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Ray De Souza

@raydesouza

Senior data engineer building scalable pipelines and analytics-ready datasets for self-service decision-making.

Brazil
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What I'm looking for

I’m looking to build and scale maintainable data platforms with dbt + orchestration, prioritize data quality and self-service analytics, and partner closely with product and business teams to turn ambiguous needs into trusted, reusable datasets.

I’m a Senior Data Engineer with over 9 years of experience building scalable data pipelines, analytics-ready datasets, and modern data platforms across product, customer, financial, and operational data. I focus on clean modeling, reliable transformations, and self-service access for business teams, turning loosely defined reporting workflows into maintainable production pipelines.

I bring hands-on expertise in dbt, Python, SQL, and orchestration with Airflow, and I’m comfortable formalizing early-stage data workflows into data products that improve data quality and simplify complex problems. I’ve streamlined performance by refactoring transformations and incremental logic—cutting recurring runtimes by 34% and improving refresh times by 41%—while also strengthening trust through data tests, freshness checks, and clearer documentation for downstream users.

Experience

Work history, roles, and key accomplishments

FA
Current

Senior Data Engineer

Fullstack San Antonio

Feb 2023 - Present (3 years 3 months)

Formalized and scaled dbt- and Airflow-based ELT pipelines for product, customer, revenue, and operational analytics, enabling reliable self-service datasets for business teams. Reduced several recurring model runtimes by 34% via incremental logic and Snowflake/BigQuery performance tuning, while improving revenue decision coverage by 16%.

MF

Data Engineer

Mismo San Francisco

Jun 2020 - Jan 2023 (2 years 7 months)

Built and modernized data pipelines for gaming, sports betting, and customer engagement using Python, SQL, dbt, Airflow, AWS, Redshift, Snowflake, and Kafka. Improved refresh time for high-usage reporting datasets by 41% through query plan review and optimization, and enabled near real-time analytics with Kafka-based ingestion.

IS

Data Analyst

IbtI IT Solutions

Feb 2017 - May 2020 (3 years 3 months)

Delivered analytics and reporting support for telecommunications and operational datasets by creating SQL reporting datasets and data preparation workflows in Python. Reduced manual spreadsheet work for operational reports by 29% using Python/Pandas and automated data cleaning with SSIS and Pentaho Kettle.

IS

Python Developer Intern

IbtI IT Solutions

Jan 2016 - Jan 2017 (1 year)

Developed Python scripts to clean and standardize customer, marketing, and operational datasets using Pandas and NumPy, producing structured outputs for analysis. Supported ML/data work by preparing scikit-learn training datasets and reviewing model evaluation metrics like precision/recall and confusion matrices.

Education

Degrees, certifications, and relevant coursework

Federal University of São Carlos logoFC

Federal University of São Carlos

Bachelor’s Degree, Software Engineering

2013 - 2017

Bachelor’s degree in Software Engineering at the Federal University of São Carlos from 2013 to 2017.

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