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Jainill sheth, Senior AI Data Engineer

Jainill sheth

Senior AI Data Engineer·Definity Financial

Canada

Master's degree, Industrial Engineering

Work experience

Total years of experience: 6 years, 5 months

Senior AI Data Engineer

January 2022 - Present

Definity Financial

Toronto, Canada Hybrid

January 2022 - Present

• Owned end-to-end design and delivery of large-scale data pipelines supporting fraud investigation, financial
analytics, and AI-driven workflows in production environments.
• Built and operated real-time and batch ingestion pipelines using Kafka and Dataflow to stream data from
Guidewire systems into cloud storage and analytics platforms.
• Developed retrieval-augmented generation (RAG) systems using LLMs such as Gemini, OpenAI, and Claude
(Anthropic), enabling automated legal and financial document analysis with human-in-the-loop feedback.
• Implemented AI agent orchestration pipelines using LangChain and LangGraph to support multi-step, agent
based workflows.
• Applied prompt engineering and evaluation techniques to enhance model accuracy, reduce hallucinations,
and ensure safe and high-quality outputs for legal, financial, and insurance use cases.
• Containerized data and AI workloads using Docker and deployed scalable services on Kubernetes across
cloud environments.
• Designed scalable ETL workflows in Python, SQL, and PySpark using Airflow for orchestration, ensuring
reliability, monitoring, and recoverability in production systems.
• Optimized distributed Spark workloads and SQL queries using window functions and performance tuning,
improving query performance by ~25%.
• Collaborated closely with business stakeholders, analysts, and compliance teams to understand end-user
workflows and ensure data solutions met real business needs.
Tools used: GCP, Airflow, Databricks, Python, PySpark, SQL, LLM, Kafka, LangChain, LangGraph, GitHub

Company industry:
Financial Services

Data Engineer

January 2020 - January 2022

Sobeys Inc.

Mississauga, Canada Remote

January 2020 - January 2022

• Led migration of enterprise ETL pipelines from Informatica and on-prem Hadoop environments to cloud
native architectures on GCP using BigQuery and Terraform.
• Designed and maintained scalable batch data pipelines using Spark, Airflow, and Databricks, supporting
supply chain and financial analytics.
• Built CI/CD pipelines using Jenkins to automate deployment and reduce manual operational effort.
• Refactored Hive-based transformations into optimized BigQuery SQL workflows, significantly reducing
pipeline runtimes.
• Worked across distributed systems and heterogeneous data sources, including Oracle, SQL Server, and third
party operational systems.
• Partnered with data architects, business analysts, and migration teams to drive data discovery, clarify
requirements, and deliver reliable production solutions.
Tools used: GCP, Spark, Airflow, Databricks, Hive, Oracle, Cloudera, Hadoop, Jenkins (CI/CD), GitHub

Company industry:
Retail & Wholesale

Education

University of Windsor

December 2019

December 2019

Master's degree, Industrial Engineering

Canada

Gujarat Technological University

June 2018

June 2018

Bachelor's degree, Mechanical Engineering

India

Skills

ARTIFICIAL INTELLIGENCE
Intermediate
ARTIFICIAL INTELLIGENCE
Intermediate
BIG DATA
Intermediate
BIG DATA
Intermediate
ANALYTICS
Intermediate
ANALYTICS
Intermediate
DATA ENGINEERING
Expert
DATA ENGINEERING
Expert
DISTRIBUTED COMPUTING
Intermediate
DISTRIBUTED COMPUTING
Intermediate
GOOD CLINICAL PRACTICES GCP
Intermediate
GOOD CLINICAL PRACTICES GCP
Intermediate
MICROSOFT AZURE
Intermediate
MICROSOFT AZURE
Intermediate
PYTHON PROGRAMMING LANGUAGE
Intermediate
PYTHON PROGRAMMING LANGUAGE
Intermediate
SQL PROGRAMMING LANGUAGE
Intermediate
SQL PROGRAMMING LANGUAGE
Intermediate
Databricks
Intermediate
Databricks
Intermediate
python
Intermediate
python
Intermediate

Training and Certifications

Certifications
GCP Professional Data Engineer