Diana 'Dee' Kalstein

Diana 'Dee' Kalstein

Full-Stack Developer | MLOps Specialization

Berlin, DE

coded by DeeDee

About Me

I’m Diana (Dee), a Berlin-based developer who genuinely loves tech and building useful products. My core focus is Full-Stack Development, and I’m currently deepening my skills in Data Science and MLOps through hands-on practice and recent bootcamp experience. Outside of tech, Shotokan Karate is my biggest passion, and I’m currently working toward my 3rd Dan ranking.

Experiences

Interface Manager (Backend)

2025 · Eshop Guide

  • Implemented data migrations and integrations between legacy systems and Shopify using Synesty, middleware tools, connectors, and GraphQL.
  • Created and maintained process and flow documentation for transparency and traceability.
  • Performed data mapping and transformation to ensure consistency and data integrity.
  • Coordinated with clients, project managers, and stakeholders to analyze requirements and deliver tailored solutions.
  • Applied new technologies including Shopify Liquid and low-code tools for flexible interface development.

Application Manager (ERP)

2024 · Flink SE, Berlin, Germany

  • Developed complex SQL queries in Oracle Cloud Infrastructure to build and troubleshoot error dashboards.
  • Validated flagged records with stakeholders and resolved data discrepancies between Oracle and supplier databases.
  • Automated workflows in CommerceTools using Airtable through API integrations.
  • Created Python scripts for bulk product and category updates via CSV uploads in CommerceTools.

Interface Developer (Backend C#)

2023 - 2024 · Würth Elektronik Group GmbH, Berlin, Germany

  • Developed ERP interfaces in C# to ensure seamless integration and system functionality.
  • Implemented delivery-focused interface solutions to improve shipment accuracy and operational efficiency.
  • Used RabbitMQ message queues to improve communication across ERP system components.

IT Specialist & Data Protection

2021 - 2023 · Learnfield GmbH (Skoove), Berlin, Germany

  • Supported GDPR compliance, coordinated with the data privacy officer, and consolidated DPA/SCC documentation for cloud services.
  • Provided IT security awareness guidance for colleagues and managers.
  • Led a password-management improvement project and optimized application access permissions.
  • Maintained and optimized employee devices and office IT setup.
  • Configured internal infrastructure including access points, DNS, router, switch, and load balancing.

Collection Referent

2018 - 2019 · Clal Insurance Ltd, Tel-Aviv, Israel

  • Monitored customer accounts and historical billing data to identify outstanding debt.
  • Negotiated payment plans and coordinated with credit agencies, insurance companies, lawyers, and employers.
  • Prepared debt reports and processed related documentation and data entry.

Business Banker

2017 - 2018 · Bank Hapoalim Ltd, Tel-Aviv, Israel

  • Delivered financial services for small businesses including loans, credit products, and repayment strategy guidance.
  • Assessed creditworthiness and supported clients from onboarding through ongoing account management.
  • Recruited new clients and strengthened long-term customer relationships.
  • Collaborated with internal teams to provide efficient banking solutions and resolve client needs promptly.

Education

Data Science & Machine Learning Bootcamp

2025 - 2026 · Liora

Intensive bootcamp covering exploratory data analysis, statistics, Python programming (NumPy/Pandas), machine learning models, model evaluation, data preprocessing workflows, and AWS Cloud Practitioner fundamentals.

9-Week Full-Stack Web Development Bootcamp

2023 · Ironhack, Berlin

Acquired skills in JavaScript (ES6), TypeScript, MongoDB, ExpressJs, ReactJs, NodeJs, HTML, and CSS.

6-Month Coding Workshop

2021 - 2022 · SheCodes (Remote)

Focused on practical web development with React and live API integrations through hands-on projects.

Bachelor's Degree in Economics & Business Management (Major: Finance)

2013 - 2016 · Ruppin Academic Centre, Israel

Dissertation: Economic Wealth Inequality in the State of Israel. Conducted quantitative research, analyzed large datasets, and used tools including SAP and SPSS for reporting and analysis.

Projects

Karate Portal (Final Bootcamp Project)

View Project

Built a full-stack karate portal where users can sign up, log in, manage their karateka profile, browse techniques, and explore martial-arts personalities with CRUD functionality.

P5 Browser Game

View Project

Developed an entertaining Chrome browser game using P5.js, focused on interactive gameplay and front-end logic.

React Dictionary App

View Project

Created a React-based dictionary application integrating live data sources and user-friendly UI components.

Weather Web Application

View Project

Built a weather web app with live API data integration and a responsive front-end experience.

COVID-19 Detection from Chest X-Ray Images

View Project

Data science project on COVID-19 detection from chest X-ray images, developed collaboratively in a group setting. Includes a Grad-CAM interpretability demonstration in a Streamlit app currently running on localhost (not hosted).

Skills

• Full-Stack Web Development

HTML | CSS | JavaScript (ES6) | TypeScript | React | ReactJs | Material UI | Bootstrap | ExpressJs | NodeJs | MongoDB | Axios | Git | GitHub | P5 Js

• Data Science & ML

Python | Pandas | scikit-learn | Classification | Regression | Clustering | Feature Engineering | Model Evaluation | Time Series | NLP

• Deep Learning & CV

PyTorch | TensorFlow | Keras | CNNs | Transfer Learning | OpenCV | Transformers

• MLOps & Deployment

Docker | ML Pipelines | Data APIs | Streamlit | Git/GitHub | Linux | Bash | AWS (Fundamentals) | Airtable | API Integrations | OCI | SAP & ERP

• Data & Visualization

SQL | Matplotlib | Seaborn | Plotly | Data Cleaning | EDA

• Language Proficiencies

English (C1, Full Professional Proficiency) | German (C2, Full Professional Proficiency) | Hebrew (Native Speaker)

• Soft Skills

Analytical Skills | Problem Solving | Effective Communication Skills | Collaboration Skills | Empathy | Time Management | Creativity | Responsibility | Multitasking | Organizational & Planning Skills

Hobbies

Enthusiastic Shotokan Karate association member of a second Dan level (3rd Dan in March) who enjoys regular trainings, workshops and competitions.

Shotokan