BayesDeltaBridge
AI Agents for Databricks Schema Migration
Powered by Google Gemini for AI & Agentic AI Features
Bayesian AI Solutions Consulting Partners is pioneering the next generation of enterprise data migration with BayesDeltaBridge—an intelligent, multi-agent AI system specifically designed to automate and accelerate the complex journey from legacy database schemas to modern Databricks Lakehouse architectures. In today's rapidly evolving data landscape, organizations are under increasing pressure to modernize their data infrastructure while maintaining strict governance standards and minimizing business disruption. Our solution addresses this critical need by combining cutting-edge artificial intelligence with deep expertise in enterprise data migration, delivering unprecedented speed, accuracy, and reliability in schema conversion workflows.
Built on Google Cloud's powerful AI infrastructure and leveraging the advanced reasoning capabilities of Google Gemini, BayesDeltaBridge represents a fundamental shift in how enterprises approach cloud data platform migrations. Traditional migration approaches rely heavily on manual processes, leading to extended timelines, inconsistent quality, and significant risk. Our agentic AI system transforms this paradigm by orchestrating six specialized AI agents that work collaboratively to handle every aspect of the migration journey—from initial schema conversion through governance validation, documentation, and test data generation. This comprehensive approach ensures that organizations can confidently move to Databricks Unity Catalog with full traceability, robust governance, and production-ready outputs.
Contact: Bayesian AI Solutions Consulting Partners
Website: bayesianaisolutionsconsultingpartners.com
Email: [email protected]
Designed & Engineered by Bayesian AI Solutions Consulting Partners. AI analysis powered by Google Gemini. Google and Gemini are trademarks of Google LLC.
Problem & Solution
The Problem
Enterprise organizations face a critical challenge when modernizing their data infrastructure. Legacy database schemas built on platforms like Oracle, SQL Server, and other traditional RDBMS systems have become significant bottlenecks to digital transformation. These migrations are notoriously slow, often taking months or even years to complete, while consuming enormous financial resources through consulting fees and internal labor costs.
The risks are equally concerning. Manual DDL conversion processes are highly prone to human error, creating inconsistencies that can cascade through downstream analytics and business intelligence systems. Schema drift—where source and target schemas diverge over time—becomes almost inevitable without proper automation. Perhaps most critically, data governance and compliance considerations are frequently treated as afterthoughts rather than being built into the migration process from day one, exposing organizations to regulatory and security risks.
Our Solution: BayesDeltaBridge
BayesDeltaBridge fundamentally reimagines the schema migration process through intelligent automation. Our multi-agent AI system orchestrates the entire conversion workflow, transforming what was once a months-long manual process into an accelerated, automated journey to Lakehouse readiness.
The system produces comprehensive, production-ready outputs including Unity Catalog-compatible DDL scripts that leverage Databricks' modern governance framework, business-ready Silver layer schemas optimized for analytics workloads, fully validated SQL queries, realistic synthetic test data for safe validation, and complete technical documentation. Every output is designed to meet enterprise standards for quality, governance, and operational excellence.
80%
Faster Migration
Reduction in time-to-deployment versus manual approaches
95%
Accuracy Rate
Schema conversion accuracy with AI validation
60%
Cost Savings
Lower total cost of ownership for migration projects
Key AI Features
BayesDeltaBridge leverages a sophisticated ensemble of specialized AI agents, each engineered to handle specific aspects of the schema migration and modernization workflow. This multi-agent architecture ensures comprehensive coverage of every critical migration requirement while maintaining the flexibility to adapt to unique enterprise needs and legacy system configurations.
AI Conversion Agent
Analyzes legacy DDL and converts it into a ready-to-run, Unity Catalog-compatible script.
AI Data Architect Agent
Designs a denormalized, business-ready Silver layer schema from your Bronze DDL.
AI SQL Agent
Ask questions in plain English and get back a validated, ready-to-run SQL query.
AI Governance Agent
Automatically scans your schema for potential PII and data quality issues.
AI Test Data Agent
Creates realistic, synthetic test data for populating your new tables.
AI Documentation Agent
Generates comprehensive documentation for your entire schema.
Data Type Recommendations
Recommends optimal data types for the Databricks environment.
"BayesDeltaBridge's AI agents work collaboratively to deliver enterprise-grade migration outputs that meet the highest standards for governance, quality, and operational excellence. Every agent is powered by Google Gemini's advanced reasoning capabilities, ensuring consistent, reliable results across the entire migration workflow."
Designed & Engineered by Bayesian AI Solutions Consulting Partners. AI analysis powered by Google Gemini. Google and Gemini are trademarks of Google LLC.
Meet the Agents
Our six specialized AI agents form a cohesive team, each bringing unique capabilities to the migration workflow. Understanding how each agent contributes helps illustrate the comprehensive nature of our solution and the depth of automation we bring to enterprise schema migration challenges.
AI Conversion Agent
The Conversion Agent serves as the foundation of the migration workflow, performing deep analysis of legacy DDL statements to understand schema structure, relationships, constraints, and data types. It then generates Unity Catalog-compatible scripts that preserve business logic while leveraging modern Databricks capabilities. The agent handles complex scenarios including custom types, stored procedures, triggers, and platform-specific features, ensuring nothing is lost in translation.
AI Data Architect Agent
Moving beyond simple conversion, the Data Architect Agent applies sophisticated data modeling principles to redesign schemas for optimal Lakehouse performance. It analyzes query patterns, business requirements, and data relationships to produce denormalized Silver layer designs that balance performance with maintainability. The agent recommends optimal data types, partitioning strategies, and clustering approaches specific to Databricks Delta Lake.
AI SQL Agent
The SQL Agent democratizes access to schema information by enabling natural language queries. Data engineers, analysts, and business users can ask questions in plain English—"Show me all tables containing customer data" or "Generate a query to join orders with products"—and receive validated, optimized SQL that adheres to governance policies and leverages Unity Catalog's fine-grained access controls.
AI Governance Agent
Continuously monitors for compliance and security risks by scanning for PII patterns, sensitive data classifications, and potential data quality issues. Integrates with Google Cloud DLP for enhanced detection capabilities.
AI Test Data Agent
Creates statistically accurate synthetic datasets that preserve data distributions, relationships, and business rules while eliminating any sensitive information. Essential for safe pre-production validation.
AI Documentation Agent
Generates living documentation that evolves with your schemas, including entity-relationship diagrams, data lineage flows, transformation mappings, and operational procedures.
Designed & Engineered by Bayesian AI Solutions Consulting Partners. AI analysis powered by Google Gemini. Google and Gemini are trademarks of Google LLC.
How It Works
BayesDeltaBridge orchestrates a streamlined, five-phase workflow that guides your legacy schemas through a complete transformation journey. Each phase builds upon the previous one, ensuring quality, governance, and business readiness at every step. This systematic approach eliminates the chaos and uncertainty typically associated with large-scale database migrations.
Ingest
Upload legacy DDL files or establish secure connections to source database systems. The platform supports multiple input formats and database platforms including Oracle, SQL Server, PostgreSQL, MySQL, and others.
Convert
The AI Conversion Agent analyzes source schemas and generates Unity Catalog-compatible DDL scripts. All data types, constraints, indexes, and relationships are intelligently mapped to Databricks equivalents.
Architect
The Data Architect Agent proposes optimized Silver layer schemas with recommended data types, partitioning strategies, and denormalization approaches tailored for analytical workloads.
Validate & Govern
Comprehensive PII scanning, data quality checks, and SQL validation ensure outputs meet enterprise governance and compliance requirements before deployment.
Document & Test
Auto-generated documentation and synthetic test data provide everything needed for safe deployment, user training, and ongoing maintenance.
"The entire workflow is designed to be iterative and collaborative. At each phase, human experts can review, refine, and approve outputs before proceeding to the next stage. This human-in-the-loop approach ensures AI acceleration without sacrificing control or quality."
01
Initial Assessment
System analyzes schema complexity, identifies dependencies, and estimates conversion scope
02
Automated Conversion
AI agents perform parallel conversion, architecture design, and governance checks
03
Human Review
Subject matter experts review and approve outputs through intuitive web interface
04
Deployment Preparation
System packages all artifacts including scripts, documentation, and test data
05
Production Rollout
Seamless deployment to Databricks with full audit trail and rollback capability
Designed & Engineered by Bayesian AI Solutions Consulting Partners. AI analysis powered by Google Gemini. Google and Gemini are trademarks of Google LLC.
Competitive Landscape & Differentiation
The database migration market is crowded with point solutions, consulting firms, and ETL tools that claim to simplify modernization. However, most approaches fall short in delivering truly comprehensive, governance-first, AI-native migration capabilities. BayesDeltaBridge occupies a unique position in this landscape by combining the intelligence of agentic AI with the safety of pre-deployment validation and the completeness of end-to-end migration support.
Traditional Consulting
Most enterprises still rely on manual migration performed by consultants or internal teams. This approach is slow, expensive, and highly variable in quality. Knowledge is trapped in individuals rather than codified in systems. Each project essentially starts from scratch, with limited ability to leverage past learnings. Documentation is often incomplete or becomes stale immediately after delivery.
DIY Scripts & Tools
Some organizations attempt to build internal migration tools using Python scripts, shell utilities, or basic code generation. These homegrown solutions typically handle only basic conversion scenarios and lack sophistication around data modeling, governance, and testing. Maintenance becomes a burden as team members move on and requirements evolve.
ETL Tool Migrations
Traditional ETL and data integration platforms offer schema mapping and data movement capabilities, but typically provide limited support for governance, documentation, and architectural optimization. These tools excel at moving data but fall short on the intelligence layer required for modern Lakehouse adoption.
The BayesDeltaBridge Advantage
Comprehensive AI Coverage
Unlike point solutions that focus on a single aspect of migration, BayesDeltaBridge provides agentic AI coverage across conversion, architecture design, governance, documentation, and test data generation. This comprehensive approach ensures nothing falls through the cracks and every migration output meets enterprise standards.
Pre-Deployment Safety
BayesDeltaBridge runs outside of Databricks environments, enabling safe review and refinement before any changes touch production systems. This "measure twice, cut once" approach dramatically reduces risk and gives stakeholders confidence in migration quality.
Extensible & Customizable
Our agent architecture supports custom tools, industry-specific governance rules, and organization-specific data modeling patterns through knowledge grounding and function calling. This extensibility ensures the solution can adapt to unique enterprise requirements rather than forcing one-size-fits-all approaches.
Google Cloud Native
Deep integration with Google Cloud services provides enterprise-grade security, compliance, scalability, and observability out of the box. Customers benefit from Google's ongoing innovation in AI, data, and infrastructure without additional integration work.
70%
Reduction in Manual Effort
Compared to traditional consulting approaches
90%
Documentation Coverage
Automated generation of technical artifacts
100%
Governance Scanning
Every schema automatically checked for PII and quality
Designed & Engineered by Bayesian AI Solutions Consulting Partners. AI analysis powered by Google Gemini. Google and Gemini are trademarks of Google LLC.