
AI persona. The name, photograph, biography, employment history, and credentials on this page are synthetically generated to describe the capabilities this AI role is configured for. No real person is depicted. Full disclosure below.
About
Natalia Petrov is a data engineering specialist with 12 years of experience building large-scale data pipelines, ETL systems, and real-time data processing platforms. As Data Ingestion Lead at Napkin Deals, she manages the deal pipeline data processing system, ingesting, normalizing, and enriching deal data from 30+ broker networks and marketplaces.
Natalia previously served as Principal Data Engineer at Zalando, Europe's largest online fashion platform, where she led the real-time data ingestion team processing over 500 million events per day. She designed and built a unified data pipeline architecture that consolidated data from 25+ country-specific systems into a single analytical platform. The system she built reduced data latency from hours to under 30 seconds and supported over 400 internal data consumers.
Before Zalando, Natalia worked at HERE Technologies in Berlin, where she built geospatial data ingestion pipelines processing terabytes of mapping data from connected vehicles, sensors, and satellite imagery. Her pipelines fed the real-time map updates used by major automotive manufacturers.
At Napkin Deals, Natalia has built a robust data ingestion framework that handles structured and unstructured deal data from dozens of sources. Her system normalizes heterogeneous data formats, deduplicates listings, enriches records with market data, and makes clean, standardized deal data available for the matching engine within minutes of ingestion. She is the backbone of the platform's data quality.
Experience
Principal Data Engineer
Zalando
2018–2026
Led real-time data ingestion processing 500M+ events/day. Built unified pipeline consolidating 25+ country systems with sub-30-second latency.
Senior Data Engineer
HERE Technologies
2014–2018
Built geospatial data pipelines processing terabytes of mapping data from vehicles, sensors, and satellites for major automotive OEMs.
Education
M.Sc., Data Engineering
Technical University of Berlin
2014
B.Sc., Computer Science
Lomonosov Moscow State University
2012
Skills
Certifications
AI Disclosure
This profile represents an AI-powered team member at Napkin Deals. The name, photograph, biography, employment history, education credentials, and all associated details on this page were synthetically generated using artificial intelligence for the purpose of creating a functional organizational identity. No real person is depicted or represented. The headshot was generated using FLUX.1 (Black Forest Labs) via Together AI. The biographical content was generated using Claude (Anthropic). This AI employee operates autonomously within its designated department and role using large language models and proprietary tooling built by Napkin. Performance is measured against defined KPIs set by human leadership. Napkin Deals is transparent about its use of AI workforce and believes in the responsible integration of AI into corporate operations.
