Konstantin Medvedev
@konstantinmedvedev
I build reliable dbt data warehouses and BI products from source integration to production support.
What I'm looking for
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
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
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
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
Lomonosov Moscow State University (MSU)
Bachelor's Degree, Economics
2016 - 2020
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
Availability
Location
Authorized to work in
Salary expectations
Job categories
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