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Enterprise Data Warehouse Migration & Recommendation Systems

Senior Data Engineer2018 - 2020Dmytro K.
DK
Dmytro K.

Data Engineering Lead

Data Engineer & Big Data

Key Expertise

Cloud Data PlatformsData Engineering LeadershipData Warehouse MigrationFinTech & Banking

Experience

10+ years

Timezone

CET (UTC +1)

Skills

Languages

JavaPythonScala

Databases

Google BigQueryMongoDBOracle DBkdb+KineticaNeo4j

Infrastructure

GCPDataprocDockerKubernetesGrafanaKafka

Frameworks

Apache SparkApache Airflowdbt

Integrations & Protocols

Apache Atlas
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Overview

Data platform modernization for one of the largest US retail chains, spanning over a thousand physical stores and a major e-commerce operation. The scope covered legacy warehouse migration, recommendation pipeline rebuilding, and data governance implementation – all across a petabyte-scale environment without disrupting ongoing retail analytics.

Achievements

Reduced average processing time on recommendation and user interaction pipelines after migrating them to modern cloud infrastructure. Built a disaster recovery tool for the metadata and lineage environment that became the standard cross-team onboarding reference, replacing a previously manual and undocumented process.

Responsibilities

  • Technical migration of an enterprise data warehouse from multiple legacy database systems to a cloud-native solution, preserving full metadata and lineage coverage across petabyte-scale retail data.
  • Migration of a substantial share of ETL pipelines for recommendation and user interaction systems from legacy distributed processing to modern cloud orchestration and warehouse infrastructure.
  • Refactored the internal DAG-building framework, meaningfully improving maintainability and reducing the cognitive overhead of pipeline development across the team.

Technologies Used

PythonScalaJavaApache SparkGoogle BigQueryNeo4jDataprocApache AirflowApache AtlasGCPKafka
DK

This project was delivered by

Dmytro K.

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