Rafael Ignaulin

Senior Data Engineer

Professional Summary

Senior Data Engineer with 5+ years building large-scale data platforms on Spark and Databricks — clickstream data foundations at billions of rows, CDC streaming, and production LLM systems (NL→SQL agents, MCP servers, RAG), working AI-native day to day with Claude and Cursor. Delivers for Nike and Inter&Co as an independent contractor through isTech, his own consultancy; previously full-time at PagSeguro/PagBank. Has delivered from 15+ countries across Europe, South America, and Oceania, always aligned to his clients' hours — location has never been a constraint on delivery.

Key Achievements

  • Cut Spark data reads 98% at Nike (multi-terabyte per run down to tens of GB), cutting AWS costs 70%
  • Automated Nike's A/B test measurement end-to-end with Airflow — weeks to minutes, ~50x more iterations
  • Own the clickstream data foundation powering Nike's Marketing and Digital Experience analytics (billions of rows, Databricks/Spark/Airflow)
  • Built an LLM analytics agent at Nike (Claude Sonnet, Streamlit, MLflow) that turns plain-English questions into SQL
  • Own end-to-end a client segmentation and advisor-allocation platform at Inter&Co impacting 40M+ customers
  • Founded isTech, a B2B data engineering consultancy delivering to US enterprise clients across 6+ timezones

Experience

Senior Data Engineer (Data Foundation, Marketing & Digital Experience) · Nike (Contract via isTech)

Jan 2024 - Present

Portland, OR (Remote)

  • Cut Spark data reads 98% (multi-terabyte per run down to tens of GB), cutting AWS costs 70%.
  • Automated A/B test measurement with Airflow: 99.5% faster, weeks to minutes, ~50x more iterations.
  • Own the clickstream fact table (billions of rows, hundreds of GB, millions of rows added daily) powering Marketing and Digital Experience analytics on Databricks/Spark/Airflow.
  • Built an LLM analytics agent (Claude Sonnet, Streamlit, MLflow) turning plain-English questions into SQL, with confidence scoring on every answer.
  • Built a FastMCP/FastAPI server exposing a dozen-plus analytics tools to Cursor via YAML-based tool registration — no code changes to add a tool.
  • Contributed a dozen loader classes to the team's Databricks/Airflow job library (task orchestration, Delta load/validate, A/B testing, freshness checks).
  • Debugged a large production analytics API: root-caused routing/table/RLS bugs and built a cache-validation test suite covering dozens of metrics.

Data Engineering Lead (Client Segmentation & Advisor Allocation) · Inter&Co (Contract via isTech)

Jan 2023 - Present

São Paulo, Brazil (Remote)

  • Own end-to-end a client segmentation and advisor-allocation platform (Spark, Kafka, Delta Lake) impacting 40M+ customers at a digital bank.
  • Built a 6-zone medallion lakehouse on S3/Delta Lake, orchestrated by Airflow across EMR and Kubernetes, across 8 repositories.
  • Designed CDC ingestion (Kafka/MSK, Debezium) and a real-time update engine keeping segmentation current every 15-20 minutes.
  • Built a reusable data-quality framework adopted across every ingestion pipeline on the platform.
  • Designed the advisor-allocation algorithm and set the engineering standards (testing, CI/CD, alerting) across the team's 8 repositories.
  • Progressed Mid-Level → Senior → Lead across the engagement.

Founder & Principal Data Engineer · isTech (Own Consultancy)

Jan 2023 - Present

Remote — Global

  • Founded the B2B consultancy all contract work above runs through — Data Warehouses, Lakes, and Lakehouses on AWS/Azure with Spark, Kafka, Airflow, Terraform.
  • Delivered from 15+ countries across 6+ timezones while holding enterprise contracts, always aligned to client hours.

Data Engineer (Junior → Mid-Level) · PagSeguro / PagBank (Full-time)

Apr 2021 - Oct 2024

São Paulo, Brazil (Remote)

  • Designed and tuned Amazon Redshift Data Warehouse with star/snowflake schemas, optimizing queries across 20+ tables with billions of rows for 10x performance gain.
  • Promoted Junior → Mid-Level; transitioned out in Oct 2024 as isTech contract work became the focus.

Skills

Languages

Python, SQL, Scala

Big Data & Streaming

Spark, PySpark, Kafka, Flink, Debezium, Confluent Schema Registry

Cloud

AWS (S3, EMR, Redshift, DynamoDB, Lambda), Azure, GCP

Data Platforms

Databricks, Snowflake, Delta Lake, Unity Catalog

Orchestration & IaC

Airflow, Dagster, Terraform, Docker, Kubernetes

Databases

Redshift, PostgreSQL, DynamoDB, Trino, Presto, Athena

AI & Agentic

MCP Servers, FastMCP, LLM Integration, RAG, Prompt Engineering, Cursor AI, LangChain, MLflow

BI & Visualization

Tableau, Databricks AI/BI, Power BI, Streamlit

APIs & Frameworks

FastAPI, asyncpg, httpx

Education

M.S. Computer Science (OMSCS) · Georgia Institute of Technology

In Progress

One of the world's top-ranked online CS master's programs

Bachelor in Computer Science · Unochapecó

2020 - 2023

Student Honor Medal — Top 1% of graduating class

Certifications

  • AWS Certified Solutions Architect – Professional
  • AWS Data Engineer Associate
  • AWS Black Belt
  • Microsoft Azure Solutions Architect Expert (AZ-305)
  • Databricks Data Engineer Professional

13 professional certifications in total across AWS, Databricks, Azure, Airflow, and Oracle.

Languages & Work Authorization

  • EnglishC2 — Professional Proficiency
  • PortugueseNative

Brazilian citizen — eligible for US and EMEA work visas