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Added 7 mins ago
OH
Senior Product Manager
Ontario Health
Toronto, ON
- Full-time
A premium defined benefit pension plan, ensuring long-term financial security
Added 7 mins ago
UO
Programmer Analyst II
University of British Columbia
Vancouver, BC · UBCV | The Leonard S. Klinck Building (LSK)
- $8,810.92 to $13,202.5 CAD / month
- Full-time
…conversion processes, within established UBC IT's technical…
Added 7 mins ago
UO
Programmer Analyst II
University of British Columbia
Vancouver, BC · UBCV | The Leonard S. Klinck Building (LSK)
- $8,810.92 to $13,202.5 CAD / month
- Full-time
…conversion processes, within established UBC IT's technical…
Added 7 mins ago
T
Software Engineer III
TD
Toronto, ON
- Full-time
You partner closely with Architecture, Security, Infrastructure, and Product to ensure solutions are resilient, secure-by-design, scalable, observable, and compliant with enterprise…
Added 7 mins ago
T
Software Engineer II
TD
Toronto, ON
- Full-time
…patterns and scalable engineering practices. You translate architecture and product requirements into quality software, working independently on complex components while partnering with…
Added 7 mins ago
SL
Senior Consultant, AI Strategy & Program Execution
Sun Life
Toronto, ON · Waterloo, ON · Sun Life Waterloo King
- Full-time
…Consultant will coordinate activities across business, technology, architecture, security, governance, and operational teams to ensure initiatives remain aligned, well-managed, and…
Added 22 mins ago
L
Senior Product Manager
Litera
Toronto, ON · Canada-Toronto, ON-Office
- Full-time
Define platform architecture requirements with Engineering and Architecture, including data models, ingestion patterns, APIs, extensibility, security, and scalability - applying an AI-first…
Added 22 mins ago
MN
Vice President, Professional Services
March Networks
Remote, Canada
- Full-time
- Remote
Partner with Product Management, R&D, IT, Security, and Sales leadership to ensure that product roadmap priorities, for serviceability, and ease of deployment architecture, as well as…
Added 22 mins ago
Director, AI Wealth Enablement
The Canada Life Assurance Company
London, ON · Toronto, ON · ON · Mississauga Ontario, ON
As part of business architecture align with existing mandate to translate business needs into clear AI use cases and requirements, partnering with technology, data, and architecture teams…
Added 22 mins ago
SD
Information Management Specialist
Symbiotic Digital
ON · Downtown Toronto (Central Bay Street), Ontario
- Contract
business and information architecture initiatives by defining information
Added 22 mins ago
SD
Senior Java Developer
Symbiotic Digital
Toronto, ON · Queen's Park Ontario Provincial Government, Ontario
- Contract
engineers, security teams, and business stakeholders to deliver secure,
Added 22 mins ago
CO
Infrastructure Analyst
City of Leduc
Prince George, BC · Civic Centre
- Full-time
…includes servers, operating systems, virtualization platforms, security controls, backup systems, and supporting technologies that enable critical business services across the…
Added 22 mins ago
VM
Graduate Engineer
Voe Marine
Engineer, BC
- Full-time
In return we will offer you the chance to work in a forward thinking and creative team, job security, competitive rate of pay, chance to work on high profile jobs and access to training to…
Added 22 mins ago
A
Solution Architect
Aviso
Toronto, ON
- $150,000 to $168,000 CAD / year
- Full-time
Deep expertise in Microsoft Azure architecture, including cloud governance, security, resiliency, and operational excellence
Added 22 mins ago
A
Project Expeditor
Akkodis
Calgary, AB · Greater Calgary Metropolitan Area
- Contract
Coordination of construction activities within operational spaces; noise, dust, modified hours, shutdowns; security must be considered and coordinated with affected airport partners.
Added 22 mins ago
J(
Senior Oracle Database Administrator (DBA)
JSG (Johnson Service Group, Inc.)
Calgary, AB
- Contract
Participate in technical planning and implement ExaCC database environments in accordance with approved strategy and architecture, security standards, prerequisites, and delivery plans.
Added 22 mins ago
GD
Technical Sales Manager
General Dynamics Mission Systems–Canada
Calgary, AB
- $130,000 to $165,000 CAD / year
- Full-time
…might currently be working in Systems Engineering, Solution Architecture, Technical Sales, Solutions Engineering, Systems Integration or a customer-facing technical role within Defence. You…
Added 22 mins ago
LT
Principal Azure Platform & Cloud Operations Architect (AKS / Networking / Automation)
Lorven Technologies Inc.
Toronto, ON
- Contract
…design, and improve production cloud operations and platform architecture on Microsoft Azure. The ideal candidate will have deep expertise in Azure Kubernetes Service (AKS), Azure…
Added 22 mins ago
TC
Software Engineer
TSR Consulting
Mississauga, ON
- Contract
Deploy and operate containerized workloads on OpenShift/Kubernetes with best practices for reliability and security.
Added 22 mins ago
D
Software Engineer in Test
Dexian
Mississauga, ON
- Other
…technical mentor, you will partner closely with Development, Architecture, Product Management, and Business stakeholders to ensure resiliency, low latency, and zero-defect delivery across…
Added 22 mins ago
IC
DevOps Architect
IT Connex
Toronto, ON · Greater Toronto Area, Canada
- Full-time
…bring together DevOps, Site Reliability Engineering, cloud architecture, and AI operations to support enterprise…
Added 22 mins ago
L
Senior Forward Deployment Engineer
Luxoft
Mississauga, ON
- Full-time
- Communicate progress, risks, technical decisions, blockers, and dependencies to engineering, security, architecture, operations, project management, and client stakeholders.
Added 22 mins ago
S
Senior Software Engineering Manager
symplistic.ai
Woodbridge, ON
- $150,000 CAD / year
- Full-time
…enterprise deployments, and improve performance, reliability, security, accuracy, and…
Added 36 mins ago
RB
Senior Director, AI Architecture
Royal Bank of Canada
Toronto, ON
- Full-time
Agent sandboxing and security architecture. Design the sandbox standard for every agentic workload: ephemeral environments, egress allow-lists, short-lived task-scoped credentials and no…
Added 36 mins ago
X
Engineering Manager- Payments Platform
Xero
Remote, Canada
- Full-time
- Remote
Customer impact alongside architectural progress: Selectively rebuild and enhance existing systems, delivering value quickly while moving toward a coherent long-term architecture.

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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