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Automation Engineer
BMO
Toronto, ON · SCC
- Full-time
BMO's Infrastructure and Platform Automation team is seeking an Automation Engineer to play a key role in advancing automation, reliability, and operational excellence across the…
Added 4 mins ago
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Part-Time Professors - Base Borden - CAF Fanshawe for Aircraft Maintenance (AME-M), Avionics Maintenance (AME-E), and Aircraft Structural Repair (AME-S)
Fanshawe Toronto@ILAC
Borden, ON
- Part-time
…capabilities. Through this landmark partnership, future Aviation Systems, Avionics Systems and Aircraft Structures Technicians will earn Fanshawe credentials while gaining the technical…
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SI
ISeries Systems Administrator
Staples Inc.
Richmond Hill, ON
- Full-time
5 – 10 years of experience supporting IBM I systems as system engineer / system administrator
Added 4 mins ago
Engineer - Manufacturing
Linamar Corporation
Guelph, ON
Preference will be given to candidates registered or working towards becoming a Professional Engineer in Ontario.
Added 18 mins ago
ECD - Project Engineer - Travel Projects
Kiewit
Halifax, NS · Oakville, ON · Toronto, ON
As a Project Engineer, you will be responsible for the administrative and technical aspects of constructing a project, managing a team of field and cost engineers. Do you have strong…
Added 19 mins ago
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Senior Software Engineer
Swoon
Toronto, ON
- Full-time
We're seeking an experienced Senior Angular Engineer to play a key role in a major front-end modernization initiative. This is an opportunity to influence architectural decisions, establish…
Added 19 mins ago
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Hardware, Calibration Engineer
Mecka
Richmond Hill, ON
- $160,000 to $200,000 CAD / year
- Full-time
We design and operate global systems for data capture, data labeling, and hardware-enabled workflows used by leading AI labs and robotics companies to train and validate humanoid and…
Added 33 mins ago
System Designer
Alstom
Toronto, ON
…high-speed trains, metros, monorails, and trams, to turnkey systems, services, infrastructure, signalling and digital mobility, we offer our diverse customers the broadest portfolio in the…
Added 33 mins ago
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Sensor Engineer / Senior Sensor Engineer
RBR Ltd.
Ottawa, ON
- $75,000 to $115,000 CAD / year
- Full-time
As a Sensor Engineer at RBR, you will specify, develop, and bring to life the sensor technology that measures the ocean environment. Working hands-on alongside specialists in firmware,…
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Staff SoC Design Engineer
quadric
Remote, Canada
- Full-time
- Remote
…devices across automotive, industrial, robotics, and embedded…
Added 33 mins ago
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Principal Geotechnical Engineer (Mine Tailings)
AtkinsRéalis
Vancouver, BC
- Full-time
…technology to transform the world's infrastructure and energy systems. Together, with our industry partners and clients, and our global team of consultants, designers, engineers and project…
Added 33 mins ago
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Systems Integration Engineer
AtkinsRéalis
Montreal, QC · Quebec, QC
- Full-time
We are looking for a Systems Integration Engineer who is passionate about complex multidisciplinary rail projects, enjoying solving problems and finding solutions that meet the needs of…
Added 33 mins ago
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Senior Utility Engineer
AtkinsRéalis
Toronto, ON
- Full-time
Join AtkinsRéalis as a Civil & Utility Engineer and contribute to the delivery of the OnCorr (On-Corridor Works) program, one of Canada’s largest transit rail infrastructure projects. As…
Added 33 mins ago
Software Development Engineer, Region Flexibility Engineering
Amazon
Vancouver, BC
As a software development engineer on the Automated Augmentation team, you will design and build solutions to accelerate company-wide initiatives in the region expansion, observability,…
Added 33 mins ago
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Site Reliability Engineer
VySystems
Canada
- Full-time
Strong experience in DevOps and/or Site Reliability Engineering, supporting cloud-based, production systems
Added 33 mins ago
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Mechanical Design Engineer
SMARTFOX
ON · Ontario, Canada
- $80,000 to $120,000 CAD / year
- Full-time
Design mechanical components, assemblies, and systems from concept through detailed design, prototyping, testing, and release to production
Added 33 mins ago
SI
Cloud Engineer
Spait Infotech
Canada
- Full-time
Operating Systems: Linux and Windows Server fundamentals.
Added 33 mins ago
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Information Technology Support Engineer
SMARTFOX
ON · Ontario, Canada
- $65,000 to $110,000 CAD / year
- Full-time
IT Support Engineer - 2-5 years : Tier 2 troubleshooting, endpoint management, M365 and identity administration, small projects, and automation
Added 48 mins ago
Staff Machine Learning Engineer
Twilio
ON
Join the team as Twilio’s next Staff Machine Learning Engineer on Twilio’s AI/ML Platform team.
Added 48 mins ago
AI Engineer, Data, AI and Analytics
WestJet Group
Calgary, AB
…technologies to speed the development and support of a wide variety of systems and technology stacks. They are comfortable delivering solutions ranging from lightweight business tools and…
Added 48 mins ago
Senior Plant Process Engineer
ERCO Worldwide
Saskatoon, SK
ERCO Worldwide is looking for a Senior Plant Process Engineer to join our Saskatoon team! Under supervision of the Plant Manager, the Senior Plant Process Engineer monitors processes within…
Added 48 mins ago
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Field Service Engineer III (Analytical Instrumentation) Calgary Remote
Thermo Fisher Scientific
Calgary, AB
- Full-time
As an Engineer III, Field Service, you will deliver advanced technical service and support for Thermo Fisher Scientific's analytical instrumentation solutions, specializing in…
Added 48 mins ago
CI
Quality Engineer – Integration & Automation -- KUMDC6055252
Compunnel Inc.
Toronto, ON
- $65 to $70 CAD / hour
- Contract
End-to-end data validation across integrated source systems and front-end API (UI) contracts
Added 48 mins ago
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Full Stack Engineer
Pacer Group
Toronto, ON
- $55 to $58 CAD / hour
- Contract
Experience with message-based systems (Kafka) and in-memory stores (Redis).
Added 48 mins ago
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Environmental Engineer
SMARTFOX
ON · Ontario, Canada
- $60,000 to $100,000 CAD / year
- Full-time
Design and evaluate water and wastewater treatment systems, stormwater management, and erosion and sediment control

Apptoza Inc.

Forward Deployed Engineer (Python/Pyspark Developer)

Toronto, ON, Canada

Contract

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Job details

Job type: Contract
Apply by: Nov 25, 2026
Experience: 10+ years of experience in data engineering, AI application development, cloud data platforms, and production software engineering.
Posting language: English
Posted: Oct 26, 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 teams to understand workflows and data, rapidly build and validate solutions, and deliver enterprise AI and data applications through production launch. Own pipelines, operationalization, post-launch reliability and optimization, adoption measurement, and structured 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, and production tooling. Candidates should have experience with Claude and modern AI patterns, MLOps/LLMOps, enterprise cloud and security, and client-facing delivery; a relevant bachelor's degree is required.

Skills

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

Visa sponsorship

Not detected in the job text

Hiring contact

Lakshmi Bhavani

Hiring contact email

Lakshmi.bhavani@apptoza.com

Keywords

Python
PySpark
Pandas
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
Production Support
Monitoring

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