API World + CloudX + DataWeek 2025: Full Schedule

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9:30am PDT

PRO Session (DataWeek): Intelligent Automation of Data Engineering Workflows with LLMs

Thursday September 4, 2025 9:30am - 9:55am PDT

Manohar Sai Jasti, Workday, Analytics Engineer

I will share how I developed an AI-driven system to transform raw SQL into production-ready dbt models using Large Language Models (LLMs). By combining retrieval-augmented generation techniques with dbt’s semantic framework, I automated SQL refactoring, modularization, testing, and documentation. This approach accelerates data engineering workflows, reduces manual effort, and enables scalable, production-ready analytics pipelines. I will walk through the architecture, challenges faced during scaling, validation strategies for AI-generated SQL, and key lessons learned from deploying this solution in real-world environments. Attendees will gain practical insights into applying LLMs for data workflow automation, improving pipeline quality, and driving faster AI productionization across modern data stacks.

Speakers

Manohar Sai Jasti

Analytics Engineer, Workday

Manohar Sai Jasti is an experienced Analytics Engineer specializing in building efficient and scalable data pipelines. With expertise in tools like dbt, Trino, and cloud platforms, he helps organizations turn data into actionable insights. Manohar is passionate about simplifying data... Read More →

Thursday September 4, 2025 9:30am - 9:55am PDT
DataWeek -- Main Stage

DataWeek

Talk Type PRO Session
Tracks DataWeek, Data Engineering / Architecture and Streaming (DataWeek)
In-Person/Virtual In Person