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Konstantin Medvedev

@konstantinmedvedev

I build reliable dbt data warehouses and BI products from source integration to production support.

Russian Federation
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What I'm looking for

I'm looking to build maintainable data models and reliable analytics infrastructure, owning end-to-end data products and partnering with stakeholders to solve meaningful business problems.

At M Tech, I build and operate the end-to-end BI and data environment for a mining company, from source integration and layered warehouse modeling to dbt development, data quality, deployment, and production support.

I rebuilt inventory analytics into a PostgreSQL and dbt warehouse integrating two ERP systems and 39 source tables. The solution includes 50+ dbt models for 100k+ inventory items across 21 organizations, reducing BI refresh time from minutes to 12–17 seconds.

I’ve also delivered ticketing and HR analytics products, including 25+ dbt models for 320k+ tickets and 30+ HR models covering 9k+ employee records. I build traceable data-quality workflows, including 300+ automated tests that preserve invalid source data for correction while protecting reported metrics.

Before leading BI engineering, I delivered stakeholder-facing dashboards and analytics for production, inventory, operations, and equipment. I enjoy turning business problems into clear metric definitions and maintainable data products.

Experience

Work history, roles, and key accomplishments

M Tech logoMT
Current

Business Intelligence Lead (Data Engineering & Analytics)

M Tech

May 2025 - Present (1 year 4 months)

• Built the data and BI engineering foundation from scratch, establishing layered data warehouse architecture, dbt project structure, data modeling, testing, and documentation standards.
• Lead end-to-end data product delivery by translating business problems into requirements and metric definitions, aligning stakeholders, and managing deadlines and dependencies.
• Own and operate production ana

M Tech logoMT

Business Analyst

M Tech

Jun 2024 - Apr 2025 (10 months)

• Delivered stakeholder-facing BI in Analytic Workspace and Yandex DataLens, developing calculated fields, business logic, metrics, filters, dashboard UX, and data validation.
• Worked with stakeholders on requirements and metric definitions across production, inventory, and operational analytics.
• Built production-program analytics combining actual data from 1C with planning data from Optimacr

M Tech logoMT

Junior Business Analyst

M Tech

Jul 2023 - May 2024 (10 months)

• Worked on migrating production-planning processes from Excel to Optimacros, including dashboards, roles, and access configuration.
• Built master-data integrations and synchronization with 1C using JSON/JavaScript.
• Developed a Python ore-blend selection algorithm balancing target gold content with month-to-month stability.

Education

Degrees, certifications, and relevant coursework

LM

Lomonosov Moscow State University (MSU)

Bachelor's Degree, Economics

2016 - 2020

Lomonosov Moscow State University logoLU

Lomonosov Moscow State University

Bachelor's Degree, Economics

2016 - 2020

Bachelor's Degree in Economics from Lomonosov Moscow State University from 2016 to 2020.

Tech stack

Software and tools used professionally

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