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Added 15 hours ago
Reliability Specialist, Cranes Maintenance
ArcelorMittal
Hamilton, ON
…providing engineering and technical support ranging from equipment design and redesign to investigations, rebuilds, repairs, and capital…
Added 15 hours ago
RB
Senior Quality Engineer
Royal Bank of Canada
Toronto, ON
- Full-time
Plan, design, and execute functional, integration, end-to-end, and regression testing for enhancements, fixes, and feature releases across legacy .NET, web, API, and backend processes and…
Added 16 hours ago
X
Engineer - Reporting, Insights and Data-in
Xero
Remote, Canada
- Full-time
- Remote
You will take ownership of engineering problems from design through production, balancing performance, accuracy and ease of use. Working closely with Product, Design and other engineers,…
Added 16 hours ago
RB
Lead Full Stack Engineer
Royal Bank of Canada
Toronto, ON
- Full-time
Leaf Full Stack Engineer is responsible for developing and maintaining robust .NET-based APIs using the .NET Framework and ASP.NET Core, with a focus on cloud-native architecture. This role…
Added 16 hours ago
H
Technical Intern
Hytera
Toronto, ON
- Internship
Help install, configure, and update software/firmware on local servers, dispatch systems, and client terminals under senior engineer supervision.
Added 18 hours ago
W
Technical Consultant I, Water Engineer
Worley
Vancouver, BC
- Full-time
The Technical Consultant I, Water Engineer, supports the delivery of high-quality water and wastewater treatment consulting services for industrial clients. Working as part of…
Added 18 hours ago
W
Associate Technical Consultant
Worley
Calgary, AB · Edmonton, AB · Markham, ON · Oakville, ON · Sudbury, ON · Greater Sudbury, ON,CA
- Full-time
The purpose of the Principal Telecommunication Engineer role shall be to serve as a technical authority designing and delivering industrial telecommunication projects across Oil & Gas,…
Added 18 hours ago
F
Principal Design Engineer
Fluor
Vancouver, BC
- Full-time
Develop and review specifications, including design criteria
Added 18 hours ago
F
Project Manager II
Fluor
Vancouver, BC
- Full-time
Requires five (5) years of experience as Project Engineer or Specialist, or a project role of significant capacity such as Project Controls Lead, Contracts Lead, etc. and three (3) years…
Added 18 hours ago
V
Project & Shutdown Management Lead
Vale
Canada
- Full-time
…Owner. This also includes management of detailed engineering design, procurement, project controls, systems, construction support, and management services for individual…
Added 18 hours ago
SA
Sr Network Engineer
S&S Activewear
Burlington, ON
- Full-time
Develop wireless architecture standards for SSID design, authentication, roaming, channel planning, coverage, and interference management.
Added 18 hours ago
KR
L3 Operations Engineer
KTek Resourcing
Canada
- Contract
The L3 VCF Operations Engineer is a subject matter expert responsible for the advanced operational management, in-depth troubleshooting, and strategic optimization of the VMware Cloud…
Added 18 hours ago
C
Controls Engineer - Machinery Manufacturing
CyberCoders
Tecumseh, ON
- $80,000 to $120,000 CAD / year
- Full-time
We are seeking a Controls Engineer to join our Ontario-based engineering team. This is an excellent opportunity for a controls professional who enjoys designing, programming, commissioning,…
Added 18 hours ago
DS
Engineering Technician
Dorigo Systems Ltd.
Burnaby, BC
- $52,000 to $60,112 CAD / year
- Full-time
Report problems, issues, and defects to the SMT Production Supervisor or SMT Process Engineer for correction.
Added 18 hours ago
TC
Junior/Intermediate Structural Engineer
TIDES Consulting Ltd
Burnaby, BC
- $55,000 to $80,000 CAD / year
- Full-time
Our growing team has an immediate opening for a Junior/Intermediate Structural Engineer. Our projects include residential, commercial and industrial projects.
Added 19 hours ago
TS
Fire Protection Design Engineer - Associate Principal
TalentSphere Staffing Solutions
Ottawa, ON
- Full-time
Discipline: Fire Protection Engineering / Design
Added 19 hours ago
D
Senior Mechanical Engineer
DIALOG
Calgary, AB
- $115,000 to $130,000 CAD / year
- Full-time
We’re looking for a skilled mechanical engineer who is passionate about designing high performance building systems and leading projects from concept through to construction. At DIALOG,…
Added 19 hours ago
Advanced Process Control Specialist / Engineer
Spartan Controls Ltd.
Calgary, AB · Edmonton, AB
We are recruiting for an Advanced Process Control (APC) Specialist/Engineer for our either our Edmonton or Calgary office. In this role, you will be responsible for participating in the…
Added 19 hours ago
A
Technology - Senior Engineer/Engineer, Cybersecurity
Aritzia
Vancouver, BC
- Full-time
…the business to operate and innovate securely. As the Senior Engineer/Engineer, Cybersecurity, you will engineer, implement, automate, and continuously improve security across enterprise…
Added 19 hours ago
ST
Powertrain Design Release Engineer (Engine & Propulsion Systems)
SEGULA Technologies
Windsor, ON
- Full-time
Design, develop, validate, and release propulsion system components.
Added 19 hours ago
T
Electrical, Instrumentation & Controls Engineer
TransAlta
Hanna, AB
- Full-time
TransAlta is seeking a talented and experienced Electrical, Instrumentation and Controls Engineer to join our engineering team.
Added 19 hours ago
HA
Senior Engineer – Airworthiness & Certification
Horizon Aircraft
Kawartha Lakes, ON · Lindsay, ON
- Full-time
…building a hybrid-electric eVTOL aircraft, and we are taking our design from demonstrator to certified aircraft. Few engineers get to say they helped bring a new kind of aircraft into the…
Added 19 hours ago
HA
Capability Development Analyst (Engineer)
Horizon Aircraft
Kawartha Lakes, ON · Lindsay, ON
- Full-time
…building a hybrid-electric eVTOL aircraft, and we are taking our design from demonstrator to certified aircraft. Few engineers get to say they helped bring a new kind of aircraft into the…
Added 19 hours ago
AS
Databricks Data Engineer
Apex Systems
Toronto, ON
- $50 to $55 USD / hour
- Full-time
Apex Systems is seeking a Databricks Data Engineer in Toronto, ON to support a large-scale data migration and centralization initiative into an enterprise Databricks data hub. This Engineer…
Added 19 hours ago
S
Global Methods Engineer - Machining
Safran
Mirabel, QC
- Full-time
Design, maintain, and optimize dematerialized manufacturing ranges, inspection drawings, and associated monitoring plans for existing and new products.

Apex Systems

Databricks Data Engineer

Toronto, ON, Canada

$50 to $55 USD / hour · Full-time

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Job details

Pay: $50 to $55 USD / hour
Job type: Full-time
Apply by: Nov 27, 2026
Posting language: English
Posted: Oct 28, 2026

Original job description

Job#: 3057559

Job Description:

Databricks Data Engineer

Overview:

Apex Systems is seeking a Databricks Data Engineer in Toronto, ON to support a large-scale data migration and centralization initiative into an enterprise Databricks data hub. This Engineer will focus on building data pipelines, ingesting and transforming data from multiple source systems, and developing Bronze/Silver/Gold layers within a medallion architecture, while also supporting the migration of existing workloads from Hive Metastore to Unity Catalog.

A successful candidate will bring strong hands-on Databricks data engineering experience, including SQL, Python/PySpark, data migration and ETL development, with experience working in Azure Data Factory and Unity Catalog environments.

Responsibilities:

Design, develop, enhance, and maintain data pipelines within the Databricks platform.
Build and support data processing across Bronze, Silver, and Gold layers following medallion architecture practices.
Support the migration of existing jobs and workloads from Hive Metastore to Unity Catalog.
Ingest, transform, and migrate data from multiple enterprise sources, including Db2, SQL Server, structured data feeds, card networks, and file-based sources.
Develop data transformations using SQL, Python, and PySpark.
Build curated datasets, materialized/metric views, and downstream data feeds to support data consumers.
Support Azure Data Factory (ADF) pipelines and integrations as needed as part of the broader data migration environment.
Troubleshoot pipeline failures, data issues, transformation logic, and other technical problems encountered during migration.
Assist with transitioning users and workloads into the Unity Catalog environment, including supporting appropriate data access.
Partner with the team’s Data Architect, who will own the underlying data modeling and architecture decisions.
Collaborate with downstream teams responsible for BI and data consumption while remaining primarily focused on data engineering and migration.
Participate in the assessment and migration of existing workloads as the team identifies current jobs, users, dependencies, and data that must transition to the new environment.

Requirements:

Strong hands-on experience working as a Databricks Data Engineer or in a comparable data engineering role.
Strong experience designing, developing, and maintaining ETL/ELT and data ingestion pipelines.
Hands-on experience building data pipelines using a Bronze/Silver/Gold medallion architecture.
Strong development skills with SQL.
Hands-on development experience with Python and PySpark.
Experience migrating and transforming data from relational and/or file-based source systems.
Hands-on experience with Azure Data Factory (ADF) for data movement, integration, and/or pipeline orchestration.
Experience working with SQL Server or similar relational database technologies as upstream data sources.
Understanding of Databricks tables, objects, and data engineering workflows.
Strong troubleshooting and problem-solving skills, particularly around real-world data migration and ETL scenarios.
Ability to work effectively within a larger engineering environment where architecture, data engineering, ADF, and BI responsibilities may be distributed across different teams.

Nice to Have:

Hands-on experience with Databricks Unity Catalog, including working with Unity Catalog objects, tables, and access controls.
Previous experience migrating workloads from Hive Metastore to Unity Catalog.
Experience with DB2 or other legacy/enterprise data sources.
Experience within highly regulated environments where data governance, security, and retention requirements are important.
Databricks certifications, such as Databricks Certified Data Engineer or Databricks Certified Developer for Apache Spark.

Everforth Apex is a world-class IT services company that serves thousands of clients across the globe. When you join Everforth Apex, you become part of a team that values innovation, collaboration, and continuous learning. We offer quality career resources, training, certifications, development opportunities, and a comprehensive benefits package. Our commitment to excellence is reflected in many awards, including ClearlyRateds Best of Staffing® in Talent Satisfaction in the United States and Great Place to Work® in the United Kingdom and Mexico.

Everforth Apex Benefits Overview: In terms of professional development, Everforth Apex hosts an on-demand training program, provides access to certification prep and a library of technical and leadership courses/books/seminars once you have 6+ months of tenure, and certification discounts and other perks to associations that include CompTIA and IIBA.

© 2026 Everforth, Inc. All rights reserved.

Everforth Apex Systems is part of the Commercial Segment of Everforth, Inc.

NYSE: EFOR

4400 Cox Road

Suite 200

Glen Allen, Virginia 23060

Everforth Apex is an equal opportunity employer. We do not discriminate or allow discrimination on the basis of race, color, religion, creed, sex (including pregnancy, childbirth, breastfeeding, or related medical conditions), age, sexual orientation, gender identity, national origin, ancestry, citizenship, genetic information, registered domestic partner status, marital status, disability, status as a crime victim, protected veteran status, political affiliation, union membership, or any other characteristic protected by law. Everforth Apex will consider qualified applicants with criminal histories in a manner consistent with the requirements of applicable law. If you have visited our website in search of information on employment opportunities or to apply for a position, and you require an accommodation in using our website for a search or application, please contact our Benefits Department at [email protected] or 804-523-8228. (Do not submit resumes or solicit consultants to this email address). UnitedHealthcare creates and publishes the Transparency in Coverage Machine-Readable Files on behalf of Everforth Apex.

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More about this job

Responsibilities

Develop and maintain Databricks data pipelines, ingest and transform data from enterprise sources, and build Bronze, Silver, and Gold layers and curated datasets. Support workload migration from Hive Metastore to Unity Catalog, troubleshoot migration and data issues, and coordinate with architecture, ADF, and downstream BI teams.

Requirements

Candidates need hands-on data engineering experience with Databricks, ETL/ELT pipelines, medallion architecture, SQL, Python/PySpark, and Azure Data Factory. Experience migrating and transforming relational or file-based data, working with SQL Server or similar databases, and troubleshooting data workflows is required; Unity Catalog and Hive Metastore migration experience are preferred.

Skills

Databricks
SQL
Python
PySpark
ETL/ELT
Data Pipeline Development
Medallion Architecture
Azure Data Factory
Unity Catalog
Hive Metastore Migration
Data Ingestion
Data Transformation
SQL Server
DB2
Data Troubleshooting

Benefits

On-Demand Training
Technical and Leadership Courses
Certification Discounts

Visa sponsorship

Not detected in the job text

Keywords

Databricks
SQL
Python
PySpark
Azure Data Factory
Unity Catalog
Hive Metastore
ETL/ELT
Data Engineering
Data Pipelines
Data Ingestion
Data Migration
Data Transformation
Medallion Architecture
Bronze Layer
Silver Layer
Gold Layer
SQL Server
DB2
Relational Databases
File-Based Data Sources
Materialized Views
Metric Views
Data Governance
Data Access Controls
Apache Spark
Databricks Certified Data Engineer
Databricks Certified Developer for Apache Spark

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