BayesLakeShift
Multi-Agent, Governance-First Migration to Databricks
Convert • Govern • Optimize • Trust
Bayesian AI Solutions Consulting Partners
AI and Agentic AI features are powered by Google Gemini.
The Challenge
The Migration Problem (Today)
  • Legacy Hadoop PySpark & Oracle PL/SQL sprawled across jobs, scripts, and brittle ETL.
  • Manual rewrites are slow, risky, and expensive; ad-hoc conversions miss governance.
  • Security debt: PII exposure, unclear permissions, and injection-prone SQL patterns.
  • Result: Delays to business value, rising costs, and compliance friction.
AI and Agentic AI features are powered by Google Gemini.
The BayesLakeShift Answer
A multi-agent system that migrates your code to Databricks—reliably and safely.
01
Convert
Dual language: Hadoop-centric PySpark & Oracle PL/SQL → Databricks notebooks
02
Clarify
Interactive AI asks when intent is ambiguous—no guessing
03
Review & Self-Correct
Second agent hunts hallucinations & fixes issues
04
Ground
Tool-augmented verification of Databricks functions/signatures
05
Secure
PII detection + Unity Catalog masking policies
06
Govern
Least-privilege GRANTs auto-generated for Unity Catalog
07
Harden
Injection/vulnerability scanner refactors risky patterns
08
Optimize
Photon-aware performance & cost recommendations
09
Learn
Dynamic knowledge base grows with validated functions
AI and Agentic AI features are powered by Google Gemini.
Dual-Language Conversion
What We Convert
Hadoop-centric PySpark
Modern Databricks notebooks (DLT-ready patterns optional)
Oracle PL/SQL packages/procs
PySpark/SQL in Databricks with equivalent logic
  • Preserves business intent, comments, and parameterization where possible
  • Emits clean, notebook-native code aligned to Databricks best practices

CTA micro-note: Ask us about automated test scaffolding.
AI and Agentic AI features are powered by Google Gemini.
Accuracy & Control by Design
Interactive AI Clarification
When semantics are unclear, the agent asks you.
AI Peer Review & Self-Correction
Second agent detects errors/hallucinations, loops fixes.
Tool-Augmented Generation
Verifies Databricks function signatures against a knowledge base.
Dynamic Knowledge Base Agent
Validate & add new functions as your estate evolves.
Benefit: Fewer surprises, higher confidence, faster sign-off.
AI and Agentic AI features are powered by Google Gemini.
Security, Governance, and Compliance Built-In
PII Detection & Masking Agent
Auto-generates Unity Catalog masking policies.
Access Control Generation
Produces least-privilege GRANT statements from code intent.
Injection Vulnerability Scanner
Finds/refactors risky SQL patterns automatically.
Audit-friendly outputs
Policies, grants, and diffs captured alongside code.
Outcome: Migration that's governance-ready on Day 1.
AI and Agentic AI features are powered by Google Gemini.
Performance & Cost Optimization
  • Photon-aware recommendations for speed & cost
  • Join and partitioning strategies, AQE hints, caching guidance
  • File layout & Z-Ordering suggestions for Delta Lake
  • Optional DLT expectations for quality SLAs/SLOs
Result: Lower TCO, faster pipelines, happier stakeholders.
AI and Agentic AI features are powered by Google Gemini.
Natural-Language Code Intelligence
"What's this script's data source?"
"Where do we join Customer?"
"Chat with your code." Ask questions and get instant, accurate answers from agents that understand your converted notebooks.
Accelerates onboarding, reviews, and audits; shrinks handover time.
AI and Agentic AI features are powered by Google Gemini.
Business Outcomes
Time-to-Value
Parallelized, agent-assisted migration shortens delivery cycles.
Risk Reduction
Clarification + self-correction + grounding minimizes rework.
Governance by Default
PII masking and least-privilege access built in.
Performance Gains
Photon & Delta best practices improve runtime and cost.
Future-proof
Knowledge base grows with your platform.
AI and Agentic AI features are powered by Google Gemini.
Get Started
Pilot Offer

MVP development and testing is in progress
Pilot in 2–4 weeks
Scope
Select PySpark + PL/SQL flows (incl. PII & permissions)
Deliverables
  • Converted notebooks
  • Policies/grants
  • Optimization report
  • Demo
Success Criteria
Accuracy, runtime, cost, and governance readiness
Call to Action
Email: [email protected]
Web: bayesianaisolutionsconsultingpartners.com
© Bayesian AI Solutions Consulting Partners — Not a substitute for legal/compliance review.
BayesLakeShift is not affiliated with Databricks. Databricks, Delta Lake, and Unity Catalog are trademarks of their respective owners.
AI and Agentic AI features are powered by Google Gemini.
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