Customer, licence and device records from billing and support systems lacked consistent organisation and entitlement references. For the Subscription and Asset Data Consolidation in Taiwan workload, sales and service users could not rely on ownership, relationship or activity fields without checking the original sources.
A technology provider consolidating commercial and support-system data before platform migration.
The primary client-side owner was the Business Systems Director. That role coordinated source access, destination rules, reviewer availability and acceptance of each delivery. SDES would provide controlled production capacity; the client would retain authority over the business meaning of the records.
Problem: Customer, licence and device records from billing and support systems lacked consistent organisation and entitlement references. For the Subscription and Asset Data Consolidation in Taiwan workload, sales and service users could not rely on ownership, relationship or activity fields without checking the original sources.
Required solution: Approved account IDs, product codes and asset identifiers controlled mapping while entitlement and access decisions remained with system owners. For Subscription and Asset Data Consolidation in Taiwan, sKU and channel relationships were checked before delivery, while unsupported attributes and probable matches entered a separate review queue.
Planned outcome: The technology company received import-ready records and separate account, licence and asset exceptions. After completing Subscription and Asset Data Consolidation in Taiwan, sales and service teams could use more consistent account histories without unsafe automatic merges.
The completed scope covered 37,800 customer, subscription, licence and device relationship records — completed in 5 weeks. Effort also reflected field count, document readability, relationship complexity, exception frequency and destination validation.
The client defines required fields, accepted formats, controlling sources and decisions that must be escalated. The operating guide records those boundaries before entry begins.
The review covered the stated volume of 37,800 customer, subscription, licence and device relationship records — completed in 5 weeks, including ordinary records, incomplete sources and difficult relationships.
The pilot uses Billing exports, CRM accounts, licence files, device inventories and product-code dictionaries. Questions are returned with exact record and source references so approved answers can enter the production guide.
Product-line pilot, account-segment batches and final cross-system relationship validation. Completed, held, excluded and rejected items remain distinguishable throughout production.
Account identity, product-code validity, licence-device relationships, date sequence and duplicate indicators receive focused checks. Unsupported assumptions do not enter the clean output merely to complete a record.
Batch totals, exception counts and source manifests are compared before final release. The handoff identifies what was delivered, held and returned for client direction.
The review focus would cover Account identity, product-code validity, licence-device relationships, date sequence and duplicate indicators. Sampling depth and second-pass review would be agreed according to field significance and source quality rather than advertised as an unsupported universal accuracy percentage.
Operators worked from restricted exports without production credentials or entitlement-management permissions.
System owners approved access, entitlement, account merges, security status and commercial changes.
Business Systems Director or another authorised owner would resolve exceptions that change meaning, identity, status, classification or commercial treatment. SDES would document the question and apply only the approved resolution.
The handoff would follow the destination structure and preserve enough source information for review and recovery. Delivery timing would follow Product-line pilot, account-segment batches and final cross-system relationship validation.
Import-ready relationship tables
account-match queue
entitlement exceptions and source reconciliation
The client would validate the pilot before scale and review each scheduled release. Rejections caused by entry error would be corrected against the approved guide. New rules, changed destination fields or newly supplied sources would be recorded as controlled changes so earlier batches were not silently processed under later assumptions.
The work on Subscription and Asset Data Consolidation gave our team a dependable handoff. Confirmed records were ready for operational use, while uncertain items came back with clear source references. Our reviewers could focus on the decisions that required internal ownership instead of rechecking the full dataset. We genuinely appreciated the high quality and attention to detail.
