Sao Paulo, Brazil

Building reliable and scalable solutions for real-world impact.

I am Marina Haru Marcoulakis, a software engineer currently at XP Investimentos with experience across Amazon, freelance product delivery, mobile development, cloud systems, and applied AI research.

Portrait of Marcoulakis

4+

years building products

850M+

records handled in large-scale data migration work

30%

manual work reduced with internal improvements

250k+

music data points used in published AI research

About

Engineering with product sense and real-world constraints.

My work sits between product thinking and systems execution. I enjoy shipping interfaces that feel clear, but I am equally comfortable designing APIs, data flows, cloud infrastructure, and internal tooling.

Alongside production software, I also explore AI and cybersecurity through academic and educational projects, which keeps my engineering perspective broad and hands-on.

Experience

Recent Roles and Impact

This section highlights recent work experience, showcasing the impact and scope of my engineering contributions across different roles.

XP Investimentos

Software Engineer, Core Pix and Transactions

May 2025 - Present

Building fintech products and internal tooling with a focus on reliability, payment flows, and operational efficiency.

๐Ÿ’ณ Implemented PIX Automatico and PIX Agendado flows to improve the payment experience.
๐Ÿ› ๏ธ Built internal monitoring and operations tools that reduced manual work by 30%.
๐Ÿšš Led migrations for 3 critical services while sustaining 99.9% uptime.

Amazon

Software Engineer, Fintech Brazil Business Expansion

May 2024 - May 2025

Worked on large-scale financial services systems, combining product delivery with platform and cloud improvements.

๐Ÿ—๏ธ Designed a system for internal fiscal-data vending that automated client requests.
๐Ÿ“ˆ Delivered 8,000+ new lines of code while removing 5,000 deprecated lines to improve service health.
โ˜๏ธ Shipped scalable AWS-based solutions that streamlined deployment and maintenance.

Freelance

Software Engineer, Mobile and Web Product Delivery

January 2022 - April 2024

Delivered mobile and web products end to end, from design and API integration to launch and maintenance.

๐Ÿ“ฑ Built a cross-platform React Native app that improved performance by 25% and reduced load time by 30%.
๐Ÿ”Œ Designed REST APIs and data flows for reliable client-server communication.
๐Ÿ—„๏ธ Created SQL and NoSQL data solutions that reduced latency by up to 40%.

Projects

Greatest Contributions

This section highlights a few key projects that demonstrate the depth and impact of my work contributions.

Fintech delivery

PIX Payment Experiences

Back-end SWE

XP Investimentos

Introduced PIX Automatico and PIX Agendado flows while helping modernize critical services and internal monitoring.

Improved payment usability, cut operational effort, and supported 99.9% uptime during service migrations.

PaymentsReliabilityInternal tools

Platform engineering

Amazon Data Vending System

Back-end SDE

Amazon

Designed and integrated an internal system that automated fiscal-data request handling for clients in Amazon's fintech expansion work.

Reduced team effort, improved service health, and supported scalable AWS-based delivery.

AWSAutomationFinancial systems

AI research

AI Music Hit Prediction Research

Researcher

Academic

Published academic work applying machine learning to song-hit prediction using a dataset of more than 25,000 music data points.

Reached roughly 70% predictive accuracy while combining data collection, modeling, and analysis.

Machine learningData modelingResearch

Product engineering

Freelance Cross-Platform Mobile Apps

Full-stack developer

Independent

Built mobile products end to end with React Native, REST APIs, and database design across both SQL and NoSQL stacks.

Delivered apps with 25% performance gains, 30% lower load times, and up to 40% faster queries.

React NativeAPIsDatabases

Skills

Tools I like working with

Build

JavaC# .NETJavaScriptTypeScriptPythonSwiftReactReact NativeNext.jsNode.jsCC++PHP

Data and Cloud

AWSAzureGCPPostgreSQLMySQLMongoDBFirebaseAmazon RedshiftKafkaRedisDockerKubernetes

Focus areas

MicroservicesDistributed systemsScalable solutionsPerformance optimizationCloud platformsFintech systemsAI researchCybersecurity experimentsInternal tooling

Education

Academic track

Bachelor of Computer Science

Universidade Presbiteriana Mackenzie ยท 2023 - in progress

Honorable mention in OBI 2023 and the XXVIII SBC Programming Marathon state finals, plus teaching assistant roles in circuits and programming.

๐Ÿ… OBI 2023 honorable mention๐Ÿ’ป SBC Marathon state finals๐Ÿ“š Teaching assistant

Digital Game Programming Technician

Etec Jornalista Roberto Marinho ยท 2020 - 2022

Top performance in CUCo 2020, React workshop delivery, and honorable mentions in OBMEP 2021 and 2022.

๐Ÿ† CUCo top performanceโš›๏ธ React workshop๐Ÿ“ OBMEP honorable mentions

Contact

Open to engineering opportunities

I am especially interested in backend, fintech, cloud, platform, and product-focused software engineering work where reliability, scale, and thoughtful execution matter.

contato.marcoulakis@gmail.com

For full-time roles, projects, consulting, and technical conversations.

Get in touch