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Added 22 hours ago
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Senior Data Reliability Developer
nesto
Canada
- Full-time
…won't just be "checking results"; you will be a specialized engineer focused on the integrity, reliability, and scalability of our data pipelines. You will collaborate closely with Data…
Added 22 hours ago
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Senior AI Engineer (NVIDIA + LLM Inference) - Onsite - Toronto, Canada
FullStack
Toronto, ON
- Full-time
Join our talent network and connect with U.S. clients for flexible, project-based development work as a Senior AI Engineer (NVIDIA + LLM Inference).
Added 23 hours ago
HT
Applications Engineer
Husky Technologies
Bolton, ON
- Full-time
Apply a data-driven, first-principles approach, leveraging scientific modeling, experimentation, and advanced analytics to understand, predict, and optimize complex physical phenomena.
Added 23 hours ago
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Solutions Designer, Splunk Montreal, Quebec, Canada
Cisco
Montreal, QC
- Full-time
Splunk is seeking a highly skilled and strategic Senior Solutions Engineer to join our Eastern Canada team. Splunk, a Cisco company, is building a safer and more resilient digital world…
Added 23 hours ago
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Engineer I
TD
Toronto, ON
- Full-time
Added 23 hours ago
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Software Engineer - Intern
Altera
Toronto, ON
- Full-time
Design, develop, and optimize software abstractions and frameworks for acceleration with the FPGA for domains such as deep learning, DSP algorithms, or data analytics.
Added 23 hours ago
TT
Intermediate Mechanical Engineer
Tetra Tech
Thunder Bay, ON
- Full-time
Tetra Tech is adding a Intermediate Mechanical Engineer to our Mechanical team based in Thunder Bay, ON . This is a new vacant position for which we are actively recruiting.
Added 23 hours ago
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Staff Software Engineer, Payments Intelligence
Stripe
Toronto, ON
- Full-time
…optimizations (AuthBoost), Disputes, Authentication, and merchant analytics. We’re a mix of machine engineering engineers and full-stack software engineers impacting ~every Stripe…
Added 23 hours ago
BP
Software Developer
BNP Paribas
Montreal, QC
- Full-time
The Analytics team within the Algo Trading department is seeking a Software Engineer passionate about data analysis and high-performance software development, capable of processing and…
Added 23 hours ago
TT
Junior Electrical Engineer (EIT)
Tetra Tech
Vancouver, BC
- Full-time
Tetra Tech is adding an Electrical Engineer-in-Training (EIT) to our Electrical team based in Vancouver, BC .
Added 23 hours ago
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Project Engineer/Integration Focal
SEGULA Technologies
Montreal, QC
- Full-time
Presentation & Analytics: Advanced proficiency in MS PowerPoint and MS Excel for executive reporting and data analysis.
Added 23 hours ago
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Lead Software Engineer
Virtusa
Montreal, QC
- Full-time
Added 1 day ago
AP
Senior Data Engineer
Alpine Peak Management
Toronto, ON
- Contract
We are seeking a hands-on Senior Data Engineer for a contract opportunity supporting key enterprise data initiatives within a financial services environment.
Added 1 day ago
SS
Integration Lead – API
Syncredible Solutions
Canada
- Contract
…Digital transformation services, Enterprise solutions, Power BI Analytics solutions and staffing…
Added 1 day ago
AI
Forward Deployed Engineer (Python/Pyspark Developer)
Apptoza Inc.
Toronto, ON
- Full-time
Role: Forward Deployed Engineer (Python/Pyspark Developer)
Added 1 day ago
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Reliability & Maintainability Engineering
Actalent
London, ON
- $36 to $40 CAD / hour
- Contract
Job Title: Reliability & Maintainability Engineer
Added 1 day ago
AD
Manufacturing Applications Engineer
ArcelorMittal Dofasco
Hamilton, ON
- Full-time
We are seeking an experienced, outcomes-driven Manufacturing Applications Engineer to own and improve plant-critical manufacturing applications and Operational Technology (OT)-enabled…
Added 1 day ago
JE
Manufacturing Engineer
JBS Equipment
Mission, BC
- $70,000 to $90,000 CAD / year
- Full-time
JBS Equipment is seeking a hands-on, results-driven Manufacturing Engineer to help drive continuous improvement initiatives across our manufacturing operations. This role focuses on…
Added 1 day ago
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Experimentation Consultant
GAIN
Vancouver, BC
- $82,000 to $90,000 CAD / year
- Full-time
…possibilities. As imagineers, we don't just embrace innovation - we engineer it; transforming information into action, and ideas into…
Added 1 day ago
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Web Developer
GAIN
Vancouver, BC
- $65,000 to $75,000 CAD / year
- Full-time
…possibilities. As imagineers, we don't just embrace innovation - we engineer it; transforming information into action, and ideas into…
Added 1 day ago
TI
Experimentation Consultant
This is Gain Ltd
Remote, Canada
- $82,000 to $90,000 CAD / year
- Full-time
- Remote
…possibilities. As imagineers, we don’t just embrace innovation – we engineer it; transforming information into action, and ideas into…
Added 1 day ago
TI
Web Developer
This is Gain Ltd
Remote, Canada
- $65,000 to $75,000 CAD / year
- Full-time
- Remote
…possibilities. As imagineers, we don’t just embrace innovation – we engineer it; transforming information into action, and ideas into…
Added 1 day ago
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AI Engineer, Data, AI and Analytics
WestJet
Calgary, AB
- Temporary
Partner with Data Science, Data Engineering, and Analytics teams to incorporate AI capabilities into business-facing solutions where appropriate.
Added 1 day ago
Forward Deployed AI Engineer Sr - Analytics
Dayforce
Canada
We are looking for a Senior Forward Deployed AI Engineer, Analytics to partner directly with analytics teams and business stakeholders to turn high-value analytical problems into practical,…
Added 1 day ago
TI
Software Engineer
Trimble Inc.
Kamloops, BC · Canada - Kamloops, BC
- Full-time
Accelerate the Future of AI-Driven Engineering as our next AI Agentic Software Engineer (P3)

Apptoza Inc.

Forward Deployed Engineer (Python/Pyspark Developer)

Toronto, ON, Canada

Full-time

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Job details

Job type: Full-time
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

Role: Forward Deployed Engineer (Python/Pyspark Developer)

Toronto

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.

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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 build and deploy production-grade AI and data applications. Own delivery from prototyping through launch, monitoring, stabilization, 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 AI and MLOps/LLMOps, enterprise cloud and security practices, and client-facing delivery; a relevant bachelor's degree is required, while relevant certifications are preferred.

Skills

Python
PySpark
SQL
REST APIs
FastAPI
Data Engineering
AI Application Development
Claude
Prompt Engineering
Retrieval-Augmented Generation
Vector Databases
MLOps
LLMOps
Cloud Data Platforms
Kubernetes
Client-Facing Consulting

Visa sponsorship

Not detected in the job text

Keywords

Python
PySpark
Pandas
SQL
REST APIs
FastAPI
Claude
Prompt Engineering
Retrieval-Augmented Generation
Vector Databases
Semantic Search
Agentic AI
ETL/ELT
Batch Processing
Streaming Data Pipelines
Airflow
MLflow
MLOps
LLMOps
CI/CD
Docker
Kubernetes
Distributed Processing
Data Quality
DataOps
IAM/RBAC
BFSI
Cloud Data Platforms
Monitoring
Incident Diagnosis

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