Data Engineering Acceleration

OUR SERVICES

Data Engineering Acceleration

Accelerate data engineering with GenAI Protos—streamline planning, modeling, development, and testing for 3x faster results.

Get In Touch
Data program challenges solved by GenAI Protos through AI prototyping and data engineering services

Automated Workflows. Faster Programs. Enterprise Scale.

At GenAI Protos, we help enterprises scale modern data engineering programs by combining deep domain expertise with Generative AI-powered automation. Whether you’re building a new data platform, modernizing legacy ETL, or migrating thousands of scripts—our solutions are designed to deliver 3X acceleration, eliminate manual effort, and drive long-term impact.

The Challenges We Solve

  • Lack of a data-driven program strategy
  • Difficulty sourcing niche skills
  • Inaccurate project estimation & planning
  • Heavy reliance on manual effort
  • Resource overload and burnout
  • High operational costs

What We Deliver

AI-Accelerated Engineering Tools & Support

  • 3X Faster Script Development & Refactoring

    Use LLM-powered assistants to generate, refactor, and optimize data scripts at scale.

  • Reverse Engineering & Modernization

    Automatically decode undocumented SQL logic and ETL processes for modernization.

  • Bulk Code Conversion & Migration Utilities

    Convert legacy codebases (e.g., Stored procedures to pySpark, Teradata to BigQuery) using custom built automated workflows.

  • Automated Data Modeling & Lineage Tracing

    Accelerate schema design, data mapping, and metadata extraction using GenAI tools.

  • End-to-End Testing Automation

    Auto-generate test cases, synthetic data, and regression validations across data pipelines.

  • Documentation at Scale

    Automatically generate and update pipeline documentation, transformation logic, and data dictionaries.

  • Advisory & Program Planning Support

    Engage our experts for roadmap creation, tool evaluation, and delivery strategy.

  • Technical Documentation & Developer Portals

    Use LLMs to create and maintain technical documentation, API specs, and onboarding materials with zero manual effort.

Your Benefits

  • Faster Time to Value
  • Confident, Accurate Timelines
  • Reduced Manual Effort & Costs
  • Direct Access to Senior Experts
  • Enterprise-Ready Delivery Confidence
  • Frictionless Development Lifecycle

Proven Use Cases Delivered – Powered by Custom-Built Solutions

  • Legacy Script Migration at Scale

    Delivered an enterprise-wide migration by automating the conversion of over 10,000 legacy ETL scripts across platforms—cutting delivery timelines by more than 70%.

  • Metadata-Driven Pipeline Generation

    Built dynamic ETL pipelines and documentation by extracting transformation logic and schema relationships directly from metadata—enabling faster onboarding and governance.

  • Automated Test Design & Validation

    Developed reusable frameworks to auto-generate test cases, regression suites, and synthetic datasets, reducing QA effort and improving test coverage.

  • Sensitive Data Detection & Compliance Support

    Implemented automated classification workflows to scan and tag PII/PCI fields across thousands of datasets—accelerating compliance initiatives.

  • Reverse Engineering of Legacy Workflows

    Reconstructed undocumented SQL and ETL logic into structured process documentation—minimizing SME dependency and accelerating modernization planning.

  • Program Strategy & Effort Estimation Acceleration

    Created intelligent planning accelerators to generate end-to-end data program roadmaps, timelines, and resource models—reducing planning cycles from weeks to hours.

  • Automated Data Dictionary & Documentation Frameworks

    Generated centralized, self-updating documentation for all datasets and pipelines—improving governance and developer productivity.

  • Report Migration & Optimization

    Automated the migration of business intelligence reports across platforms, while preserving logic, layout, and performance optimization—streamlining the reporting stack.

Why GenAI Protos?

  • Deep Data Engineering Expertise

    Decades of experience in data architecture, integration, and governance

  • LLM-Enabled Automation Frameworks

    Pre-built tools for every phase of the data engineering lifecycle

  • Delivery-Proven with Fortune 20 Clients

    Track record across industries like retail, healthcare, manufacturing, and BFSI

  • Micro-Advisory for Targeted Needs

    Engage us for specific problem-solving, design sprints, or roadmap reviews

  • Code, templates, and scripts you own and reuse

Let’s Build Smarter, Faster Data Programs Together

If you’re ready to modernize your data workflows, improve delivery speed, and reduce effort—GenAI Protos is your acceleration partner. Our GenAI-powered services give you the edge to stay ahead in a data-driven world.