Christopher Aytona
Data Analyst & Automation Developer
Software engineer turned data specialist — building pipelines, dashboards, and AI systems that run themselves across North America.
About Me
I turn raw operational data into automated intelligence. At Amazon, I built end-to-end data pipelines, programs, and tools that collectively replaced multiple FTEs worth of manual work — adopted by teams across multiple fulfillment networks spanning North America.
With a software engineering background in game development and full-stack systems, I pivoted into data and automation — bringing an engineer's mindset to analytics. Every system I build is designed to run itself, scale across sites, and eliminate the need for manual intervention.
Experience
Data and Reporting Analyst
Amazon
36 ETL pipelines, AI agent orchestration (24 agents, 125 skills), QuickSight dashboards, Python/SQL automation. 320+ weekly automated outputs eliminating 40+ hours of manual work.
CEO & Founder
TapOrbit Studios
Game development & publishing studio. Product strategy, team leadership, concept-to-launch pipeline.
Software Developer
Treasured
Full-stack development across game and web projects. Unity/C#, React, project management.
Game Developer
Transhumanoid Productions
Gameplay systems, UI programming, and full development lifecycle on indie titles.
Game Developer
Ruckus Games
Gameplay systems, UI programming, iOS/Android builds. First industry role during college.
Skills
📊Data & Analytics
- ›SQL / Redshift / Spectrum
- ›Python / Pandas / NumPy
- ›QuickSight Dashboards
- ›ETL Pipeline Design (Datanet)
- ›Data Modeling & Validation
⚡Automation & Cloud
- ›AWS Lambda / S3 / DynamoDB / SQS
- ›Python Automation (scripts, bots, agents)
- ›Slack API & Webhook Integrations
- ›Scheduled Jobs & Monitoring
- ›Serverless Architecture (SAM/CDK)
🛠Development & Tools
- ›TypeScript / React / Next.js
- ›VBA / Excel Macro Automation
- ›Git / CI/CD / Code Review
- ›OpenSearch / Elasticsearch
- ›Unity / C# (game dev background)
Projects
Data engineering & automation at enterprise scale
FC Analytics Platform
End-to-end data infrastructure — ETL pipelines feeding KPI dashboards, branded email reports, and Slack automations across multiple fulfillment networks.
↗ 320+ weekly outputs, multi-FTE workload automated
AI Agent Orchestration
Autonomous platform with persistent memory, scheduled jobs, and multi-session coordination — handling operational tasks without human intervention.
↗ Replaced manual operational workflows at enterprise scale
Cross-Network Monitoring
Automated detection and alerting spanning AMXL, NAEF, Canadian fulfillment, and delivery station networks coast to coast.
↗ Real-time risk flagging across North America
Inventory Optimization
Cross-FC exclusive ASIN comparison identifying transfer candidates between warehouses using Redshift Spectrum at scale.
↗ Surfaced misallocated inventory across network
Operational Tooling Suite
VBA macros, Python programs, browser automations, and Slack integrations — self-refreshing analytics adopted by multiple teams beyond originating site.
↗ Used daily by ops teams, analysts, and leadership
+ Side Projects & Game Development
TapOrbit Studios
Game development & publishing company (CEO/Founder)
Dark Spirits
Unity 3D action RPG — gameplay systems & AI
Synapse
Multiplayer puzzle game — networking & state sync
Get In Touch
Looking for a Data Analyst or Automation Developer who ships at scale? Let's talk.
📄 Download Resume