Experience Across Complex BI Environments
Over the past 20+ years, I have worked across retail, finance, manufacturing and regulated environments, supporting organizations in:
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Stabilizing underperforming BI environments
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Modernizing legacy architectures
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Strengthening governance and ownership
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Building scalable cloud-based analytics platforms
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Aligning reporting with real business needs
My experience spans both internal leadership roles and consulting engagements providing perspective from both sides of the table.
​BI leadership & environment stabilization
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Data platform modernization (Azure & cloud-based)
Governance & ownership design
Data modeling & performance optimization
Regulatory documentation & compliance support
Self-service enablement
Proof-of-concept evaluations & tool selection
Core Capability Areas
Bakery
Azure BI Architecture & Centralized Data Warehouse
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Supported the transition to a centralized Azure-based BI architecture, ensuring scalable data storage and reliable reporting.
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Focus areas:
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Designing and administering cloud-based data warehouse
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Establishing consistent reporting structures
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Improving operational processes (including digitalizing packing slip workflows)
Outcome:
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Centralized and scalable reporting environment
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Improved operational visibility
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Reduced manual processes
Tech stack: Azure Blob Storage, Azure Data Factory, Azure PostgreSQL, Power BI, Power Apps, Power Automate
BI Modernization & Self-Service Enablement
Led the design and implementation of an Azure-based BI architecture to support structured reporting and self-service analytics.
Focus areas:
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Data warehouse architecture
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Report development
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Self-service enablement
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Governance alignment
Outcome:
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Improved data accessibility
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Clearer reporting structure
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Reduced reporting dependency on IT
Tech stack: Azure Blob Storage, Azure Data Factory, Azure SQL, Power BI
Manufacturing company
Car dealership
BI Environment Consolidation
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Supported ERP upgrade by restructuring and modernizing BI environment under a unified Azure tenant.
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Focus areas:
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Environment consolidation
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Power BI service modernization
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Report redesign
Outcome:
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Simplified architecture
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Improved maintainability
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Clearer reporting consistency
Tech stack: Azure Data Factory, Azure PostgreSQL, Power BI
Stabilizing Legacy BI Environment
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Took ownership of an unstable SQL-based reporting environment and improved reliability and user satisfaction.
Focus areas:
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Environment stabilization
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Performance improvement
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Governance clarification
Outcome:
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Improved reliability
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Reduced system instability
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Increased user trust
Tech stack: SSIS, SSAS, SSRS, SQL Server, QlikView
Retailer
Pension insurance company
BI Environment Governance & Stabilization
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Supported a pension insurance organization by taking ownership of an existing Tableau environment and strengthening its operational governance.
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Focus areas:
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Administration and monitoring of BI environment
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Establishing structured processes for report development
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Clarifying operational responsibilities
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Improving environment reliability and transparency
Outcome:
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Increased stability and predictability of BI services
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Clearer operational structure
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Improved trust in reporting processes
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The approach and learnings from this engagement were later presented at the Finnish Tableau User Group.
Tech stack: Tableau, SQL Server
Regulatory BI Approval & Governance
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Led documentation and compliance process for approving Power BI Service usage within a regulated banking environment.
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Focus areas:
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Regulatory documentation
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Risk alignment
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Governance framework
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Internal stakeholder reporting
Outcome:
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Approved BI platform usage
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Strengthened compliance alignment
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Clear operational structure
Tech stack: SQL Server, SSIS, Power BI, Tableau
Bank
Food industry
Reporting Tool Evaluation & BI Platform Selection
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Led proof-of-concept project comparing multiple reporting tools to identify the best fit for business needs.
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Focus areas:
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Structured tool comparison
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ETL development
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Data warehouse procedures
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Reporting governance
Outcome:
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Clear platform selection decision
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Structured reporting foundation
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Reduced future migration risk
Tech stack: Tableau, QlikView, Cognos, Excel, SPSS Modeler, SQL Server
Supported large retail and industrial organizations in defining and strengthening BI direction, governance and data utilization practices.
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Focus areas included:
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Defining BI roadmaps and prioritization
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Clarifying ownership and governance structures
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Aligning business and analytics functions
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Modernizing fragmented BI environments
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Identifying structural bottlenecks in data utilization
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Supporting BI-related change initiatives
Context:
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Retail environment with complex reporting and modernization needs
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Industrial organization with structured roadmap development for data utilization
Outcome:
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Clearer BI direction and ownership
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Improved trust in reporting foundations
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Stronger alignment between strategy and execution
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Realistic understanding of organizational readiness and sponsorship needs
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These experiences strengthened my conviction that sustainable BI requires both structural clarity and executive sponsorship.
Enterprise BI Leadership Experience
Cloud & AI
Azure
n8n
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BI Tools
Power BI
Power Platform
Tableau
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Databases
SQL Server
SSIS, SSAS, SSRS
PostgreSQL
Snowflake
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Programming
SQL
VBA
PowerShell
Python
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Industries
Retail and FMCG
Manufacturing
Banking
Public administration
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