Smilegate cuts SQL Server migration effort by 77% with AWS Transform and Claude Code

·2026.11.09 16:07

Key point

The combination of AWS Transform and Claude Code reduced migration effort by 77% compared to the conventional approach.

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Details

  • Migrated the MS SQL Server for the STOVE store and payment APIs to Aurora PostgreSQL, applying a hybrid strategy combining AWS Transform for SQL Server and Claude Code
  • Total project effort was reduced by approximately 77%, from an estimated 21.3 MM using the conventional method to an actual 4.87 MM, resulting in an approximate 4.4x improvement in productivity
  • AWS Transform generated conversion drafts for approximately 58,000 lines of T-SQL in a single Job run (8–10 hours), while Claude Code handled consistency verification between deliverables and redesign of manual areas
  • Freezing the schema before proceeding with code conversion, and cross-validation leveraging deliverables as context, were key success factors

Migration Targets and Scope

  • Targets: Store database with 98 tables, 342 stored procedures, and approximately 58,000 lines of T-SQL
  • Applications: Store API (.NET Framework 4.5 → .NET 8) and Payment API (.NET 8), with a code size of approximately 100,000 lines

Hybrid Strategy and Role Division

  • AWS Transform: Consistent rule-based bulk conversion, generation of rich deliverables (evaluation/conversion reports, DDL)
  • Claude Code: Cross-validation between deliverables, detection of defects without warnings, and redesign of 256 Dapper call sites for PostgreSQL conventions
  • Validation Tool: Creation and reuse of an equivalence validation tool that executes procedures with the same input in both source and target to compare results

Key Performance Metrics

  • Database Track: 1.27 MM actual effort versus 9.8 MM estimated, achieving 7.7x productivity
  • Application Track: 3.2x productivity improvement for Store API, 3.2x productivity improvement for Payment API
  • Additional savings compared to Claude Code standalone execution: 29% for Store API, 27% for Payment API

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