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Added 9 mins ago
A
Store Manager
Ardene
Owen Sound, ON
- Full-time
Artificial intelligence (AI) may be used to support certain stages of our recruitment process, such as reviewing applications. AI is used as a tool to assist our hiring team and does not…
Added 9 mins ago
LH
2600002866 - Crisis Secondary - Crisis Support Worker
Lakeridge Health
ON · Durham, ON
- Internship
…of the diverse community we provide services to and welcome applications from all qualified applicants from all…
Added 9 mins ago
LH
2600002864 - Crisis Secondary - Crisis Support Worker
Lakeridge Health
ON · Durham, ON
- Internship
…of the diverse community we provide services to and welcome applications from all qualified applicants from all…
Added 9 mins ago
KC
Senior Manager - IT ICFR
KPMG Canada
Ottawa, ON
- Full-time
…our recruitment processes. AI tools may help with organizing applications or surfacing relevant…
Added 9 mins ago
FS
Solutions Architect, AI/ML
Fidus Systems
Remote, Canada
- Full-time
- Remote
We also recognize that candidates show interest throughout different career stages and welcome all applications. When there is a great fit, the level of the role may be shifted as…
Added 9 mins ago
EN210A Law and Order (Winter 2027)
Wilfrid Laurier University
Waterloo, ON
…Part-time Librarians, all applicants shall apply electronically. Applications must be received by 23:59 local time of the date on the…
Added 9 mins ago
S
Services Lead, Stores - Full Time
Sephora
Vancouver, BC
- $22.85 to $28.55 CAD / hour
- Full-time
…process to assist in the initial screening and evaluation of…
Added 9 mins ago
S
Stage Experience Lead - Full Time
Sephora
Langford, BC
- $22.85 to $28.55 CAD / hour
- Full-time
…process to assist in the initial screening and evaluation of…
Added 9 mins ago
Territory Account Manager V
Insight Enterprises, Inc.
Montreal, QC
Added 9 mins ago
Services and Solutions - Sales Executive
Insight Enterprises, Inc.
Toronto, ON
…expands existing Services relationships across Cloud, Data & AI, Applications, Security, and…
Added 24 mins ago
YM
Product Specialist, Outboard Motor & Marine Rigging Parts
YAMAHA MOTOR CANADA LTD.
Toronto, ON · North York, ON
- Full-time
Yamaha Motor Canada Ltd. welcomes and encourages applications from people with disabilities. Accommodations are available on request for candidates taking part in all aspects of the…
Added 24 mins ago
P
Software Developer
Plusgrade
Montreal, QC
- Full-time
…Airways, Finnair to name a few. We’re looking for a fullstack developer to own meaningful capabilities in that product end to end, from the proposal to…
Added 24 mins ago
B
Database Administrator
Bevertec
Toronto, ON · Greater Toronto Area, Canada
- Contract
…infrastructure (Azure), while overseeing critical business applications including Microsoft Dynamics GP and Salesforce…
Added 24 mins ago
H
IT technician (Equipment and Configuration)
Hays
Montreal, QC · Greater Montreal Metropolitan Area
- Full-time
Install and configure software, tools, and applications on IT equipment.
Added 24 mins ago
RD
Cloud Engineer (Azure & IaC)
Randstad Digital
Toronto, ON · Greater Toronto Area, Canada
- Full-time
…security implementation, and the migration of 20+ core enterprise applications to Microsoft Azure, is seeking a hands-on, automation-driven Cloud Engineer to sit at the center of this…
Added 24 mins ago
R|
Programmer
RI-MUHC | Research Institute of the MUHC | #rimuhc
Montreal, QC
- Full-time
…team. Our digital health projects include conversational AI applications supporting pediatric health information, HIV self-management, and HIV prevention and access to care. The position…
Added 24 mins ago
EA
Physician Engagement Specialist
Empathia AI
Canada
- Full-time
We welcome applications from recent graduates and early-career professionals. Previous work experience is preferred but not required. We value initiative, communication skills, curiosity,…
Added 24 mins ago
AI
Python Developer -Forward Deployed, Pyspark
Apptoza Inc.
Toronto, ON
- Contract
Role: Python Developer -Forward Deployed, Pyspark
Added 24 mins ago
FS
Solutions Architect, AI/ML
Fidus Systems
Canada
- Full-time
We also recognize that candidates show interest throughout different career stages and welcome all applications. When there is a great fit, the level of the role may be shifted as…
Added 24 mins ago
RB
Manager, Digital Product Marketing - RBC Direct Investing
Royal Bank of Canada
Toronto, ON
- Full-time
Added 24 mins ago
VE
Account Manager - Chemical Water Treatment Solutions
Veolia Environnement SA
Toronto, ON
- Full-time
Technical Innovation: Analyze, build, and optimize chemical treatment programs for Cooling Water, Boiler Water, Wastewater, Memchem, and Process Applications
Added 24 mins ago
AG
Senior Analyst, Marketing Science
Adelphi Group
Toronto, ON
- Full-time
Added 24 mins ago
Clerk Grade 2, Building Safety Systems
Toronto Community Housing or Toronto Seniors Housing
Toronto, ON
Added 39 mins ago
EC
GEN Ai Developer
Experis Canada
Toronto, ON
- Contract
Develop enterprise-scale applications using Python and microservices architecture.
Added 39 mins ago
C
AI Architect-Governance & Delivery Lead
CGI
Toronto, ON
- Full-time
Demonstrated hands-on experience architecting and delivering production-grade GenAI applications, including LLMs, RAG, and agentic workflows; able to explain design trade-offs and…

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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