Security is enforced through isolated IAM roles, VPC Service Controls, Cloud Armor, and end-to-end encryption.
1. User uploads org-chart image via UI to GCS. 2. 'DocProc' fetches image and calls Custom Document AI to extract raw hierarchy. 3. raw data is written to BigQuery. 4. 'EnrichProc' retrieves new rows and queries Lusha API for enrichment. 5. Looker Studio renders the live, hierarchical chart.
CV Skills Analyzer
Streamline AMARIS recruitment process through automated CV analysis, skills extraction, and intelligent candidate-job matching to eliminate manual screening bottlenecks.
Reduced candidate screening time from 2 weeks to instant while improving match accuracy by 85% and establishing a scalable recruitment intelligence platform.
Solution Design Preview
Cloud Run auto-scaling (2-50 instances), BigQuery 99.9% SLA, circuit breaker patterns for external APIs, VPC Service Controls, Cloud Armor, and data encryption with customer-managed keys.
1. Manager enters Job ID. 2. 'CVProcessor' calls Mantu ATS API to retrieve CVs. 3. Document AI OCR extracts structured data. 4. 'SkillsExtractor' sends text to Lightcast API for normalization. 5. 'JobAnalyzer' fetches and processes job requirements. 6. Gemini model analyzes fit and generates weighted rankings.
Automated Social Media Contest Winner Selector
Streamline Freedom Confectionery's social media contest management by automating the tracking of Instagram follows, hashtag usage, and Google reviews to eliminate manual winner selection processes.
Transformed a 4-day manual process into a 1-day automated system, reducing marketing team workload by 80% while maintaining compliance with privacy regulations and NDAs.
Solution Design Preview
Cloud Run auto-scaling (1-20 instances), BigQuery partitioned tables by date, circuit breaker patterns for API dependencies, VPC Service Controls, Cloud Armor protection, and strict GDPR-compliant data retention policies.
Due to Non-Disclosure Agreements (NDA), the specific Data Flow and Control Flow details for this proprietary logic cannot be revealed.
PainMapper: 3D Movement Assessment
Developing an ongoing specialized movement assessment tool designed to help individuals pinpoint and describe physical pain using interactive 3D technology and AI analysis.
Created a high-precision digital baseline for rehabilitation, transforming subjective pain descriptions into objective 3D heat maps and functional data.
Solution Design Preview
Leverages Vercel edge functions for high-speed 3D asset delivery. Data security is managed via Databricks Unity Catalog for HIPAA-compliant medical data handling and deep analytical processing.
1. User follows guided movement videos. 2. User interacts with a Three.js 3D model to 'pin' pain points. 3. Detailed metadata (duration, category, intensity) is logged per pin. 4. Genkit processes disparate points into a clinical summary. 5. Historical data is synced to Databricks for longitudinal progress analysis.
FasciaFlow: Health Assessment Platform
Interactive health assessment platform designed to help users evaluate the health of their fascia (connective tissue) and breathing patterns. It guides users through physical self-tests and uses AI to generate nuanced, actionable reports.
Successfully deployed as a high-engagement entry point for the Soul Body Sanctuary ecosystem, providing instant AI-synthesized health reports to non-technical users.
Solution Design Preview
Firebase-ready architecture for future cloud-sync. Currently utilizes edge computing for AI report generation and Databricks for centralized longitudinal data warehousing across the sanctuary ecosystem.
1. User completes guided multi-stage questionnaire. 2. Responses staged in LocalStorage for persistence. 3. Logic engine adapts questions based on bio-feedback. 4. Genkit/Gemini processes data into a plain-English report. 5. Individual profile data synced to Databricks for deeper long-term analysis.
PostureVision: AI Posture Assessment
AI-driven health application designed to provide instant, professional-grade posture assessments from a single photograph, bridging the gap between clinical expertise and at-home health tracking.
Successfully integrated clinical-grade orthopedic measurements (like Q-Angle and lateral shifts) into a consumer-facing web application.
Solution Design Preview
Zero-storage model for images ensures privacy. Computed numeric snapshots are stored in Databricks for longitudinal analysis and progress tracking.
1. User uploads/captures photo. 2. Capture Layer provides feedback on image quality. 3. Mediapipe detects 33 body landmarks ephemerally. 4. Genkit-powered flows perform complex geometric analysis (shifts, tilts, angles). 5. Analysis snapshots stored in Databricks. 6. Presentation Layer renders interactive canvas overlays onto user's photo.
MuscleMapper: Professional Assessment Tool
Provide wellness professionals with a digital tool to streamline client assessments, enhance communication via interactive mapping, and automate professional report generation.
Replaced manual notes with an interactive visual system, reducing administrative time by 60% and improving client plan adherence through clear, branded reports.
Solution Design Preview
Optimized for high-speed session handling with background sync to Databricks. Designed to scale across clinical and athletic environments with multi-user professional access.
1. Intake form captures client metadata and program duration. 2. Professional uses Assessment Canvas to click-to-select muscles across 4 views. 3. System logs 'Strengthen' vs 'Release' actions per muscle. 4. Automated engine compiles results into professional layout. 5. PDF Generator creates exportable takeaway. 6. Data synced to Databricks for longitudinal profile records.
SEO Engine: Agentic Content Strategy
Automate high-level content strategy and the production cycle by leveraging agentic AI to scale organic reach while ensuring factual brand consistency.
Ongoing project. Revealed Summer 2026. Architecting a unified 'Brand Brain' for automated, brand-aware multi-channel campaign generation.
Solution Design Preview
Global edge deployment with partitioned Knowledge Bases for brand isolation. Enterprise-grade context handling compliant with global data standards.
Confidential. System utilizes recursive multi-agent research loops and production pipelines. Strategic logic reveal scheduled for Summer 2026.
Cloud Credentials
Ongoing education and verified mastery in distributed systems.