Data Standardization and Consolidation Strategy for Scalable Analytics

Solution Data Standardization and Consolidation Strategy
Solution Data Standardization and Consolidation Strategy
Industry CPG
Region Global
Technology Databricks
Context

As global CPG enterprises expand across markets, functions, and channels, the need for consistent, trusted, and analytics-ready data has become critical. Disparate systems, varying business definitions, and fragmented reporting processes often prevent organizations from unlocking the full value of their data assets. To support enterprise-wide decision-making, leading organizations are investing in Data Standardization and Data Modernization initiatives that create a unified foundation for analytics. Through a comprehensive Data Consolidation Strategy and Business Process Standardization, enterprises can improve data quality, accelerate reporting, and enable scalable Data Transformation across global operations. 

Problem Statement

A global petcare enterprise faced challenges managing data across sales, supply chain, marketing, e-commerce, R&D, and finance functions spread across multiple markets and source systems. The absence of enterprise-wide Data Standardization resulted in inconsistent reporting, fragmented datasets, and limited cross-market visibility. Diverse regional processes further highlighted the need for Business Process Standardization to establish common definitions and governance practices. 

The organization lacked a scalable Data Consolidation Strategy capable of integrating hundreds of data sources into a trusted analytics ecosystem. Manual data preparation efforts, onboarding complexities, and data quality issues slowed decision-making and constrained broader Data Modernization objectives. Without a strong foundation for enterprise Data Transformation, analytics initiatives struggled to scale across regions and business functions. 

Impact

  • Enterprise-scale reporting foundation supporting multi-market and source-level analytics
  • 150+ data sources integrated and harmonized across global markets  
  • 125+ unique source systems onboarded through automated ingestion frameworks
  • ~70 regional markets successfully delivered across multiple business domains

 

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