Expert Data cleansing services for MRO & Material Master Data
Sharecat Data Services finds every error, inconsistency, and anomaly in your industrial master data — and fixes it, so your EAM and CMMS systems can finally deliver the value they were designed for.
Most industrial operators know their data isn't perfect
But the real scale of the problem, and what it's costing, often isn't visible until it's too late. Does any of this sound familiar?
Your procurement team can't order directly from OEMs because part number data is wrong or missing.
You've migrated to a new EAM and the oldproblems came with you.
You have multiple records for the same item — described differently, in different locations, with different prices.
Your EAM system has automation capabilities you can't use because the data isn't consistent enough.
Your maintenance team doesn't trust theequipment data in the CMMS, so they verify everything manually.
You're preparing for a regulatory audit andyou know the data won't stand up to scrutiny.
WHAT WE DO
Data cleansing is the process of finding and fixing errors in the MRO and master data that already exists
... in your EAM or CMMS system. It covers duplicates, incorrect descriptions, wrong field entries, broken references, and any other deviation from the standard your data should meet. Sharecat's approach combines specialist industrial knowledge with proprietary tools — identifying errors that generic providers miss, and fixing them correctly the first time.
40%
of items in a typical industrial EAM system are missing key information, and many more contain outright errors.
WHAT YOU GET
The impact of clean data is felt immediately and compounds over time
Procurement you can automate
With correct manufacturer names and part numbers, your EAM can route purchase orders directly to OEMs. Saving up to 90% of the time and cost in procurement processes.
A global view of your stock
With duplicates removed and items uniquely identified, you can see exactly what you have, where it is, and how much it costs, across every site and facility.
Maintenance systems that work as intended
Your maintenance team can trust what they see in the CMMS. Work orders, equipment records, and spare parts lists are reliable.
A foundation for AI and analytics
Clean data is the prerequisite for predictive maintenance, advanced analytics, and AI-powered tools. Without it, AI-investments cannot deliver their potential.
WHATS INCLUDED
The service includes:
Identification of all duplicates; items described in multiple ways across the system
Unit price and unit of measure validation
Description normalisation; consistent short text and long text formats applied
Reference and link validation; documents, functional locations, tags
Manufacturer name verification and correction against Sharecat Data Services' normalised supplier database
Classification review and correction
Part number validation, distinguishing correct part numbers from model numbers and other incorrect entries
Delivery of cleansed data with a full report of changes made
Our 5-step cleansing process
Our cleansing process, optimised over 30 years, is systematic, transparent, and designed to prioritise the fixes that deliver the greatest operational impact.
1
Configuration and assessment
We review your data structure, standards, and system requirements. We configure our tools to your specific environment and agree on the target state — what 'correct' looks like for your data.
2
Load and validate
We load your data into our proprietary processing platform across SAP, Maximo, IFS, or Oracle environments. Our system compares each record against your defined standards and our internal reference sources, including a database of over one million verified equipment and parts records.
3
Identify and prioritiseerrors
We produce a detailed statistical overview of your data quality — every error, inconsistency, and anomaly, categorised and quantified. We work with you to prioritise the fixes that will deliver the most operational value.
4
Cleanse and correct
Our team of subject matter experts works through the prioritised error list, correcting data methodically. Every change is logged and traceable.
5
Validate and deliver
Cleansed data is validated before delivery. You receive a full report of changes made, including before-and-after comparisons for key fields.
Latest Insights
Case Studies
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Why MRO Spare Parts Cataloging Makes or Breaks Your ERP Go-Live
Case Studies
April 17, 2026
Wrong Data in ERP and CMMS: The Real Cost of Poor MRO Data Quality
Case Studies
April 17, 2026
Manufacturer Part Number and Name Data Quality: The Hidden Driver of MRO Procurement Performance
Case Studies
April 17, 2026
Why More Than 60% of Industrial ERP Records Are Incomplete — And What It Costs You
Not sure where to start? We offer a free initial data quality assessment.
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FAQ
Everything you need to know about our data cleansing service.
What types of data can Sharecat cleanse?
Sharecat cleanses material master and item master data, inventory data, tag master indexes, equipment lists, maintenance and criticality data, Bills of Materials (BoM), spare parts lists (SPIR), documentation links, and purchasing frequency data.
Is my data secure during the cleansing process?
Yes. Sharecat is ISO 27001 certified. We work with major industrial operators globally and are routinely reviewed and qualified as part of customer supplier approval processes. Data security is a standard part of every engagement.
What makes Sharecat different from other data cleansing providers?
Industrial expertise at the core. Sharecat uses a proprietary database of over one million verified equipment and parts records, built over 30 years. We fix data correctly the first time, at a fixed price, with guaranteed delivery. Generic providers typically charge per hour without quality guarantees — and often lack the subject matter expertise to identify errors in technical industrial data.
Do I need to fix all errors to see improvements?
No. 100% perfect data is not required to see significant operational improvements. Correcting the highest-impact fields — manufacturer names, part numbers, and duplicate records — typically delivers most of the operational value at a fraction of the cost of fixing everything. Sharecat helps you identify and prioritise the fixes that matter most.
How long does data cleansing take?
Targeted cleansing — for example, correcting manufacturer names and part numbers across a defined dataset — typically takes a few weeks. More comprehensive programmes are staged to fit your internal timelines, for example ahead of a system migration, ERP upgrade, or regulatory audit.
How much does data cleansing cost?
Cost depends on the volume of data and the scope of errors to fix — not all data needs to be cleansed. Fixing the highest-impact fields often delivers most of the operational value at a fraction of the cost of a full cleanse. Contact us for a free initial assessment and we will give you a clear picture of scope and cost before any commitment.
What is MRO data cleansing?
MRO data cleansing is the process of finding and fixing errors in the data that already exists in your ERP or CMMS system — duplicates, incorrect descriptions, wrong part numbers, broken references, and any other deviation from the standard your data should meet. It is distinct from data enrichment (adding missing information) and data cataloging (building records from scratch).