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Added 4 hours ago
A
Java Full Stack Lead
Accenture
Mississauga, ON
- Full-time
…unprecedented challenges, and they need us more than ever before. As a Network, ATCs are positioned to unlock greater opportunities and exponential value for our…
Added 9 hours ago
A
Senior Electrical Engineer, Data Centers
AECOM
Markham, ON
- $125,000 to $175,000 CAD / year
- Full-time
…communities thrive. We are the world's trusted infrastructure consulting firm, partnering with clients to solve the world’s most complex challenges and build legacies for future…
Added 9 hours ago
A
Mechanical Engineer, Data Centers
AECOM
Markham, ON
- $90,000 to $145,000 CAD / year
- Full-time
…communities thrive. We are the world's trusted infrastructure consulting firm, partnering with clients to solve the world’s most complex challenges and build legacies for future…
Added 9 hours ago
A
Mechanical Engineering Lead, Data Centers
AECOM
Markham, ON
- $145,000 to $195,000 CAD / year
- Full-time
…communities thrive. We are the world's trusted infrastructure consulting firm, partnering with clients to solve the world’s most complex challenges and build legacies for future…
Added 9 hours ago
A
Design Manager, Data Centers
AECOM
Markham, ON
- $150,000 to $200,000 CAD / year
- Full-time
…communities thrive. We are the world's trusted infrastructure consulting firm, partnering with clients to solve the world’s most complex challenges and build legacies for future…
Added 9 hours ago
A
Electrical Engineering Lead, Data Centers
AECOM
Markham, ON
- $145,000 to $195,000 CAD / year
- Full-time
…communities thrive. We are the world's trusted infrastructure consulting firm, partnering with clients to solve the world’s most complex challenges and build legacies for future…
Added 9 hours ago
A
Senior Mechanical Engineer, Data Centers
AECOM
Markham, ON
- $125,000 to $175,000 CAD / year
- Full-time
…communities thrive. We are the world's trusted infrastructure consulting firm, partnering with clients to solve the world’s most complex challenges and build legacies for future…
Added 9 hours ago
A
Electrical Engineer, Data Centers
AECOM
Markham, ON
- $90,000 to $140,000 CAD / year
- Full-time
…communities thrive. We are the world's trusted infrastructure consulting firm, partnering with clients to solve the world’s most complex challenges and build legacies for future…
Added 9 hours ago
FH
Lead, Health Informatics
Fraser Health
Surrey, BC
- Full-time
The Virtual Infrastructure team at Fraser Health is looking for a Cloud Engineer to join our team. This role plans, designs, implements, and supports secure and reliable cloud solutions.…
Added 12 hours ago
W
Senior Electrical Engineer
Worley
Vancouver, BC
- Full-time
…create value across the life of their assets. We specialize in consulting, engineering, procurement and construction across the project lifecycle, with services extending through to…
Added 14 hours ago
PC
Cloud Infrastructure Engineer, Senior Associate
Pwc Canada
Ottawa, ON · Toronto, ON
- Full-time
…including identity and access management (IAM), data encryption, network security, and compliance with industry standards and…
Added 14 hours ago
PP
Junior Application Engineer
Preston Phipps Inc
Calgary, AB
- Full-time
We are seeking a motivated and detail-oriented Junior Applications Engineer / Sales Support professional to join our team. This role provides technical and administrative support to our…
Added 15 hours ago
AI
Python Developer
Apptoza Inc.
Toronto, ON
- Full-time
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…
Added 16 hours ago
AI
Python Developer -Forward Deployed, Pyspark
Apptoza Inc.
Toronto, ON
- Contract
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…
Added 16 hours ago
BG
Electrical Engineer
Brandt Group of Companies
Zehner
- Full-time
The Electrical Engineer is responsible for the design and coordinating of Electrical Engineering works associated with the construction of new buildings and renovation projects for the…
Added 16 hours ago
AI
Forward Deployed Engineer (Python/Pyspark Developer)
Apptoza Inc.
Toronto, ON
- Contract
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…
Added 17 hours ago
FC
Junior Application Engineer
Flow Control Group
Calgary, AB
- Full-time
We are seeking a motivated and detail-oriented Junior Applications Engineer / Sales Support professional to join our team. This role provides technical and administrative support to our…
Added 17 hours ago
Energy Group Leader
Mott MacDonald
Calgary, AB
Professional Engineer (P.Eng.) designation in Alberta, or eligibility to obtain registration.
Added 18 hours ago
AI
Forward Deployed Engineer (Python/Pyspark and GenAI / LLM)
Apptoza Inc.
Toronto, ON
- Full-time
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…
Added 19 hours ago
Staff Engineer, Infrastructure Solutions (12 month contract)
EQ Bank | Canada's Challenger Bank
Toronto, ON
The Staff Engineer plays a key role within the Infrastructure Solutions team, defining infrastructure strategies and roadmaps with a strong emphasis on network engineering initiatives. This…
Added 19 hours ago
IC
Network Security Engineer
Infotek Consulting Inc.
Toronto, ON
- $85 to $96 CAD / hour
- Contract
Troubleshoot complex firewall and network connectivity issues.
Added 19 hours ago
IO
Inspection Specialist
Imperial Oil
Nanticoke, ON
- Full-time
Imperial is looking for an experienced Systems Engineer to join our team in Nanticoke. Responsible for implementing and maintaining the hardware and software platform for both basic and…
Added 20 hours ago
E
Security Consultant – Mobile & Web Application Security
Elastify
Toronto, ON · Greater Toronto Area, Canada
- Full-time
This is a hands-on, client-facing consulting role. You will run penetration tests end to end: scoping, testing, reporting, and readout. Mobile is the focus, but the apps you test talk to…
Added 20 hours ago
E
Project Engineer - Water & Wastewater
EXP
Brampton, ON
- Full-time
…have your own experience, while staying connected to a global network of professionals, who believe we are a part of something bigger. Together, we are…
Added 21 hours ago
A
Senior Geotechnical Field Engineer
Arcadis
Vancouver, BC
- Full-time
Arcadis is looking for Senior Geotechnical Field Engineers to support the Senior Resident Engineer during Engineering Services During Construction on a variety of heavy civil,…

Apptoza Inc.

Forward Deployed Engineer (Python/Pyspark and GenAI / LLM)

Toronto, ON, Canada

Full-time

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Job details

Job type: Full-time
Apply by: Nov 26, 2026
Experience: 10+ years of experience in data engineering, AI application development, cloud data platforms, and production software engineering.
Posting language: English
Posted: Oct 27, 2026

Original job description

Role: Forward Deployed Engineer (Python/Pyspark and GenAI / LLM)

Location: Toronto, ON – Hybrid

Job Description:

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.

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More about this job

Responsibilities

Embed with client teams to understand workflows and data, validate solutions using real client data, and deliver enterprise AI and data applications from prototype through production launch and stabilization. Build and operate data pipelines and GenAI workflows, resolve technical blockers, measure quality and business impact, and complete handover with runbooks and knowledge transfer.

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 operations. Candidates should have experience with Claude and GenAI patterns, MLOps/LLMOps, enterprise cloud and security, and client-facing delivery; a relevant bachelor's degree is required, while relevant certifications are preferred.

Skills

Python
PySpark
SQL
REST APIs
FastAPI
Claude
Prompt Engineering
Retrieval-Augmented Generation (RAG)
Vector Databases
Semantic Search
Agentic AI
Data Engineering
MLOps/LLMOps
Kubernetes
Client-Facing Consulting
BFSI

Visa sponsorship

Not detected in the job text

Keywords

Python
PySpark
SQL
REST APIs
FastAPI
Claude
Prompt Engineering
Retrieval-Augmented Generation (RAG)
Vector Databases
Semantic Search
Agentic AI
ETL/ELT
Batch Processing
Streaming Data Pipelines
Data Quality
DataOps
MLOps
LLMOps
MLflow
CI/CD
Docker
Kubernetes
Airflow
Distributed Processing
Cloud Data Platforms
IAM/RBAC
Encryption
Secrets Management
BFSI
Production Support

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