Data ownership model
Every attribute has an owner, a source of truth, and update rules. This removes the situation where every department has its own numbers: a mismatch becomes not a matter of debate, but a rule violation with a known owner.
Implement an MDM system: standardize reference data, synchronize data across systems, and improve analytics accuracy.
Our clients
Manage reference data, SKUs, and structures from a single source. Eliminate duplicates, errors, and mismatches across ERP, CRM, PIM, and BI so data becomes a trusted system. MDM benefits for your business
Centralized data management
Centralized master data for all systems: ERP, CRM, PIM, BI. Accurate and consistent information.
Fewer errors and duplicate records. Standardization and quality control.
Data is automatically validated before loading: validity, completeness, structure, and allowed values are checked in advance
Greater analytics accuracy BI reports are built on unified data.
No manual filters or adjustments.
Numbers are correct, conclusions are justified. Rapid change coordination.
Attribute and data structure updates are managed centrally, with versioning and control - eliminating chaos and Excel edits
Master data relies not on a directory, but on rules: who owns the attribute, by what criteria it is considered correct, and what happens when there is an error. These two areas, data governance and quality control, are implemented together with MDM.
Every attribute has an owner, a source of truth, and update rules. This removes the situation where every department has its own numbers: a mismatch becomes not a matter of debate, but a rule violation with a known owner.
Permissions to change master data are defined by roles, and the edit history is preserved. It is visible who changed a value and when, which also addresses regulatory audits and internal compliance.
Rules check required fields, format, allowed values, uniqueness, and consistency at the moment of entry or upload. Errors are blocked before they reach BI, CRM, and ERP, so reports do not need manual rechecking.
Rule violations do not go into a generic log, but to a specific person: who fixes it, who approves it, and by when. Without this, quality control turns into a report that nobody reads.
For any disputed number in a report, it is clear which system it came from and what transformations it went through. Investigating why BI shows one number and 1C another stops being a forensic exercise.
Checks are built into CRM, ERP, PIM, and BI, so compliance does not depend on whether an employee read the document.
Reference data, SKU, and structures live in one source, and systems pull ready-to-use data from it. The solution includes:
We build a single master directory for ERP, CRM, PIM, and BI
We configure pre-load checks for validity, completeness, structure, and allowed values
We turn attribute and structure changes into a centralized, versioned process. Business impact:
Duplicates and mismatches between systems are filtered out at the entry point, not cleaned up later
BI reports are built on a single dataset, without manual filters or adjustments
Edits go through an agreed process, not through forwarded Excel files
We consult We discuss goals and tasks, define priorities, and set expected outcomes for the joint work
We analyze your processes We study current processes and approaches, identify growth points, and determine which solution will deliver tangible results
We plan the solution rollout, define scope, stages, and timelines, assign responsibilities, and agree on the criteria for success.
Launch and support We implement the solution, train your team and provide support so the solution delivers tangible value
A single source of reference data and classifications for ERP, PIM, CRM, and BI. Reference data is updated centrally - duplicates, discrepancies, and errors disappear 0% duplicate SKUs 50% faster updates 2-3 months to set up the MVP 100% unified data Customer reviews