Agentic Data Pipeline Migrator

AI-Powered SQL & ETL Migration with Multi-Agent Intelligence

Migrating ETL pipelines across platforms has always been slow, error-prone, and costly. Manual rewrites risk breaking lineage, misinterpreting business logic, and losing performance optimizations—leading to delays and uncertainty.

The Agentic Data Pipeline Migrator changes that. Powered by LLM intelligence and a multi-agent framework, it automatically translates ETL and SQL workloads between platforms—preserving your business logic, lineage, and performance.


The Agentic Data Pipeline Migrator is built to modernize and migrate your SQL and ETL workloads seamlessly across today’s most widely used data platforms. It translates SQL dialects, resolves macros, validates schemas, and assembles projects for execution—all without manual intervention.

Supporting seven major SQL platformsRedshift, Databricks, Snowflake, BigQuery, Postgres, MySQL, and SQL Server—it enables any-to-any migration. Whether moving from Redshift to Snowflake, Databricks to BigQuery, or anywhere in between, you can rely on fast, accurate migrations that keep your data pipelines running smoothly.

Supported Platforms

  • Redshift
  • Databricks
  • Snowflake
  • BigQuery
  • Postgres
  • MySQL
  • SQL Server

Key Features

Automated ETL & SQL Migration

Translates SQL code and ETL logic while preserving business rules.

Agentic Multi-Agent Framework

Specialized agents handle analysis, translation, validation, and project assembly.

Comprehensive SQL Dialect Translation

Adapts queries to the target platform’s syntax and performance needs.

Graceful Error Handling

Skips unsupported elements, inserts comments, and ensures the pipeline continues.

Reporting & Transparency

High-level migration summaries + detailed code-level analysis for trust and auditability.

Dependency & Lineage Tracking

Visualize data flows and maintain visibility across migrated pipelines.

Validation & Optimization

SQL linting, schema validation, and platform-specific performance tuning.

Proof-of-Concept Ready

Run small repos for quick demos and pilot migrations before scaling enterprise-wide.

How Can We Change Your Business

Faster Migrations

Automate weeks of manual effort into hours.

Reduced Risk

Preserve lineage, ETL dependencies, and business logic during migration.

Cost Savings

Minimize rework and engineering overhead

Future-Ready

Easily move between cloud data platforms as your strategy evolves.

Trustworthy Results

SQL linting, schema validation, and optimization ensure accuracy.

System Architecture

The Xebia AI Migration Tool leverages a modular, multi-agent system to manage the full migration lifecycle:

  • Orchestrator Agent: Central coordinator managing all other agents
  • Analysis Agents: Code crawling, artifact parsing, and SQL analysis
  • Translation Agents: Macro resolution and SQL dialect translation
  • Validation Agents: SQL linting, schema validation, and optimization
  • Generation Agents: Project assembly and file generation
  • Visualization Agents: Lineage mapping and progress tracking

Why Choose Agentic Data Pipeline Migrator?

Because migrations shouldn’t hold back innovation. With AI-driven automation, error-tolerant processing, and detailed reporting, the Agentic Data Pipeline Migrator delivers speed, accuracy, and confidence—turning migrations from a painful bottleneck into a seamless enabler of digital transformation.



Contact

Let’s discuss how we can support your journey.