AKASH AJAY AGARWAL
Toronto,Canada
Summary
Data Engineer | Cloud Migration Specialist | ETL Expert 6+ years of experience delivering enterprise-scale data engineering solutions and leading cloud migrations on GCP. Led 11PB migration to GCP, boosting efficiency by 40%. Hands-on expertise in BigQuery, Dataproc, Cloud Functions, Workflows, Dataplex, dbt, Python, SQL, Terraform, and data warehousing. Strong background in data modeling, CI/CD, and cloud-native architecture for scalable and resilient systems.
Overview
6
6
years of professional experience
1
1
Certification
Work History
Data Engineer
Scotiabank
Toronto, Canada
02.2025 - Current
- Developed global banking KPIs for Latin American and Caribbean regions using MinIO and Trino, ensuring accuracy and scalable performance.
- Collaborated with analytics teams to validate KPIs prior to migration into GCP BigQuery, maintaining strict data quality standards.
- Migrated data from SQL Server to GCP using Qlik and SFTP, applying transformation logic and data mapping for analytics.
- Leveraged Power BI and Salesforce for creating actionable dashboards and business reports.
- Applied PySpark, SparkSQL, Pandas, and NumPy for data preparation, transformation, and analysis within cloud pipelines.
Senior Data Engineer
IBM
09.2022 - 09.2024
- Migrated 11 PB of data to GCP using services including Cloud Functions, Workflows, Dataproc, BigQuery, Cloud Storage, and Cloud Spanner.
- Enhanced transformation logic using dbt and structured workflows for BigQuery pipelines.
- Designed pipelines and real-time systems using Dataflow, Pub/Sub, and Python for high-volume data ingestion.
- Implemented data governance using Dataplex for metadata management and policy enforcement.
- Automated infrastructure provisioning using Terraform for Dataproc, BigQuery, Pub/Sub, Cloud Functions, and CI/CD pipelines.
Big Data Engineer
NGDATA
01.2019 - 09.2022
- Led ETL workflows using Airflow and integrated GCP tools for high-performance analytics.
- Developed real-time pipelines using Dataflow and Python with containerized deployments via Docker and Kubernetes.
- Maintained and scaled Hadoop infrastructure; implemented automation and monitoring using Terraform, Grafana, and CRON jobs.
- Applied GitHub and Bitbucket for version control and Jenkins for automated CI/CD workflows.
Education
PG Diploma - Big Data Technologies
CDAC
India01.2018
B.Tech. - Electronics and Telecommunications
University of Pune
India01.2017
Skills
- BigQuery
- Dataflow
- Dataproc
- Cloud Functions
- Workflows
- Dataplex
- Airflow
- Dbt
- ETL
- Data Warehousing
- Python
- SQL
- PySpark
- Terraform
- Jenkins C/CD
- Bitbucket
- Power BI
- Jupyter Notebooks
Certification
- GCP Professional Cloud Architect
- GCP Associate Cloud Engineer
- ITIL 4 Certified
Additional Information
Canadian Permanent Resident, References available on request
Timeline
Data Engineer
Scotiabank
02.2025 - Current
Senior Data Engineer
IBM
09.2022 - 09.2024
Big Data Engineer
NGDATA
01.2019 - 09.2022
PG Diploma - Big Data Technologies
CDAC
B.Tech. - Electronics and Telecommunications
University of Pune
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