Master Data Governance Framework: Stop 5 Costly Data Silos Now
Petrochemical plants in Malaysia often run the same material on three different records. SAP shows one description, an Oracle module shows another, and a spreadsheet somewhere shows a third version entirely.
Each team trusts its own copy. None of them fully agree.
A master data governance framework solves exactly this problem. It creates one golden record for every material, vendor, and asset, a single version every system and team can rely on.
For plants juggling legacy ERP data across Malaysia and the GCC, this isn’t optional anymore. It’s the difference between fast, confident decisions and endless manual double-checking. Here’s how to build one.
Why a Master Data Governance Framework Matters for Petrochemical Plants
Disconnected records cost more than most teams realize. A single material that exists under five different codes can quietly drain budgets for years.
Petrochemical operators across Malaysia and the GCC face this daily. Without a master data governance framework, plants typically deal with:
- Duplicate vendor records that inflate spend across multiple plants
- Conflicting material specifications between SAP and Oracle systems
- Fragmented inventory views that hide stock already on the shelf
- Audit trail gaps when records can’t be traced back to one source
- Slower ERP migrations because legacy data can’t be trusted as-is
Each silo adds friction on its own. Together, they make enterprise-wide decisions nearly impossible.
Core Components of a Master Data Governance Framework
A working framework needs more than good intentions. It needs defined building blocks that fit together.
Most petrochemical plants run on SAP, Oracle, or Maximo, often all three, across different sites. Each system stores its own version of material, vendor, and asset data, with no shared reference point between them.
Four components hold a master data governance framework together: clear data ownership, a defined golden record, documented quality rules, and an integration layer connecting every ERP. Skip any one of these, and the framework collapses under its own data volume.
Plants without these components fall back on email chains and shared spreadsheets. Errors creep in immediately, and nobody owns the fix.
Building Blocks of an Effective Master Data Governance Framework
Turning these components into daily practice takes a few concrete steps.
Assign Data Stewards With a RACI Model
Give each material data domain a clear owner. A RACI model: Responsible, Accountable, Consulted, Informed, removes guesswork about who fixes what and who approves changes.
Define the Golden Record for Every Material
Decide which system wins when records conflict. This single, agreed version becomes the golden record every department references going forward.
Align With ISO 8000 Data Quality Standards
ISO 8000 sets a global benchmark for data quality. Aligning your master data governance framework with it makes audits and ERP migrations far smoother.
Automate Matching and Deduplication
Manual matching can’t keep pace with thousands of material records. Automated tools flag duplicates and merge them into the golden record instantly.
Set Up Continuous Data Quality Monitoring
A framework isn’t a one-time project. Ongoing dashboards track duplicate rates, completeness, and accuracy, so quality never quietly slips again.
Want to see where your data stands?
Discover Codasol’s golden record benchmarks used across petrochemical plants and more here
Real-World Scenario: One Golden Record Across Three GCC Refineries
Picture a refining group operating three plants across Saudi Arabia and the UAE. Each plant ran its own SAP instance, built up over 20 years of independent configuration.
The same valve appeared under twelve different material codes group-wide. Procurement teams couldn’t compare prices between plants, and engineers kept duplicating spare parts orders without realizing it.
After building a master data governance framework with one golden record per material, the group matched and merged over 60,000 records within four months. Duplicate purchase orders dropped by half. Audit preparation, once a six-week scramble across spreadsheets, now takes under two weeks.
Malaysian plants facing similar multi-site ERP sprawl are exploring the same approach, especially ahead of S/4HANA migrations.
How Codasol Helps Build Your Master Data Governance Framework
Codasol’s product suite gives petrochemical plants the pieces needed for a working master data governance framework. Each product runs on an annual subscription, with no long consulting engagements required.
Infony: Visibility, Lineage, and Control Across Enterprise Data
Infony gives plants a governance layer across SAP, Oracle, and Maximo, tracking where every material record originates and how it changes.
Solves: no single view of where data comes from or who changed it.
Benefit: full lineage and control behind every golden record.
Prosol: The Cleansing Engine Behind Every Golden Record
Prosol cleanses and deduplicates material master data before it enters your golden record.
Solves: duplicate and inconsistent records feeding into governance.
Benefit: a clean foundation, your framework can actually govern.
Curious how clean your material master data really is?
Propedia: Standardized Descriptions for Every Material
Propedia applies noun-modifier logic so every material follows one description format.
Solves: inconsistent naming that breaks matching rules.
Benefit: descriptions structured enough for automated golden record creation.
i-Stock: Reconciling Physical Stock With the Golden Record
i-Stock checks physical warehouse stock against your governed material records.
Solves: gaps between what the system says and what’s actually on the shelf.
Benefit: a golden record that reflects real inventory, not just paper records.
Codasol serves petrochemical, oil and gas, and utility operators across Malaysia and the GCC. Read more about our approach on the about us page.
Ready to bring order to your data? Discover Codasol’s Platform
Signs You Don’t Have a Single Source of Truth Yet
- Different teams quote different specs for the same material
- Procurement can’t compare prices across plants
- Audit prep means manually cross-checking spreadsheets
- No one person owns material data quality
- Duplicate records keep reappearing after cleanup
- ERP migration planning keeps getting delayed
If three or more sound familiar, your plant needs a master data governance framework built around one golden record.
Conclusion: A Master Data Governance Framework Built Around One Golden Record
Scattered records don’t fix themselves. They multiply quietly until procurement, audits, and ERP projects all slow down at once.
A master data governance framework replaces that chaos with one golden record per material a version every team across Malaysia and the GCC can trust.
Plants that build this foundation move faster, audit more easily, and migrate to new ERP systems with far less risk. The work starts with a single material category, but the impact compounds across the entire enterprise.
Take the First Step Today
Frequently Asked Questions
1. What is a master data governance framework?
A master data governance framework is a set of rules, roles, and processes that keep material, vendor, and asset data accurate across every system. It defines one golden record that every department trusts.
2. What is a golden record in data governance?
A golden record is the single, agreed-upon version of a material or asset record. It resolves conflicts among systems such as SAP, Oracle, and Maximo into a single trusted source.
3. How does ISO 8000 relate to a master data governance framework?
ISO 8000 sets international standards for data quality. Aligning your framework with ISO 8000 makes compliance, audits, and ERP migrations more predictable.
4. How does Codasol’s Infony support a master data governance framework?
Infony tracks data lineage and ownership across ERP systems, giving plants visibility into how golden records are created and maintained.
5. How long does it take to build a master data governance framework?
Most petrochemical plants see initial golden records within a few months, starting with high-impact material categories before expanding plant-wide.
