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Added 7 hours ago
GC
Machine Learning Research & Engineering Specialist
Gramian Consulting Group
Remote, Canada
- Contract
- Remote
SENIORITY: Experienced / Research-Level Engineer
Added 8 hours ago
RI
AI Engineer
Remarcable, Inc.
Remote, Canada
- Full-time
- Remote
As our AI Engineer, you will turn the data flowing through Remarcable every day (purchase orders, quotes, invoices, inventory and supplier catalogs) into AI features that save contractors…
Added 8 hours ago
SM
Logistics Specialist
Smartrend Manufacturing Group (SMG)
Winnipeg, MB
- Full-time
At Smartrend Manufacturing Group (SMG), we design, engineer, and manufacture technology that solves real-world transportation challenges, and we're growing fast.
Added 8 hours ago
LI
Design Verification Engineer
LanceSoft, Inc.
Markham, ON
- Full-time
…market-driven schedules, and work within the existing verification infrastructure on currently active projects. Be familiar with hardware modeling and/or assertion-based verification…
Added 8 hours ago
F
Senior AI Engineer (NVIDIA + LLM Inference) - Onsite - Toronto, Canada
FullStack
Toronto, ON
- Full-time
Join our talent network and connect with U.S. clients for flexible, project-based development work as a Senior AI Engineer (NVIDIA + LLM Inference).
Added 8 hours ago
BD
Sr. Engineer, Mine Closure
Burgundy Diamond Mines
Yellowknife, NT
- Full-time
Added 8 hours ago
AC
Product Development Engineer - Mechanical Design For Liquid Cooling
Amphenol Communications Solutions
Markham, ON
- Full-time
Position: Product Development Engineer - Mechanical Design for Liquid Cooling
Added 8 hours ago
C
Solutions Designer, Splunk Montreal, Quebec, Canada
Cisco
Montreal, QC
- Full-time
Splunk is seeking a highly skilled and strategic Senior Solutions Engineer to join our Eastern Canada team. Splunk, a Cisco company, is building a safer and more resilient digital world…
Added 8 hours ago
T
Engineer I
TD
Toronto, ON
- Full-time
Execute on Engineering strategy as it relates to the introduction of tools and the automation of build, test, release and configure activities across Application, Platform and Infrastructure
Added 9 hours ago
D
Principal Software Engineer, Docker Hardened Images
Docker
Remote, Canada
- Full-time
- Remote
…providing the sandboxed environments, verified images, and secure infrastructure that make autonomous workflows trustworthy by…
Added 9 hours ago
PL
Senior Mine Engineer/Planner - PL#27347
Peter Lucas
Vancouver, BC
- Full-time
…delivery. We are currently looking for an experienced Senior Mine Engineer / Planner to join our…
Added 9 hours ago
WI
Senior Electrical Engineer - Buildings
WSP in Canada
Markham, ON
- Full-time
As one of the world’s leading professional services firms, we partner with clients across transportation, infrastructure, environment, buildings, energy, water, mining and metals. We pair…
Added 9 hours ago
WI
Senior Electrical Engineer
WSP in Canada
Markham, ON
- Full-time
Join our Buildings M&E team as a Senior Electrical Engineer and help shape electrical solutions for diverse projects across Canada. Based in Thornhill/Markham (GTA), you’ll bring…
Added 9 hours ago
WI
Senior Mechanical Engineer, Buildings
WSP in Canada
Markham, ON
- Full-time
Bachelor’s degree in Mechanical Engineering and licensure as a Professional Engineer (P. Eng.).
Added 9 hours ago
TT
Intermediate Mechanical Engineer
Tetra Tech
Thunder Bay, ON
- Full-time
Tetra Tech is adding a Intermediate Mechanical Engineer to our Mechanical team based in Thunder Bay, ON . This is a new vacant position for which we are actively recruiting.
Added 9 hours ago
S
Staff Software Engineer, Payments Intelligence
Stripe
Toronto, ON
- Full-time
Stripe is a financial infrastructure platform for businesses. Millions of companies - from the world’s largest enterprises to the most ambitious startups - use Stripe to accept payments,…
Added 9 hours ago
TT
Junior Electrical Engineer (EIT)
Tetra Tech
Vancouver, BC
- Full-time
Tetra Tech is adding an Electrical Engineer-in-Training (EIT) to our Electrical team based in Vancouver, BC .
Added 9 hours ago
MC
EMS Engineer
MatchBox Consulting Group
Calgary, AB
- Full-time
MatchBox Consulting Group is currently seeking an EMS Engineer for a permanent role with a client of ours located in Calgary.
Added 9 hours ago
WI
Intermediate Electrical Engineer - Buildings
WSP in Canada
Markham, ON
- Full-time
As one of the world’s leading professional services firms, we partner with clients across transportation, infrastructure, environment, buildings, energy, water, mining and metals. We pair…
Added 9 hours ago
C
Graphic Designer
CIMA+
Calgary, AB
- Full-time
…projects, but we also integrate green solutions into every infrastructure, building, transportation, and energy project we undertake. Join us and immerse yourself in a dynamic, innovative,…
Added 9 hours ago
PL
Senior Mine Engineer/Planner - PL#27347
Peter Lucas
Kelowna, BC
- Full-time
…delivery. We are currently looking for an experienced Senior Mine Engineer / Planner to join our…
Added 9 hours ago
WI
Senior Electrical Engineer
WSP in Canada
Vaughan, ON
- Full-time
Join our Buildings M&E team as a Senior Electrical Engineer and help shape electrical solutions for diverse projects across Canada. Based in Thornhill/Markham (GTA), you’ll bring…
Added 9 hours ago
WI
Senior Electrical Engineer - Buildings
WSP in Canada
Vaughan, ON
- Full-time
As one of the world’s leading professional services firms, we partner with clients across transportation, infrastructure, environment, buildings, energy, water, mining and metals. We pair…
Added 9 hours ago
WI
Senior Mechanical Engineer, Buildings
WSP in Canada
Vaughan, ON
- Full-time
Bachelor’s degree in Mechanical Engineering and licensure as a Professional Engineer (P. Eng.).
Added 9 hours ago
AI
Forward Deployed Engineer (Python/Pyspark Developer)
Apptoza Inc.
Toronto, ON
- Full-time
Role: Forward Deployed Engineer (Python/Pyspark Developer)

Apptoza Inc.

Forward Deployed Engineer (Python/Pyspark Developer)

Toronto, ON, Canada

Full-time

Apply About employer

Applications open in a new tab.

Job details

Job type: Full-time
Apply by: Nov 25, 2026
Experience: 10+ years of experience in data engineering, AI application development, cloud data platforms, and production software engineering.
Posting language: English
Posted: Oct 26, 2026

Original job description

Role: Forward Deployed Engineer (Python/Pyspark Developer)

Toronto

Full time

The opportunity

We are looking for a senior Forward Deployed Engineer who combines production-grade software engineering, data engineering, AI application development, and client-facing consulting. You will embed with business users, client SMEs, product owners, and engineering teams to understand complex workflows, rapidly validate solutions using real data, remove technical blockers, and own delivery through production launch, stabilization, adoption, and handover.

What you will do

Embed with client SMEs, product owners, business users, and engineers to map workflows, users, data, constraints, and decision points.

Agree on the first useful release, measurable success criteria, and a practical roadmap from prototype to production.

Profile unfamiliar client data using Python, pandas, PySpark, and SQL to assess coverage, quality, volumes, distributions, edge cases, and feasibility.

Build thin working solutions using real client data and APIs, validate them with users, and iteratively harden them for production.

Design, develop, and deploy enterprise AI and data applications using Python, PySpark, SQL, REST APIs, FastAPI, and cloud data platforms.

Build Claude-powered applications, copilots, and AI workflows using prompt engineering, RAG, vector databases, semantic search, and agentic AI patterns.

Design batch, real-time, and streaming data pipelines and integrations across enterprise systems.

Implement MLOps/LLMOps capabilities, including lifecycle management, CI/CD, MLflow, monitoring, deployment automation, rollback, and production support.

Create evaluation datasets with client SMEs, measure model and LLM quality, perform structured error analysis, and prioritize improvements.

Resolve data-access, API, identity, network, security, infrastructure, and deployment blockers with client teams.

Own post-go-live monitoring, incident diagnosis, rollback, stabilization, latency, performance, reliability, and cost optimization.

Measure adoption and business impact using agreed KPIs, then complete structured handover with runbooks, support ownership, and knowledge transfer.

What you bring

10+ years of experience in data engineering, AI application development, cloud data platforms, and production software engineering.

Strong hands-on expertise in Python, PySpark, SQL, REST APIs, FastAPI, Git, Docker, Kubernetes, Airflow, MLflow, CI/CD, and distributed processing.

Experience with Claude, prompt engineering, RAG, vector databases, semantic search, and agentic AI patterns.

Strong knowledge of ETL/ELT, batch and streaming pipelines, data quality, metadata, lineage, observability, and DataOps.

Experience operationalizing MLOps/LLMOps, including model lifecycle management, automated deployment, monitoring, rollback, and production support.

Knowledge of enterprise cloud services across compute, storage, integration, orchestration, networking, monitoring, security, and cost optimization.

Understanding of IAM/RBAC, encryption, secrets management, privacy controls, auditability, compliance, and secure data access.

Ability to translate business requirements into scalable designs, define non-functional requirements, estimate effort, and drive implementation.

BFSI experience and strong client-facing skills across discovery, rapid prototyping, solution shaping, workshops, and technical presentations.

Bachelor's degree in a relevant discipline. Cloud, Kubernetes, AI engineering, MLOps, data engineering, architecture, or security certifications are preferred.

Apply About employer

More about this job

Responsibilities

Embed with client teams to understand workflows and data, validate solutions using real client data, and build and deploy production-grade AI and data applications. Own delivery from prototyping through launch, monitoring, stabilization, adoption measurement, and structured handover.

Requirements

Requires 10+ years of experience in data engineering, AI application development, cloud data platforms, and production software engineering, with strong hands-on skills in Python, PySpark, SQL, APIs, and production tooling. Candidates should have experience with AI and MLOps/LLMOps, enterprise cloud and security practices, and client-facing delivery; a relevant bachelor's degree is required, while relevant certifications are preferred.

Skills

Python
PySpark
SQL
REST APIs
FastAPI
Data Engineering
AI Application Development
Claude
Prompt Engineering
Retrieval-Augmented Generation
Vector Databases
MLOps
LLMOps
Cloud Data Platforms
Kubernetes
Client-Facing Consulting

Visa sponsorship

Not detected in the job text

Keywords

Python
PySpark
Pandas
SQL
REST APIs
FastAPI
Claude
Prompt Engineering
Retrieval-Augmented Generation
Vector Databases
Semantic Search
Agentic AI
ETL/ELT
Batch Processing
Streaming Data Pipelines
Airflow
MLflow
MLOps
LLMOps
CI/CD
Docker
Kubernetes
Distributed Processing
Data Quality
DataOps
IAM/RBAC
BFSI
Cloud Data Platforms
Monitoring
Incident Diagnosis

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