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Added 1 hour ago
WC
Manager, Program Management (People Analytics)
Walmart Canada
Mississauga, ON
- Full-time
Knowledge of data quality, data integration, ETL, and automation concepts, with experience partnering across business and technology teams to improve the reliability and scalability of data…
Added 1 hour ago
V
Senior Data Scientist
Visa
Toronto, ON
- Full-time
Data ETL: Monitor and maintain recurring data processes, ensuring pipelines run on time and data quality stays high.
Added 1 hour ago
AI
SQL Server / SSIS ETL Developer
Apptoza Inc.
Toronto, ON
- Contract
Database and ETL Development Analyze business requirements and convert them into technical specifications, data mappings, ETL rules, and implementation tasks. Design, develop, and maintain…
Added 1 hour ago
AI
SQL Server / SSIS ETL Developer
Apptoza Inc.
Toronto, ON
- Contract
Database and ETL Development Analyze business requirements and convert them into technical specifications, data mappings, ETL rules, and implementation tasks. Design, develop, and maintain…
Added 1 hour ago
AI
Senior Platform Engineer
Apptoza Inc.
Toronto, ON
- Contract
SQL-based systems: SQL Server and PostgreSQL Data warehouses: Teradata, Redshift, Netezza ETL Tools
Added 1 hour ago
OM
Analyst, Data Management & Visualization
Omnicom Media
Toronto, ON
- Full-time
Maintain and extend existing ETL pipelines that feed dashboards, and build straightforward new ones with review from a senior team member.
Added 1 hour ago
NA
Enterprise Data Systems Analyst, Enterprise Systems
Northern Alberta Institute of Technology
St. Catharines, ON · Main Campus
- Full-time
Design, build, and maintain Enterprise Data Warehouse objects and ETL.
Added 2 hours ago
KC
IAM Support Engineer – ETL & Data Modeling
KeyData Cyber
Toronto, ON
- Full-time
We are currently looking to hire an IAM Support Engineer – ETL & Data Modeling to join KeyData Cyber’s Managed Services team. In this role, you will provide Level 2 support for our…
Added 2 hours ago
ZS
SAS Technical Consultant
Zodiac Solutions, Inc
Markham, ON
- Contract
…deep expertise in Base SAS, SAS Enterprise Guide, SAS Macros, ETL/Data Processing, and enterprise data warehousing concepts, with the ability to analyze complex SAS estates and guide…
Added 3 hours ago
Software Engineer
Scotiabank
Toronto, ON
The successful candidate will have a strong foundation in Data warehousing, ETL processes, and scheduling.
Added 3 hours ago
RT
Conseiller(ère) sénior, Gestion des données de Foundry | Senior Advisor, Foundry Data Management
Rio Tinto
Montreal, QC
- Full-time
Expérience démontrée dans la conception et l’orchestration de pipelines ETL ainsi qu’en modélisation de données.
Added 3 hours ago
H
Senior Quality Engineer
Hays
Toronto, ON
- $65 to $80 CAD / hour
- Contract
…This role is focused on quality engineering, test automation, ETL validation, and data pipeline testing across Azure and Google Cloud environments. You'll work closely with data engineers,…
Added 3 hours ago
H
Data Quality Engineer
Hays
Toronto, ON
- Contract
…validate data accuracy, integrity, and system functionality in ETL pipelines across Azure and GCP, including both functional and non-functional…
Added 4 hours ago
T
Senior Quality Engineer
Tangerine
Toronto, ON
- Full-time
We are looking for a Senior Quality Engineer to join our Quality Engineering team. This person will be responsible for ETL testing, data validation, source-to-target reconciliation, data…
Added 4 hours ago
Senior Quality Engineer
Scotiabank
Toronto, ON
We are looking for a Senior Quality Engineer to join our Quality Engineering team. This person will be responsible for ETL testing, data validation, source-to-target reconciliation, data…
Added 4 hours ago
BC
Data Platform Administrator/Developer
BBA Consultants
Mont-Saint-Hilaire, QC · Mont-St-Hilaire, QC
- Full-time
Design and maintain cloud-based data pipelines (ETL/ELT)
Added 4 hours ago
ES
Semantic Model Senior Developer
Epsilon Solutions Ltd.
Mississauga, ON
- Contract
Experience with ETL or ELT technologies such as SSIS, Azure Data Factory, or equivalent platforms.
Added 4 hours ago
BC
Data Platform Administrator/Developer
BBA Consultants
Montreal, QC
- Full-time
Design and maintain cloud-based data pipelines (ETL/ELT)
Added 4 hours ago
BC
Data Platform Administrator/Developer
BBA Consultants
Boisbriand, QC
- Full-time
Design and maintain cloud-based data pipelines (ETL/ELT)
Added 4 hours ago
C
Senior Data Engineer
Clio
Toronto, ON
- Full-time
Implement data ingestion techniques (streaming and batch) using best practices in data modeling, ETL/ELT processes by leveraging AWS technologies and data tools
Added 5 hours ago
RI
Senior Data Architect (Databricks, Azure & Enterprise Data Integration)
Rose International
Edmonton, AB
- Full-time
Proven experience designing enterprise integration patterns, including REST APIs, ETL/ELT, event streaming, and change data capture
Added 5 hours ago
Senior Data Specialist, Retro Administration
Munich Re
Toronto, ON
Support ETL processes and data transformation requirements across operational systems.
Added 5 hours ago
C
Senior Data Engineer
Clio
Canada
- Full-time
Implement data ingestion techniques (streaming and batch) using best practices in data modeling, ETL/ELT processes by leveraging AWS technologies and data tools
Added 5 hours ago
C
Senior Data Engineer
Clio
Toronto, ON
- Full-time
Implement data ingestion techniques (streaming and batch) using best practices in data modeling, ETL/ELT processes by leveraging AWS technologies and data tools
Added 5 hours ago
MP
Data Engineer
Michael Page
Winnipeg, MB
- $80,000 to $100,000 CAD / year
- Full-time
…similar role, with strong expertise in Python, PySpark, SQL, ETL development, and Microsoft data…

Bench

Senior BSA / Data Migration Specialist

Toronto, ON, Canada

Full-time

Apply About employer

Applications open in a new tab.

Job details

Job type: Full-time
Apply by: Nov 6, 2026
Posting language: English
Posted: Oct 7, 2026

Original job description

Location: Toronto, ON, Canada – Hybrid

Employment Type: Contract / Full-Time

Experience: 7+ years

About the Role

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

The ideal candidate will combine strong business analysis, data migration, SQL, data mapping, and stakeholder management skills and will be responsible for translating business requirements into clear data migration and transformation requirements.

Important – Please Read Before Applying

This is a Toronto-based hybrid role and candidates must be able to work from the Toronto office as required.
We are currently not providing visa sponsorship or work permit sponsorship for this position.
Candidates must already have valid authorization to work in Canada.
Please apply only if you meet the above requirements and have relevant hands-on data migration / system conversion experience.

Key Responsibilities

Work closely with business stakeholders to understand business processes, data requirements, reporting needs, and downstream impacts.
Lead requirements gathering and facilitate discussions between business, technology, data, architecture, development, and QA teams.
Analyze source and target systems, including data structures, relationships, dependencies, and constraints.
Define and document source-to-target data mappings, business rules, transformation logic, and migration requirements.
Perform data profiling and analysis using SQL and related tools.
Identify data quality issues, duplicates, anomalies, gaps, and migration risks and support remediation activities.
Work closely with Data Engineers and ETL teams to support data transformation and migration activities.
Support data reconciliation and validation to ensure migrated data is complete and accurate.
Define business acceptance criteria and support SIT, UAT, and post-migration validation.
Assess downstream impacts of migrated data, particularly for reporting and Tableau analytics.
Communicate complex data issues and recommendations clearly to both technical and non-technical stakeholders.

Required Skills & Experience

7+ years of experience as a Business Systems Analyst, Data Analyst, Data Migration Specialist, or similar role.
Strong experience with end-to-end data migration or system conversion projects.
Strong requirements elicitation and stakeholder management experience.
Hands-on experience with:
Source-to-target mapping
Data transformation
Data profiling
Data cleansing
Data reconciliation
Data validation
Strong SQL and data analysis skills.
Experience working with Salesforce, Snowflake, IBM DataStage, or comparable ETL/data integration platforms.
Understanding of reporting and downstream data dependencies.
Strong analytical, documentation, communication, and problem-solving skills.
Ability to identify data constraints, dependencies, risks, and business impacts.

Nice to Have

Experience with Tableau and reporting/analytics environments.
Salesforce data migration experience.
Snowflake experience.
IBM DataStage experience.
Financial Services / Banking experience.
Experience working on large enterprise transformation or modernization programs.

Important Candidate Requirement

This role requires genuine hands-on data migration / system conversion experience. Candidates with only traditional Business Analyst experience and no practical experience with data mapping, migration, SQL, reconciliation, and validation may not be suitable.

Please include the following with your application:

Current location
Canadian work authorization status
Notice period / availability
Expected annual salary or hourly/day rate
Years of data migration experience
Relevant experience with Salesforce / Snowflake / DataStage / Tableau

Apply About employer

More about this job

Responsibilities

Gather and document business and data requirements, analyze source and target systems, and define data mappings, business rules, and transformation requirements. Support migration execution, data quality remediation, reconciliation, validation, testing, and assessment of downstream reporting impacts.

Requirements

Requires 7+ years in business systems analysis, data analysis, or data migration, including hands-on end-to-end migration or system conversion experience. Candidates need strong SQL, data mapping, profiling, cleansing, reconciliation, validation, requirements elicitation, and stakeholder management skills, plus experience with Salesforce, Snowflake, IBM DataStage, or comparable platforms.

Skills

Data Migration
Business Analysis
Requirements Elicitation
Stakeholder Management
Source-to-Target Mapping
Data Transformation
Data Profiling
Data Cleansing
Data Reconciliation
Data Validation
SQL
Salesforce
Snowflake
IBM DataStage
Tableau
Data Quality Analysis

Visa sponsorship

Not detected in the job text

Keywords

Business Systems Analysis
Data Migration
System Conversion
Salesforce
Snowflake
IBM DataStage
Tableau
SQL
Source-to-Target Mapping
Data Transformation
Data Profiling
Data Cleansing
Data Reconciliation
Data Validation
Data Quality
ETL
Data Integration
Requirements Elicitation
Stakeholder Management
Business Rules
Data Structures
Data Dependencies
Downstream Reporting
SIT
UAT
Data Remediation
Financial Services
Enterprise Transformation
Data Analytics

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