? Interview: Final round in person

We are looking for an experienced Senior Business Systems Analyst / Data Migration Specialist to support data transformation and migration initiatives across Salesforce, Snowflake, IBM DataStage, Tableau, and legacy applications.

The ideal candidate will have solid business-facing skills along with hands-on experience in data analysis, source-to-target mapping, data transformation, migration, reconciliation, and validation.

? Key Responsibilities

- Gather and document business and data requirements
- Work closely with business stakeholders, architects, developers, Data Engineers, and QA teams
- Analyze source and target systems, data structures, relationships, and dependencies
- Define source-to-target mappings, business rules, and transformation logic
- Perform data profiling and analysis using SQL
- Identify data quality issues, duplicates, gaps, and migration risks
- Support ETL/Data Engineering teams during migration activities
- Perform data reconciliation and post-migration validation




- Define acceptance criteria and support SIT/UAT
- Analyze downstream impacts on Tableau reporting and analytics
- Document data dependencies, constraints, risks, and business impacts

? Required Skills
- 7+ years of experience as a Business Systems Analyst, Data Analyst, or Data Migration Specialist
- Strong experience with end-to-end data migration/system conversion projects
- Excellent requirements gathering and stakeholder management skills
- Strong SQL and data analysis experience
- Hands-on experience with source-to-target mapping, data transformation, profiling, cleansing, reconciliation, and validation
- Experience with Salesforce, Snowflake, IBM DataStage, or comparable ETL/data integration platforms
- Understanding of reporting and downstream data dependencies
- Strong documentation and communication skills
- Financial Services/Banking experience is an asset

📌 Senior Business System Analyst (Toronto)
🏢 Aptino
📍 Toronto