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Migrating legacy records into NetSuite without a data mess

Years of customer, item, and open-transaction data had to move into NetSuite from legacy systems with different formats, duplicate entries, and inconsistent naming.

Client profile: Company consolidating records from legacy systems into NetSuite. Details anonymized.

The problem

A naive import would have seeded NetSuite with duplicates and bad master data — poisoning reporting and billing from day one.

The approach

  1. 1

    Profiled the source data and defined cleansing and deduplication rules first

  2. 2

    Built a repeatable CSV import pipeline with validation and error reporting

  3. 3

    Ran trial migrations into sandbox and reconciled counts and balances

  4. 4

    Executed the production migration with a documented, reversible runbook

The solution

A staged migration pipeline: cleanse, validate, trial-load, reconcile, then load production — with every rejected row logged and accounted for.

What changed

  • Clean master data from the first day in production
  • Every migrated balance reconciled back to the source system
  • The import pipeline was reused for ongoing bulk updates

Next step

Dealing with something similar?

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