❗️The Problem Everyone says “data is a strategic asset.”But in real projects, data is: copied into spreadsheets owned by nobody fixed manually lost in migrations That’s not asset management. That’s survival. Until you manage data with the same ...
❗️The Problem You can’t fix data if you don’t know: Who owns it Who changes it Who approves it Who is accountable when it’s wrong Most companies ignore this — until they face a data breach, a failed migration, or a compliance audit. Then they s...
❗️The Problem Everyone wants clean data, fast processes, and easy integration.But nobody maps how data flows, how it's structured, or where it breaks.So what happens? You duplicate logic You integrate the wrong fields You migrate garbage You rede...
❗️The Problem You see it everywhere: 5 fields for the same concept 10 reports with different totals “We need to clean data manually after migration” “The interface broke because the field wasn’t mapped right” That’s not bad luck.That’s bad mode...
❗️The Problem You have the data.It’s modeled, approved, replicated.But no one maintains it. No one cleans it. No one even knows where it lives. Eventually: It gets outdated It gets duplicated It gets archived by accident Or worse — it just sits t...
❗️The Problem You build approvals.You design workflows.You define ownership. But someone downloads 10,000 customer records to Excel.Another user changes vendor bank details — and no one notices. Governance doesn’t protect data.Access does.And if you ...
❗️The Problem You clean the data.You approve it.You govern it. But one system doesn’t receive the update.Another applies the wrong mapping.And a third has its own “master record” that ignores yours. Result?Chaos in sync.And no one knows where the tru...
❗️The Problem You manage data models, attributes, workflows.But the actual business reality lives elsewhere: Contracts Certificates Product sheets Supplier forms Change approvals These aren’t structured fields — but they are part of the data.I...
❗️The Problem People treat master data like a tech object: “It’s in MARA.” “That’s a vendor from LFA1.” “Customer number 10000217 is fine.” But no one agrees which system is the source.No one knows who updated it.And every report gives different...
❗️The Problem Everyone wants dashboards.Everyone wants KPIs.Everyone wants insights. But no one checks: Are the customer IDs consistent? Do product hierarchies match across systems? Are transaction records linked to the right vendors? So you bui...
