Senior Data Engineer · Team Lead · Orlando, FL

I architect data systems at scale.

After hours I build trading bots, sentiment pipelines, and whatever else seems interesting.

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FLORIN EQUITY CURVE LIVE
P&L +$0.00
WIN RATE 0.0%
TRADES 0
Florin P&L
+$0.00
Kalshi prediction markets
Win Rate
0.0%
Across all resolved trades
Zeitgeist Entities
0
Tracked in real-time pipeline
Daily Pipeline Volume
0GB
Processed through Kafka + Flink
About

Beyond building systems, I lead a team of 3 engineers at a Fortune 500 financial services firm as a Senior Data Engineer and Team Lead. I own our team's architecture decisions, run PI Planning and sprint ceremonies, and mentor engineers through personalized development goals. I've driven projects including a hard-deadline M&A data integration and a full Informatica-to-AWS ETL migration.

Projects

Live View Dashboard →

Florin

Autonomous trading bot for Kalshi prediction markets. Built it because I can't open a brokerage account due to compliance restrictions at work — so I found a workaround. Turns out last-second convergence trades are more consistent than they have any right to be.

P&L+$0.00
Win Rate0.0%
Trades0
Python Kalshi API async ML
Live View Dashboard →

Zeitgeist

Standalone real-time sentiment pipeline tracking entities across news and social feeds. Runs a local LLM so nothing touches an external API — headline to signal in under a second. Originally built independently; the Florin integration came later and turned out to be a natural fit.

Most Loved
Most Hated
Entity of the Day
—
Entities0
Signals0
Kafka Flink local LLM Python
Production Internal · Source Private

EBA Document Summarization

Formal AWS engagement automating regulatory document analysis. Six parallel agents on AWS Agent Core and Amazon Strands ingest, extract, and summarize EBA financial documents — replacing weeks of manual analyst work with an automated pipeline.

Agent Core Amazon Strands Claude Opus Bedrock Python
Production Internal · Source Private

Refinitiv Data Dictionary Scraper

Selenium + headless Chromium scraper targeting Refinitiv's web portal. Extracted hundreds of financial data dictionary tables as structured CSV. No public API existed — built the scraper instead. Became a reusable internal reference.

Selenium Chromium Python CSV
Production Internal · Fortune 500

Informatica → AWS Migration

Migrated 200 Informatica workflows to AWS Glue + Airflow over approximately one year. Designed a YAML-driven architecture with Apache Iceberg and Parquet-backed S3 output. One of those projects that's never glamorous until you're in dark production and it quietly works.

AWS Glue Airflow Iceberg Python
Production Internal · Source Private

CDM Mapping Tool

Replaced a multi-day manual data model mapping process with an LLM-driven workflow that runs in minutes. Claude Opus does the heavy lifting. Built internally at a Fortune 500 financial services firm.

Claude Opus Bedrock AWS Python
In Progress

Oracle

Two projects built independently that turned out to be deeply complementary: Zeitgeist generates signals, Florin acts on markets. Oracle is the connective tissue — a RAG layer that makes those connections intelligent instead of reactive.

LangChain pgvector Python RAG

Skills

Streaming & Data

  • Apache Kafka
  • Apache Flink
  • Apache Airflow
  • PySpark
  • Apache Iceberg
  • AWS Glue
  • Informatica
  • PostgreSQL / AWS RDS

Cloud & DevOps

  • AWS (S3, Lambda, EC2, EKS)
  • Terraform Cloud
  • Docker
  • GitHub Actions
  • SonarQube
  • Vercel

AI & ML

  • LLMs (Claude, GPT-4)
  • LangChain
  • RAG / pgvector
  • Amazon Bedrock
  • llama.cpp
  • GitHub Copilot
  • Sentiment NLP

Languages

  • Python
  • SQL
  • Bash
  • JavaScript
  • Selenium

Trading & Markets

  • Kalshi
  • Prediction Markets
  • Algorithmic Trading
  • Signal Processing

Leadership

  • Cross-functional Collaboration
  • Technical Roadmapping
  • PI Planning
  • Mentorship

Let's build something.

Let's talk data, trading systems, or whatever you're building.

kylepeiman16@gmail.com