Aaron S. | AI Systems & Data Pipeline Engineer in Winter Park, FL

In the evolving landscape of cloud infrastructure and artificial intelligence, bridging the gap between legacy enterprise systems and modern data architecture is critical. Based in Winter Park, Florida, Aaron S. operates as an independent systems consultant and AI data pipeline engineer. With over two decades of experience spanning UNIX/Linux systems administration, cloud migrations, and serverless data warehousing, Aaron provides specialized technical services to organizations globally.

Core Areas of Technical Expertise

AI Data Engineering & Pipelines: Python-based web scraping (utilizing BeautifulSoup and requests), automated data cleaning, Apache Parquet optimization, and serverless hosting via Hugging Face Datasets.
Cloud Architecture & Virtualization: AWS EC2, DigitalOcean, Virtual Private Servers (VPS), CentOS/RHEL, and optimized web application hosting environments.
UNIX & Linux Systems Engineering: Deep system-level engineering and optimization across FreeBSD, OpenBSD, Solaris, HP-UX, and RedHat Enterprise Linux (RHEL).
Critical Incident Recovery & Security: Fast diagnostic recovery for server crashes, Plesk/cPanel software conflicts, RAID array mounting on FreeBSD, and network boundary hardening using Snort IDS.
Enterprise Data Warehousing (EDW): Deploying complex IBM Information Server suites, IBM DB2, WebSphere, DataStage, and high-availability RedHat clustering utilities.

Technical Implementations & Projects

Serverless AI Data Pipelines & Gradio Dashboards

Leveraging advances in serverless technology, Aaron built an automated data catalog pipeline. This system extracts and cleans unstructured data from target web sources, structures the payload into optimized Apache Parquet tables, and deploys them to Hugging Face Datasets for serverless hosting. The system features a responsive search and query interface developed in Gradio and hosted securely on DigitalOcean using custom DNS records.

Cloud Migrations & Infrastructure Modernization

Aaron assists companies in modernizing their hosting infrastructure. His work includes migrating physical, legacy dedicated servers to scalable Virtual Private Servers (VPS) running CentOS and RHEL. He also architects high-availability cloud servers on AWS EC2, configured with WHM/cPanel and optimized PHP environments to support modern web applications.

Enterprise UNIX & Operating System Optimization

With a strong foundation in system internals, Aaron has managed physical and virtual operations for Tier-1 collocation facilities and corporate enterprises. While engineering systems for Hilton Grand Vacations, he designed custom Data Warehouses, backported clustering utilities for RHEL, and built external web servers utilizing Solaris Zones, hardware RAID, and the ZFS filesystem to isolate and optimize high-volume traffic.

Comprehensive Technical Toolkit

Languages & Scripting: Python, Perl, C, Bourne Shell, PHP, and SQL.
Databases & Storage: IBM DB2, MySQL, Apache Parquet, ZFS, and RAID architectures.
Operating Systems: RedHat Enterprise Linux (RHEL), CentOS, FreeBSD, OpenBSD, Solaris, macOS, and Windows Server.

Professional Background & Education

Independent Systems & AI Consultant (April 2009 – Present)
UNIX Engineer | E Solutions Corporation (March 2008 – April 2009)
UNIX System Engineer | Hilton Grand Vacations (November 2006 – March 2008)
Educational Foundation: Computer Science & Systems Study, Valencia Community College (Winter Park, FL)

By focusing on systematic diagnostic methodologies, Aaron helps enterprises resolve persistent infrastructural bottlenecks, improve database stability, and transition smoothly into modern, AI-driven data pipelines.