3X CODE CONVERSION

Convert Legacy Code to Modern Cloud in Hours

Automated SQL and ETL code migration for enterprise cloud migrations. Convert SQL scripts, stored procedures, ETL jobs and BTEQ macros from Teradata, Oracle, SQL Server, MySQL, PostgreSQL and Redshift to Snowflake, Databricks, BigQuery and Microsoft Fabric - with built-in validation.

Conversion Run — Teradata → Snowflake · 1,247 scripts
Code Ingestion & ParsingComplete
1,247 objects · 612 SQL queries · 389 views · 180 BTEQ scripts · 66 FastLoad jobs
Complexity AnalysisComplete
Scoring & classification across all objects
Agentic Code ConversionComplete
Translating Teradata SQL → Snowflake SQL...
Validation & TestingComplete
Automated regression testing & quality reports
1,000+Code objects converted per run
HoursTo generate first-pass conversions
90% +Conversion accuracy with validation controls
Built-InTesting, standards, and documentation
VS
WITHOUT 3X CODE CONVERSION
WITH 3X CODE CONVERSION
SQL Script ConversionWeeks to months
SQL Script ConversionFirst pass in hrs
Stored Procedure RefactoringHeavy manual rewrite
Stored Procedure RefactoringFirst pass in hrs
ETL Job MigrationManual redesign effort
ETL Job MigrationDraft conversion in days
Testing & ValidationWeeks to months
Testing & ValidationAutomated checks in hrs
Code Quality StandardisationManual, inconsistent
Code Quality StandardisationBuilt-in standards
Documentation and LineageIncomplete or Missing
Documentation and LineageAuto-generated
Developer GuidanceTribal Knowledge Only
Developer GuidanceAI-guided context

Platform coverage

3X Code Conversion handles cross-platform migrations natively. Source and target — covered.

Teradata platform logo

Teradata

Migrate BTEQ scripts, FastLoad jobs and stored procedures

✓ SourceBTEQSQL
Oracle platform logo

Oracle

Convert PL/SQL packages, triggers, sequences and functions

✓ SourcePL/SQL
Netezza platform logo

Netezza

Convert NZPLSQL scripts and stored procs from IBM Netezza

✓ SourceNZPLSQL
SQL Server platform logo

SQL Server

Migrate T-SQL scripts, SSIS pipelines and stored procedures

✓ SourceT-SQL
Snowflake platform logo

Snowflake

Convert legacy code to Snowflake SQL and Snowpark

✓ TargetCloud DW
Databricks platform logo

Databricks

Convert legacy code to Databricks SQL and Delta Lake

✓ TargetLakehouse
BigQuery platform logo

BigQuery

Convert legacy SQL dialects to BigQuery Standard SQL

✓ TargetCloud DW
Microsoft Fabric platform logo

Microsoft Fabric

Migrate Synapse and legacy code to Fabric T-SQL and Spark

✓ TargetFabric

What Problems Does 3X Code Conversion Solve

Every stalled migration traces back to the same bottlenecks. Manual conversion, missing documentation, inconsistent quality, and platform-specific syntax that no generic tool can handle. 3X Code Conversion eliminates these blockers at scale.

Manual Conversion That Doesn't Scale

Thousands of SQL scripts and stored procedures converted line by line. Teams stuck for 12 to 18 months on work that doesn't reuse.

Proprietary Syntax With No Cloud Equivalent

Legacy SQL dialects and control flow constructs don't map cleanly to modern platforms. Every gap means manual rewriting by engineers who know both sides.

Business Logic Buried in Undocumented Code

Critical rules sit inside stored procedures written 10 to 15 years ago. No docs. Original engineers gone. Preserving intent isn't mechanical work.

Inconsistent Quality Across Conversion Teams

Different engineers apply different naming and formatting standards. The result is technical debt before deployment.

No Validation or Regression Testing Framework

Manual conversions skip systematic testing. Errors surface in production as broken logic and costly rollbacks.

Platform Expertise Scarce and Spread Too Thin

Every source-to-target combo needs engineers who know both stacks. That talent is scarce and wasted on manual conversion.

Key features

Intelligent Code Conversion. Not Find-and-Replace. AI-powered automated code conversion that understands legacy logic, resolves dependencies, and generates platform-native code with built-in quality gates.

Deep Code Understanding

Parses legacy SQL, stored procedures, and ETL logic at the semantic level. Resolves dependencies, business rules, and control flows that pattern-matching tools and generic LLMs miss.

Complexity Scoring & Classification

Scores every object by complexity, dependency depth, and conversion risk. Classifies into tiers so teams know what converts cleanly and what needs review.

Agentic Code Conversion

Understands intent and rebuilds logic using target platform patterns. Iterative validation until output meets quality gates. No hallucinated tables. No missing columns.

Automated Refactoring

Eliminates legacy anti-patterns and applies best practices for Snowflake, Databricks, Synapse, and Fabric. Production-ready output, not a literal copy.

Automated Testing & Validation

Auto-generates test cases for every converted object. Verifies row counts, column mappings, data types, null handling, and join logic. Issues flagged with root cause before deployment.

Developer Action Items

Every flagged object includes action items: what failed, why, the exact line, and what to resolve. Engineers fix known issues, not reverse engineer output.

How Does 3X Code Conversion Works

A three-stage intelligent pipeline that ingests, converts, and validates your entire legacy codebase automatically.

Convert Legacy Scripts to Modern Data Platforms — 1,000+ Objects in Hours
YOUR LEGACY CODEBASE
3X CODE CONVERSION
DELIVERABLES
SQL Scripts
Stored Procedures
ETL Scripts
BTEQ & Macros
Legacy Codebases
  • Cross Platform
  • Complex Logic
  • 1,000+ Scripts
  • Undocumented Code
Deep Code Understanding
Complexity Scoring
Agentic Code Conversion
Automated Refactoring
In-Built Validation
Developer Action Items
Fully Converted Production-Ready Code
Partially Converted Code with Clear Developer Action Items
Conversion Validation Reports
Standardised Formatting & Comments
Migration Summary & Effort Insights
AI-Assisted Code Review

Sample Outputs

Every conversion run produces structured, auditable deliverables. Here's a live preview of what your team receives.

  • Conversion Summary
  • Complexity Scorecard
  • Validation Report
  • Developer Actions
CONVERSION OVERVIEW
1,247Total Objects
1,089Fully Converted
158Partial / Action Needed
CONVERSION RATE
87.3%
Fully Automated Conversion Rate
CONVERSION BY OBJECT TYPE
SQL Scripts94% converted
Stored Procedures82% converted
ETL Jobs79% converted
BTEQ Macros68% converted
Views & Functions96% converted

Success Stories

3X Code Conversion supports the most in-demand enterprise migration paths. Same AI-powered engine, same quality gates, adapted for each source-to-target platform pair.

8-day SQL Server + SSIS to Fabric Assessment

SQL Server and SSIS to Microsoft Fabric: An 8-Day Source-Connected Migration Assessment for a P&C Insurer

SQL Server and SSIS migrations to Microsoft Fabric need clear source visibility before execution begins. For a US property and casualty insurer, the source estate included on-premises SQL Server 2019, SSIS-based ETL, stored procedures, views, SSIS packages, and SQL Agent jobs supporting policy and claims analytics. The migration had to preserve complex business logic while moving toward Fabric's hybrid Warehouse and Lakehouse pattern. The team needed a plan it could act on, not another high-level strategy document. The 8-business-day Modernization Canvas read the estate directly, produced source-connected inventory, scored object-level Fabric Warehouse compatibility, classified SSIS packages by migration approach, designed the hybrid target architecture, and reviewed representative T-SQL to Fabric T-SQL conversions under senior architect oversight.

Modernization Canvas
Read more
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Why 3X code conversion

Everything your team needs to convert, validate, and deploy, delivered automatically. Less rework cycles. Less manual cleanup.

01

Hours, Not Months

1,000+ legacy objects converted in hours, not 12 to 18 months of manual SQL translation that burns through migration budgets.

02

Production-Ready Output

Code follows best practices for Snowflake, Databricks, Synapse, and Fabric. Optimized queries and platform-native constructs, ready for deployment.

03

Built-In Quality Assurance

Automated validation at every stage. Row counts, data types, null handling, and join logic verified before deployment.

04

Actionable Developer Guidance

Every flagged object includes action items: what failed, why, where, and what to fix. Engineers resolve issues in minutes.

See Code Conversion in Action

Get a personalised walkthrough tailored to your legacy code conversion and cloud migration requirements.

Let's talk scale

Our team of engineering experts and AI architects is ready to help you accelerate your data modernization journey.

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