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Ayushi Garg

Ayushi Garg

Data Migration Analyst

Noida, India 5+ yrs exp 90 Β· Outstanding

About

Data Migration Analyst with 5+ years of experience in legacy-to-modern platform migrations, data reconciliation, and ETL-driven data transformation within the banking and financial services domain. Proven track record of leading data migration from legacy SQL-based core banking systems to AWS cloud-native databases, driving $1.7M+ in annual cost savings. Skilled in SQL, PySpark, Snowflake, and Power BI for building reconciliation dashboards, managing defect/exception logs, and ensuring data quality across migration lifecycles. Adept at stakeholder coordination, requirements traceability, and producing actionable insights from large datasets to support cutover activities and governance readiness.

Skills & Expertise (28)

SQL Advanced
8.5/10
5
Years Exp
AWS Advanced
8.5/10
5
Years Exp
Python Advanced
8.3/10
5
Years Exp
Pandas Advanced
8.0/10
5
Years Exp
Source-to-Target Mapping Advanced
8.0/10
5
Years Exp
Data Quality & Validation Advanced
8.0/10
5
Years Exp
Data Reconciliation Advanced
8.0/10
5
Years Exp
S3 Advanced
8.0/10
5
Years Exp
PySpark Advanced
8.0/10
5
Years Exp
NumPy Advanced
7.8/10
5
Years Exp
Test Data Management Advanced
7.5/10
5
Years Exp
Apache Spark Advanced
7.5/10
5
Years Exp
Power BI Advanced
7.5/10
5
Years Exp
Glue Advanced
7.5/10
5
Years Exp
Redshift Advanced
7.5/10
5
Years Exp
Snowflake Advanced
7.0/10
5
Years Exp
Git Advanced
7.0/10
5
Years Exp
MySql Advanced
7.0/10
5
Years Exp
Apache Airflow Intermediate
6.5/10
3
Years Exp
Apache Kafka Intermediate
6.0/10
3
Years Exp
DBT Intermediate
6.0/10
3
Years Exp
ODI Amazon Redshift GCP Google Cloud Platform Peoplesoft EBS ERP

Work Experience

Assistant Manager Data Analyst

GENPACT

May 2023 - Present

Led data migration from legacy SQL-based core banking systems to modern AWS cloud-native databases, leveraging PySpark, SQL, and Snowflake to execute complex data mapping, reconciliation, and test data management within microservices environments, driving $1.7M+ in annual cost savings. Accelerated business growth by 30% via moving SLA’s ahead in time by implementing the efficient technology automation, testing and streamlining of the production processes. Spearheaded project releases ahead of schedule while analyzing business requirements, exercising stakeholder management, ensuring requirements traceability, and applying strong analytical skills through proactive communication with onshore business during US business hours. Managed comprehensive defect and exception logs for data migration activities, applying high attention to detail to track root causes and ensure timely closure of data blockers. Designed and maintained Power BI reconciliation dashboards comparing source vs. target data for core banking migrations, enabling real-time visibility into balance tie-outs, record count variances, and exception trends across mock runs and cutover activities.

Software Engineer

mFilterIt

Mar 2021 - Apr 2023

Transformed data into actionable business insights by using data cleaning, transformation, and analysis (ETL) techniques for accuracy and consistency in business reports. Accelerated business growth by 40% by Optimizing system for the advertisers and revenue for the publishers in their digital marketing, Ensuring the processing of high-quality ad impression. Identified sources of undesirable traffic in digital marketing and continuously evolving in order to prevent ad fraud from the ad network though accumulating data from diverse sources.

Education

BTech in Electrical Engineering (Specialization: Computer Science) - Dayalbagh Educational Institute

2017 - 2021 Β· Afghanistan

Research Intern - Deep Learning AI (Convolutional Neural Networks) - IIT Hyderabad

- 2019 Β· Afghanistan

Certifications

No certifications added yet

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Profile Score Breakdown

πŸ“· Photo 10/10
πŸ“„ Resume 10/10
πŸ’Ό Job Title 10/10
✍️ Bio 10/10
πŸ› οΈ Skills 20/20
πŸŽ“ Education 10/10
⏱️ Experience 15/15
πŸ’° Rate 0/5
πŸ† Certs 0/5
βœ… Verified 5/5
Total Score 90/100

Profile Overview

Member sinceJul 2026