Christopher Aytona

Data Analyst & Automation Developer

Software engineer turned data specialist — building pipelines, dashboards, and AI systems that run themselves across North America.

Christopher Aytona

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.

PythonSQLRedshiftQuickSightETL PipelinesAWS LambdaPandas
🎓 BSc (Hons) Computer Science — Ontario Tech University, 2021🎓 Adv. Diploma Game Programming — George Brown Polytechnic, 2017

Experience

2021 – Present

Data and Reporting Analyst

Amazon

A continually growing suite of ETL pipelines, AI agent orchestration, QuickSight dashboards, and Python/SQL automation — hundreds of automated outputs each week that eliminate dozens of hours of manual work across multiple fulfillment networks.

2025 – PresentSide Venture

CEO & Founder

TapOrbit Studios

Game development & publishing studio. Shipped debut title Zombie Citizen to iOS & Android; currently developing Everlasting Odyssey, a tactical RPG for PC & console. Product strategy, team leadership, concept-to-launch pipeline.

2018 – 2019

Software Developer

Treasured

Full-stack development across game and web projects. Unity/C#, React, project management.

2016 – 2018

Game Developer

Transhumanoid Productions

Gameplay systems, UI programming, and full development lifecycle on indie titles.

2014 – 2017

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.

PythonSQLRedshiftQuickSightDatanet

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.

PythonClaude APISlackAWS

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.

AWS LambdaSQSDynamoDBSlack

Real-time risk flagging across North America

Inventory Optimization

Cross-FC exclusive ASIN comparison identifying transfer candidates between warehouses using Redshift Spectrum at scale.

SQLQuickSightRedshift Spectrum

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.

PythonVBAPlaywrightSlack API

Used daily by ops teams, analysts, and leadership

Games

Built & shipped at TapOrbit Studios

Zombie Citizen app icon

Now Available  ·  iOS & Android

Zombie Citizen

A fast, top-down shooter where every run pulls you deeper into chaos.

Fight through relentless waves of zombies, take on powerful bosses, and build your strength as the challenge intensifies. Collect materials, upgrade your weapons, and stack powerful buffs to adapt, survive, and go further than before.

UnityC#iOS & AndroidFounder / CEOProject ManagerPeople Manager
Download on the App StoreGet it on Google Play
In Development

Everlasting Odyssey

A turn-based tactics game with a heavy emphasis on theorycrafting. Features a nonlinear narrative where each quest line is independent and optional.

Turn-Based TacticsOpen WorldNonlinear NarrativePC · SteamConsole
Everlasting Odyssey splash art

Research

Academic publications & preprints

SHARD: Self-Healing Autonomous Resilient Delegation — A Pattern Language for Persistent AI Agent Harnesses

Christopher Aytona · 2026 · Zenodo / SSRN (preprint)

Large language model agents deployed in persistent, multi-session environments face compounding challenges: memory degrades without governance, coordination between concurrent agents lacks formal guarantees, skill acquisition proceeds without quality control, and self-improvement operates without safety bounds. We present SHARD (Self-Healing Agent with Resilient Delegation), a harness-agnostic application architecture that composes four independent subsystems—memory governance with staleness detection, intent-based coordination protocol, quality-gated skill lifecycle with trust tiers, and safety-constrained self-improvement—into an integrated infrastructure where emergent behaviors arise from their interaction.

AI AgentsResilienceSelf-HealingArchitecture Patterns

Get In Touch

Looking for a Data Analyst or Automation Developer who ships at scale? Let's talk.

📄 Download Resume