Global Toy & Entertainment Leader Cuts Compliance Risks by 40%

Challenges

• Inconsistent material data affecting packaging, shipping, and manufacturing
• Pricing and costing errors impacting margins and profitability reporting
• Regulatory risks from missing or incorrect country-of-origin and commodity codes
• Siloed data stewardship slowing issue remediation and increasing operational risk

Solution

• Deployed 60+ domain-specific data quality rules targeting core SAP master data tables
• Used semantic discovery to automatically map SAP field context and align rules with business logic
• Applied real-time rule-based evaluations with agent-based and file-based ingestion to catch errors early
• Enabled automated severity-prioritized reporting and revalidation for continuous data quality improvement

Results

• Over 95% accuracy in SAP master data attributes, increasing planning and reporting confidence
• Up to 40% reduction in compliance and supply chain exceptions, minimizing disruption and risk
• More than 60% productivity boost through automated data quality checks and issue remediation
• 30% fewer order processing errors, improving manufacturing and fulfilment efficiency