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Added 13 mins ago
A
Production Assistant
ADM
Windsor, ON
- Full-time
The typical career path for an engineer begins in the position of Production Assistant. This position provides an opportunity for new engineers to join the plant management team, starting…
Added 13 mins ago
FF
E2E French Fry Applications Specialist
FPS Food Process Solutions Corporation
Charlottetown, PE
- Full-time
…product warehousing. Delivering comprehensive, fully integrated solutions that create value for our customers is at the core of what we…
Added 13 mins ago
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Associate EI&C Engineer
Veolia | North America
Oakville, ON
- Full-time
…management, Veolia Group designs and implements innovative solutions for decarbonization, depollution, and resource regeneration, supporting communities and industries in their ecological…
Added 13 mins ago
A
Power Infrastructure & Geotechnical Engineering Leader
Arup
Calgary, AB
- Full-time
…of multidisciplinary teams, you will help develop integrated solutions to complex engineering challenges from early project development and site investigation through detailed design and…
Added 14 mins ago
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Electrical & Instrumentation Engineer
Veolia | North America
Oakville, ON
- Full-time
…management, Veolia Group designs and implements innovative solutions for decarbonization, depollution, and resource regeneration, supporting communities and industries in their ecological…
Added 14 mins ago
HT
Manufacturing Engineer (Contract)
Husky Technologies
Bolton, ON
- Full-time
We have an opening for a Mechanical / Manufacturing Engineer working with our Manufacturing Engineering Team as outlined below:
Added 14 mins ago
HT
PD Software for Service
Husky Technologies
Bolton, ON
- Full-time
The Service team is currently seeking a Software engineer/designer to specialize in resolving service issues with a focus on Injection Molding Machine controls, including servo drive and…
Added 14 mins ago
BH
Engineer 2 - Generation Stations Civil Engineering
BC Hydro
Burnaby, BC
- $89,900 to $113,700 CAD / year
- Full-time
BC Hydro’s Civil Design team is looking for a Geological Engineer to join our Geotechnical group to support ongoing capital projects across the province. *As a Intermediate Engineer, you…
Added 14 mins ago
TT
Junior Geotechnical Engineer-In-Training
Tetra Tech
Kelowna, BC
- Full-time
Tetra Tech is adding a Junior Geotechnical Engineer-In-Training to our Western Canada Engineering team based in Kelowna, BC .
Added 14 mins ago
BF
(Junior) Data Engineer (12-Month Contract)
BC Financial Services Authority
Vancouver, BC
- $56,294 to $107,310 CAD / year
- Contract
We are recruiting for a temporary (Junior) Data Engineer role for 12 months within the British Columbia Financial Services Authority (BCFSA). Candidates applying through this competition…
Added 14 mins ago
SR
Workday Application Engineer
Swim Recruiting
Vancouver, BC
- $50 to $63 CAD / hour
- Contract
6-month contract Workday Systems Engineer role with a global organization.
Added 14 mins ago
Mechanical (Thermal/Vibration) Test Engineer
Moment Energy
Surrey, BC
We are seeking a detail-oriented and hands-on Mechanical (Thermal/Vibration) Test Engineer to join our dynamic team. This role is crucial for ensuring the safety, reliability, and…
Added 14 mins ago
Assistant Superintendent
EBC Inc.
BC · Vancouver (North West End / Stanley Park), British Columbia
Superintendent to provide insight and innovative construction solutions to
Added 14 mins ago
MEP Technical Manager - Scarborough Subway Extension (STC)
Aecon
Toronto, ON · Scarborough, ON
Manage consultants and engineering teams to deliver coordinated, compliant, constructible solutions within budget and construction dates; track dependencies, overdue decisions, and…
Added 14 mins ago
MT
SoC Design Engineer
Microchip Technology Inc.
Burnaby, BC · Canada - Burnaby
- Full-time
…challenged and driven by an incredible array of products and solutions with unlimited career potential. Microchip’s nationally-recognized Leadership Passage Programs support career growth…
Added 29 mins ago
TT
Intermediate Geotechnical Engineer
Tetra Tech
AB · Edmonton, AB
- Full-time
Tetra Tech is adding an Intermediate Geotechnical Engineer to our Geotechnical Engineering team based in Edmonton, AB .
Added 29 mins ago
A
INTERFACE LEAD
Alstom
Toronto, ON
- $100,000 to $130,000 CAD / year
More Than a Job: A MissionWe are looking for an E&M Interfaces Lead Engineer to ensure seamless integration of electromechanical systems that power rail projects. You will work with teams…
Added 29 mins ago
TT
Project Engineer (Laval)
trane technologies
Laval, QC · Longueuil, QC
- Full-time
Trane in Laval is hiring for a Controls Project Engineer to join our team. In this role, you will be responsible for hardware and software design activities for building automation systems.…
Added 29 mins ago
EI
Mechanical Engineer
Ecolab Inc.
Calgary, AB
- Full-time
As a Mechanical Engineer, you will lead the design and development of next-generation Coolant Distribution Units (CDUs) that power AI, high-performance computing, and data center…
Added 29 mins ago
D
Intermediate Electrical Designer/Engineer
Danaher
Concord, ON
- $90,000 to $103,000 CAD / year
- Full-time
The Intermediate Electrical Designer/Engineer is responsible for designing electrical hardware based on input requirements and support implementation and system integration activities while…
Added 29 mins ago
JH
Fire Protection Engineer (P.Eng) (GHL Consultants, a part of J.S. Held)
J.S. Held LLC
Calgary, AB
- Full-time
…Engineering, and Life Safety services. We provide innovative solutions to address complex building code and fire and life safety challenges for projects across Western Canada. Our portfolio…
Added 29 mins ago
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Automation Engineer
Danaher
Burnaby, BC
- Full-time
Working at Cytiva means being at the forefront of providing new solutions to transform human health. Our incredible customers undertake life-saving activities ranging from fundamental…
Added 29 mins ago
PC
Cloud Infrastructure Engineer, Senior Associate
Pwc Canada
Ottawa, ON · Toronto, ON
- Full-time
Cloud Infrastructure Design and Deployment: Architect and implement robust cloud solutions using leading platforms such as Microsoft Azure, Amazon Web Services, and Google Cloud.
Added 43 mins ago
CA
Assembleur / Assembler
Collins Aerospace
Mirabel, QC
- Full-time
Collins Aerospace, une société du groupe RTX, est un leader des solutions technologiques avancées et intelligentes destinées à l’industrie mondiale de l’aéronautique et de la défense.…
Added 43 mins ago
CA
Assembleur / Assembler
Collins Aerospace
Mirabel, QC
- Full-time
Collins Aerospace, une société du groupe RTX, est un leader des solutions technologiques avancées et intelligentes destinées à l’industrie mondiale de l’aéronautique et de la défense.…

Apptoza Inc.

Forward Deployed Engineer (Python/Pyspark Developer)

Toronto, ON, Canada

Contract

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Job details

Job type: Contract
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

Forward Deployed Engineer (Python/Pyspark Developer)

Toronto ON, Hybrid (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.

Thanks & regards,

Lakshmi Bhavani ,

Apptoza Inc.

Phone: 678-392-3978 Ext 4640

Phone: 437-291-3224 Ext 1105

Mail id : Lakshmi.bhavani@apptoza.com

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More about this job

Responsibilities

Embed with client and engineering teams to understand workflows, assess real-world data, and build, validate, and deploy production AI and data applications. Own delivery from prototyping through launch, monitoring, stabilization, adoption measurement, and 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, cloud technologies, and MLOps/LLMOps. Candidates should have BFSI experience, strong client-facing and solution-design abilities, and a bachelor's degree in a relevant discipline.

Skills

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

Visa sponsorship

Not detected in the job text

Hiring contact

Lakshmi Bhavani

Hiring contact email

Lakshmi.bhavani@apptoza.com

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
BFSI
Monitoring
Rollback
Data Lineage

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