The same customer, product, or vendor exists in multiple systems with different names, formats, and attributes. This creates confusion in reporting, leads to duplicate communications, and results in inaccurate financial and operational data.
There is no clear ownership of data domains, no defined data stewardship roles, and no governance policies to enforce data quality standards. Anyone can create or modify records without validation, leading to rapid data degradation.
Without proper data governance, the organization cannot demonstrate data lineage, enforce retention policies, or ensure compliance with regulations such as GDPR, PCI-DSS, or OJK requirements, exposing the business to fines and reputational damage.
Downstream analytics and reports built on inconsistent master data produce unreliable results. Leadership cannot trust the numbers, leading to delayed decisions or decisions based on incorrect data that directly impact revenue and operations.
Before
Duplicate customer and product records across dozens of systems, no data ownership or governance policies, compliance risks from untraceable data lineage, and unreliable reports that leadership cannot trust for decision-making.
After
A single source of truth with clean golden records for all master data entities, clear data governance with defined stewardship roles, full regulatory compliance with automated lineage tracking, and trusted data powering confident business decisions.