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Added 13 mins ago
PL
Senior Mine Engineer/Planner - PL#27347
Peter Lucas
AB · Edmonton, AB
- Full-time
At Peter Lucas, we provide project management, engineering, procurement, and construction management services to clients in the mining, energy, and heavy industrial sectors. We are seeking…
Added 13 mins ago
Specialist Trainer
BHP
Canada
…diverse range of stakeholders to improve emergency and security systems, drive operational readiness, and support a strong risk-aware culture. You will have the opportunity to influence…
Added 13 mins ago
TT
Project Engineer (Laval)
trane technologies
Laval, QC · Longueuil, QC
- Full-time
…hardware and software design activities for building automation systems. Applies engineering principles and practices for work on assigned projects. Designs cost effective control solutions…
Added 13 mins ago
EI
Mechanical Engineer
Ecolab Inc.
Calgary, AB
- Full-time
Perform detailed mechanical design and engineering calculations related to thermodynamics, fluid mechanics, heat transfer, and fluid systems.
Added 13 mins ago
H
Sales Engineering Intern
Hexagon
Calgary, AB
- Other
Hexagon’s Autonomous Solutions division is looking for a Sales Engineering Intern to join our Business Development Technology Integration team in Calgary, AB, starting May 2027. This role…
Added 13 mins ago
JH
Fire Protection Engineer (P.Eng) (GHL Consultants, a part of J.S. Held)
J.S. Held LLC
Calgary, AB
- Full-time
…firm specializing in Building Code Consulting, Fire Protection Engineering, and Life Safety services. We provide innovative solutions to address complex building code and fire and life…
Added 13 mins ago
EG
Senior BIM Modeler – Civil 3D (Utilities, Roads & Surfaces)
Egis Group
Toronto, ON
- $85,000 to $115,000 CAD / year
- Full-time
…design coordination, construction documentation, and digital engineering workflows. Responsibilities span underground utility networks, stormwater systems, roadway corridors, grading…
Added 13 mins ago
AC
Business Process Advisor - Temporary
Air Canada
Dorval, QC
- Full-time
Develop the creation of reports to monitor and maintain positive control over our systems.
Added 13 mins ago
PC
Cloud Infrastructure Engineer, Senior Associate
Pwc Canada
Ottawa, ON · Toronto, ON
- Full-time
Those in data infrastructure at PwC focus on designing and implementing robust and scalable data storage and processing systems. You will ensure the efficient management and accessibility…
Added 27 mins ago
T
Cloud Architect
Tangerine
Toronto, ON
- Full-time
Bachelor (equivalent or higher) degree in computer science or engineering/mathematics discipline.
Added 27 mins ago
C
AI Strategist
Cognizant
Toronto, ON
- Full-time
Bridge business strategy with AI architecture, engineering, data platforms, agentic systems, and production delivery.
Added 27 mins ago
MC
SysOps Software Architect (36136)
Myticas Consulting
Ottawa, ON
- Full-time
Coordinate with BSS, user terminal, network engineering, cybersecurity, Network Operations, Satellite Operations, and Systems Engineering teams.
Added 27 mins ago
N
Sr.Test Automation Engineer
Nokia
Ottawa, ON · Kanata, ON
- Full-time
…testing. They will we responsible for ensuring that the entire engineering team builds up the resilience and stability of our distributed systems. This role offers an opportunity to make a…
Added 27 mins ago
CA
Assembleur / Assembler
Collins Aerospace
Mirabel, QC
- Full-time
Testing component connectivity and functionality, rigging, torquing and sealing aircraft systems.
Added 27 mins ago
MC
Embedded Software Architect, User Terminals (36137)
Myticas Consulting
Ottawa, ON
- Full-time
Collaborate with Systems Engineering to derive software architectures from system requirements.
Added 27 mins ago
GD
Integrated Master Scheduling Specialist
General Dynamics Land Systems–Canada
London, ON
- Full-time
…alongside a diverse, cross-functional team of seasoned Program, Engineering, and Subcontracts professionals who are passionate about excellence and continuous…
Added 27 mins ago
CO
Wastewater Treatment Plant Operator II
City of Penticton
Penticton, BC
- Full-time
Supports the overall operation of the Wastewater Treatment Plant, lift stations, and reclaimed water systems.
Added 27 mins ago
P&
Ingénieur analyste - Systèmes de contrôle / Engineer, Analyst - Control Systems
Pratt & Whitney
Longueuil, QC
- Full-time
Added 27 mins ago
PP
Service Technician
Preston Phipps Inc
Montreal, QC
- Full-time
Since 1933, Preston Phipps has been providing products and services related to the optimization of steam distribution systems, along with a complete line of valve, HVAC, air control, flow…
Added 27 mins ago
CA
Assembleur / Assembler
Collins Aerospace
Mirabel, QC
- Full-time
Testing component connectivity and functionality, rigging, torquing and sealing aircraft systems.
Added 27 mins ago
GD
Manufacturing Engineering, Assembly
General Dynamics Land Systems–Canada
London, ON
- Full-time
Work directly with Engineering to provide Manufacturing Engineering leadership and direction
Added 27 mins ago
R
Project Manager - Business Change
Raise
Burnaby, BC
- Full-time
Systems & Data Modeling: Work comfortably across various operational software environments, including SAP, custom internal applications, and data querying tools.
Added 27 mins ago
FC
Principal Process Specialist
Fluor Corporation
Vancouver, BC
- Full-time
…drawings and specifications for study, feasibility, Front End Engineering Development (FEED), or Engineering, Procurement, Fabrication, and Construction (EPFC) for these…
Added 27 mins ago
PP
Junior Application Engineer
Preston Phipps Inc
Calgary, AB
- Full-time
0-3 years of experience in applications engineering, technical sales support, process equipment, mechanical systems, or related industries.
Added 27 mins ago
BG
Technicien·ne de service - Manutention des matériaux | Technician - Material Handling
Brandt Group of Companies
Laval, QC
- Full-time

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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