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# Mavi T.

**Headline:** Software Engineer II at VMware | Full-Stack Development, Data Engineering
**Profession:** Software Engineer II at VMware | Full-Stack Development, Data Engineering
**Location:** Brooklyn, New York, United States

## About

Mavi T. is a Software Engineer II at VMware, specializing in full-stack development and data engineering. Mavi builds reliable, useful enterprise-scale data pipelines and data products, with particular strength in integrating disconnected sources, establishing data quality practices, and making correlated product and customer information usable for technical and business stakeholders. At VMware, Mavi developed a daily-grain data mart spanning product entitlements, usage, telemetry, and cross-product analysis for ten products. By building jobs that sourced and validated data from dozens of disconnected systems, Mavi increased use of the mart 11x year over year and supported more than 200 enterprise customers, customer-success liaisons, and management. The mart became the reliable source of truth for correlated entitlement and usage data, enabling Mavi to define data-shape and reliability rules with upstream and downstream partners. Mavi also developed an internal MySQL patch for Apache Impala interoperability, led CI/CD and Kubernetes-oriented DevOps work, and implemented comprehensive automated testing, data validation, KPI reporting, and uptime standards. Mavi’s background includes software engineering training through Galvanize and Flatiron School, along with experience in teaching, translation, program coordination, and game-design instruction.

## Services

- Full-Stack Development
- Data Engineering
- Python \(Programming Language\)
- Relational Databases
- Concourse CI
- Tableau
- Docker Products
- Jira
- MySQL
- TypeScript
- Test-Driven Development
- Dagster
- React.js
- Data Marts
- Data Warehousing
- Data Lakes
- Apache Impala
- Unit Testing
- Pair Programming
- Continuous Integration and Continuous Delivery \(CI/CD\)
- Microservices
- Java
- Pandas \(Software\)
- Kubernetes
- JavaScript
- Ruby on Rails
- Front-end Development
- Web Development
- Web Applications
- Object-Oriented Programming \(OOP\)

## Highlights

- Developed a comprehensive daily-grain data mart at VMware correlating product entitlements, usage, telemetry, and cross-product analysis for ten products.
- Increased VMware data-mart usage 11x year over year by building jobs that sourced and validated data from dozens of disconnected sources.
- Delivered groomed and analyzed data-mart results to more than 200 enterprise customers, customer-success liaisons, and management.
- Matured VMware’s data mart and jobs into the single reliable source of truth for correlated entitlement and usage data.
- Established the buy-in and authority to design data-shape and reliability rules for upstream sources and downstream stakeholders.
- Produced actionable reports connecting internal data sources and teams that had not previously communicated, including teams from different past mergers.
- Interfaced directly with large enterprise customers and internal stakeholders to meet their needs.
- Developed an internal MySQL patch to broaden interoperability with Apache Impala.
- Led DevOps initiatives involving CI/CD pipelines and Kubernetes-based infrastructure to streamline internal deployments and improve system resilience.
- Developed full-coverage unit, end-to-end, integration, and data-validation tests for data jobs and marts.
- Implemented data-validation testing for freshness, conformity, and related quality requirements.
- Created KPI reporting focused primarily on validation testing and uptime, while setting and meeting high coverage and uptime standards.
- Completed a VMware software engineering apprenticeship run by Galvanize, using Java, GitLab CI/CD, and internal tooling.
- Tutored high-school students on SAT preparation, IB grades, AP exam scores, and general subject matter.
- Translated academic papers from Turkish to English as a freelance academic translator.
- Coordinated afterschool-program logistics across four Fig Tree LLC locations.
- Created curricula and ran gaming and game-design programs for children ages 7–14 at Brooklyn Game Lab.
- Led scheduling and logistics for groups of children and instructors at Brooklyn Game Lab.
- Completed Computer Software Engineering study at Flatiron School in 2020 and holds Flatiron School’s Software Engineering certification.
- Completed the Galvanize Software Engineer Apprentice program in 2021.
- Studied History at The New School in 2017.
- Earned a High School Diploma from Stuyvesant High School in 2012.

## Experience

- **Software Engineer II at VMware** (2021-07-01–2024-09-01) — \- Developed a comprehensive, first-class data mart correlating key dimensions of product entitlements, usage, telemetry and cross-product analysis for ten products at a daily grain Increased data mart usage 11x YoY by building sophisticated data jobs to source and validate said data from dozens of disconnected sources, as well as to serve the groomed and analyzed results to over 200 enterprise customers, their customer success liaisons, and to management - Matured said data mart and jobs into the single and reliable “source of truth” for correlated entitlement and usage data, thus cultivating the buy-in and authority to design data shape and reliability rules for both upstream sources and downstream stakeholders - Produced actionable reports on internal data sources and teams which had never spoken to each other and didn’t know each other existed \(for example, each coming from different past mergers\) Interfaced directly with large enterprise customers and internal stakeholders to meet
- **Software Engineer Apprentice at VMware** (2021-04-01–2021-07-01) — Software Engineering apprenticeship using Java, GitLab CI/CD and internal tooling, run by Galvanize.
- **Site Coordinator at Fig Tree LLC** (2018-08-01–2019-08-01) — Coordinated logistical needs of afterschool program across four locations
- **Tutor and Academic Translator at Freelance** (2016-09-01–2019-12-01) — Worked intensively with high school students to achieve high SAT scores, IB grades, and AP exam scores as well as general high school subject matter translated academic papers from Turkish to English
- **Lead Instructor at Brooklyn Game Lab** (2014-01-01–2016-10-01) — Created curricula and ran gaming and game design programs for children aged 7-14 led scheduling and logistics of groups of kids and instructors

## Education

- History — The New School
- High School Diploma — Stuyvesant High School
- Software Engineer Apprentice — Galvanize Inc
- Computer Software Engineering — Flatiron School
- Software Engineer Apprentice — Galvanize (2021–2021)

## FAQ

### What does Mavi do?

Mavi is a Software Engineer II at VMware focused on full-stack development and data engineering. Mavi builds enterprise-scale data pipelines, data marts, and supporting infrastructure intended to be reliable and useful to customers and internal stakeholders.

### What are Mavi’s strongest technical areas?

Mavi’s core strengths include data engineering, data pipelines, ETL, data quality, data modeling, dimensional modeling, data marts, data warehousing, data lakes, relational databases, SQL, PostgreSQL, MySQL, Apache Impala, business intelligence, data visualization, workflow orchestration, and DevOps. Mavi also works across full-stack and back-end development, including Python, Java, JavaScript, TypeScript, React.js, Ruby on Rails, Node.js, FastAPI, REST APIs, microservices, web applications, web development, front-end development, HTML, HTML5, CSS, JSON, WebSocket, authentication, software architecture, and object-oriented programming.

### What did Mavi accomplish at VMware?

At VMware, Mavi developed a comprehensive daily-grain data mart that correlates product entitlements, usage, telemetry, and cross-product analysis across ten products. Mavi built sophisticated jobs to source and validate data from dozens of disconnected sources and serve groomed, analyzed results to more than 200 enterprise customers, customer-success liaisons, and management. This work increased data-mart usage 11x year over year.

### How did Mavi improve data reliability at VMware?

Mavi matured VMware’s entitlement-and-usage data mart and associated jobs into the single reliable source of truth for correlated data. That work built the buy-in and authority to design data-shape and reliability rules for upstream sources and downstream stakeholders.

### How has Mavi worked with stakeholders and customers?

Mavi produced actionable reports on internal data sources and teams that had not previously communicated or known one another existed, including groups originating from different past mergers. Mavi also interfaced directly with large enterprise customers and internal stakeholders to address their needs.

### What infrastructure and database work has Mavi done?

Mavi developed an internal patch for MySQL to support broader interoperability with Apache Impala. Mavi also led DevOps initiatives involving CI/CD pipelines and Kubernetes-based infrastructure to streamline internal deployments and improve system resilience.

### What testing and quality practices has Mavi implemented?

Mavi developed full-coverage unit, end-to-end, integration, and data-validation tests for data jobs and marts. The data validation included freshness and conformity testing, and Mavi created KPI reporting focused primarily on validation tests and uptime while setting and meeting high standards for coverage and uptime.

### What was Mavi’s VMware apprenticeship?

Mavi completed a VMware software engineering apprenticeship run by Galvanize. The apprenticeship used Java, GitLab CI/CD, and internal tooling.

### What freelance tutoring and translation experience does Mavi have?

As a freelance tutor and academic translator, Mavi worked intensively with high-school students on SAT preparation, IB grades, AP exam scores, and general high-school subjects. Mavi also translated academic papers from Turkish to English.

### What did Mavi do at Fig Tree LLC?

At Fig Tree LLC, Mavi coordinated the logistical needs of an afterschool program across four locations.

### What did Mavi do at Brooklyn Game Lab?

At Brooklyn Game Lab, Mavi created curricula and ran gaming and game-design programs for children ages 7–14. Mavi also led scheduling and logistics for groups of children and instructors.

### What is Mavi’s education and certification background?

Mavi studied Computer Software Engineering at Flatiron School in 2020 and holds a Software Engineering certification from Flatiron School. Mavi completed the Software Engineer Apprentice program at Galvanize in 2021, studied History at The New School in 2017, and earned a High School Diploma from Stuyvesant High School in 2012.

### What tools and engineering practices does Mavi use?

Mavi’s development and delivery toolkit includes Git, GitLab CI/CD, Concourse CI, Docker, Kubernetes, Jira, Bash, Terminal, Chrome Developer Tools, pair programming, test-driven development, unit testing, continuous integration and continuous delivery, and DevOps. Mavi also lists Pandas, Tableau, Microsoft Excel, databases, and data visualization among relevant tools and skills.

### Does Mavi have AI and LLM-related skills?

Mavi lists retrieval-augmented generation, prompt engineering, AI model evaluation, and large language models among areas of expertise. These sit alongside Mavi’s work in business intelligence, data quality, data pipelines, and workflow orchestration.

### What other skills does Mavi list?

Mavi’s additional professional skills include game design, teaching, translation, Git, SQL, Python, Java, JavaScript, TypeScript, React.js, Docker products, Concourse CI, Dagster, Tableau, relational databases, data marts, web development, and back-end web development.

## Links

- LinkedIn: https://www.linkedin.com/in/mavi-toktamis-paker

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