Playwright Automation

Tata Consultancy Services; Toronto; On-site; CAD 85,000 - 100,000; Full time

Job summary

Tata Consultancy Services Canada Inc. is seeking a skilled Data Migration Lead to drive enterprise-scale cloud data migrations with strong QA and data validation expertise.

You will lead end-to-end strategy, execution, and quality assurance for complex migration tracks using Azure Databricks and Azure Data Factory. The role bridges technical data engineering and business stakeholders, ensuring secure, accurate migration with zero business disruption.

Qualifications

• Experience leading enterprise-scale data migration projects.
• Proficient in QA and data validation frameworks.
• Experience with source-to-target reconciliation and data quality.
• Strong liaison between technical teams and business stakeholders.

Responsibilities

• Lead end-to-end data migration tracks from scoping to production cutover.
• Define migration strategies, S2T mappings, and rollback procedures.
• Coordinate with product owners, system architects, and business teams to align on migration criteria.
• Design and optimize ETL/ELT pipelines to ingest, transform, and load data to Azure Cloud.
• Build optimized migration frameworks inside Azure Databricks using PySpark and Delta Lake.
• Orchestrate workflows via Azure Data Factory with incremental loads and error handling.
• Establish data validation framework and automated reconciliation across systems.
• Develop SIT/UAT and regression test strategies for migration programs.

Skills

Data migration

QA

Data validation

ETL/ELT

PySpark

Azure Databricks

Azure Data Factory

S2T mapping

Stakeholder alignment

Tools

Azure Databricks

Azure Data Factory

PySpark

Delta Lake

Medallion architecture

Job description

Tata Consultancy Services (TCS) is an equal opportunity employer, and embraces diversity in race, nationality, ethnicity, gender, age, physical ability, neurodiversity, and sexual orientation, to create a workforce that reflects the societies we operate in. Our continued commitment to Culture and Diversity is reflected in our people stories across our workforce and implemented through equitable workplace policies and processes.

Tata Consultancy Services (BSE: 532540, NSE: TCS) is the technology partner of choice for industry-leading organizations worldwide. Since its inception in 1968, TCS has upheld the highest standards of innovation, engineering excellence and customer service.

It has set an aspiration to become the world's largest AI-led technology services company and is enabling its clients to transform themselves across the full AI stack, from infrastructure to intelligence.

Rooted in the heritage of the Tata Group, TCS is focused on creating long term value for its clients, its investors, its employees, and the community at large. With a highly skilled workforce spread across 56 countries and 194 service delivery centers across the world, the company has been recognized as a top employer in six continents. With the ability to rapidly apply and scale new technologies, the company has built long term partnerships with its clients. Many of these relationships have endured into decades and navigated every technology cycle, from mainframes in the 1970s to artificial intelligence today.

Job Summary

We are seeking a highly skilled Data Migration Lead with strong QA and data validation expertise to drive our enterprise-scale cloud data migration initiatives. In this role, you will lead the end-to‑end strategy, execution, and quality assurance of complex data migration tracks. You will leverage the Microsoft Azure ecosystem, specifically Azure Databricks and Azure Data Factory (ADF), to design high-performance ETL pipelines while establishing rigorous source-to-target reconciliation and automated data quality frameworks. The ideal candidate acts as the bridge between technical data engineering teams and business stakeholders, ensuring that data is migrated securely, accurately, and with zero business disruption.

Key Responsibilities

• Migration Strategy & Leadership: Lead end-to‑end data migration tracks from initial scoping, legacy profiling, and planning through production cutover and deployment.
• Define comprehensive migration strategies, source‑to‑target mapping (S2T) documents, and fallback/rollback procedures.
• Coordinate with cross‑functional stakeholders, including product owners, system architects, and business teams, to align on migration criteria and business logic.
• ETL Engineering & Orchestration: Design and optimize ETL/ELT pipelines to ingest, transform, and load massive scale datasets from disparate legacy systems into Azure Cloud.
• Build optimized migration frameworks inside Azure Databricks using PySpark, Delta Lake, and Medallion architecture patterns.
• Orchestrate complex workflows and data movements via Azure Data Factory, managing incremental loads, scheduling, and error handling.

QA, Data Quality & Reconciliation

• Establish the data validation framework, implementing rules for advanced data profiling, cleansing, deduplication, and survivorship.
• Author comprehensive test strategies encompassing System Integration Testing (SIT), User Acceptance Testing (UAT), regression testing, and final production validation.
• Build automated source-to-target reconciliation

Salary Range - CA$ 85,000 - CA$ 100,000 Per annum

TCS does not use artificial intelligence tools for candidate screening or evaluation. This post is for a current vacancy. The hiring process includes an initial screening, followed by a technical evaluation and managerial discussion.

Tata Consultancy Services Canada Inc. is committed to meeting the accessibility needs of all individuals in accordance with the Accessibility for Ontarians with Disabilities Act (AODA) and the Ontario Human Rights Code (OHRC). Should you require accommodation during the recruitment and selection process, please inform Human Resources.

Thank you for your interest in TCS. Candidates that meet the qualifications for this position will be contacted within a 2-week period.