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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 → Azure Synapse · 1,247 scripts
Code Ingestion & ParsingComplete
1,247 objects · 612 SQL queries · 389 views · 180 BTEQ scripts · 66 FastLoad jobsComplexity AnalysisComplete
Scoring & classification across all objectsAgentic Code ConversionComplete
Translating Teradata SQL → Snowflake SQL...Validation & TestingComplete
Automated regression testing & quality reports1,000+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
SQL Script ConversionWeeks to months
Stored Procedure RefactoringHeavy manual rewrite
ETL Job MigrationManual redesign effort
Testing & ValidationWeeks to months
Code Quality StandardisationManual, inconsistent
Documentation and LineageIncomplete or Missing
Developer GuidanceTribal Knowledge Only
WITH 3X CODE CONVERSION
SQL Script ConversionFirst pass in hrs
Stored Procedure RefactoringFirst pass in hrs
ETL Job MigrationDraft conversion in days
Testing & ValidationAutomated checks in hrs
Code Quality StandardisationBuilt-in standards
Documentation and LineageAuto-generated
Developer GuidanceAI-guided context
Platform coverage
3X Code Conversion handles cross-platform migrations natively. Source and target — covered.
Teradata
Migrate BTEQ scripts, FastLoad jobs and stored procedures
✓ SourceBTEQSQL
Oracle
Convert PL/SQL packages, triggers, sequences and functions
✓ SourcePL/SQL
Netezza
Convert NZPLSQL scripts and stored procs from IBM Netezza
✓ SourceNZPLSQL
SQL Server
Migrate T-SQL scripts, SSIS pipelines and stored procedures
✓ SourceT-SQL
Snowflake
Convert legacy code to Snowflake SQL and Snowpark
✓ TargetCloud DW
Databricks
Convert legacy code to Databricks SQL and Delta Lake
✓ TargetLakehouse
BigQuery
Convert legacy SQL dialects to BigQuery Standard SQL
✓ TargetCloud DW
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 OVERVIEWCONVERSION RATE
1,247Total Objects
1,089Fully Converted
158Partial / Action Needed
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.
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.