Data Engineer: On-Prem Complex Pipelines & Offline-First

MARSS Group

Nice

Sur place

EUR 80 000 - 110 000

Plein temps

Il y a 2 jours
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Résumé du poste

MARSS Group in Nice, France, is seeking a Data Engineer to join our AI team and build our in-house data platform and pipelines on-premises. You will design and implement data pipelines from the ground up, handling complex data types including images, video and time-series data, with offline-first, air-gapped infrastructure.

You will own data architecture, models and pipelines end-to-end, collaborating with MLOps, DevOps and software engineers to ensure reliability, scalability and data quality

Qualifications

  • Strong professional experience in a closely related data engineering role.
  • Designing and implementing data pipelines from zero (not cloud-based).
  • Proficiency in Python and SQL.
  • Experience with multiple data types (images, video, sensor data, time-series).
  • Offline-first architectures and edge/infrastructure handling.
  • Experience with bare metal or self-managed servers.
  • Knowledge of data ingestion, transformation, storage, validation and quality principles.
  • Experience with large/complex datasets.
  • Strong Linux skills and network troubleshooting.
  • Good software engineering practices: Git, testing, code review, documentation.

Responsabilités

  • Design and build data pipelines from scratch, from ingestion through processing, transformation, storage and consumption.
  • Design ingestion for offline/disconnected nodes with local buffering, resumable transfer and late data reconciliation.
  • Define data prioritization with ML team during bandwidth windows.
  • Handle multiple data types: structured/tabular data, images, video and time-series.
  • Work with sensor data including timestamp sequencing and clock drift management.
  • Develop robust Python/SQL processing solutions.
  • Design data models and storage with capacity planning for large image/video data on self-managed storage.
  • Own workflow definitions in the orchestration layer, including retry, idempotency and backfill behaviour.
  • Build processes for ingestion, transformation, validation, quality control and traceability.
  • Collaborate with MLOps, DevOps and Software Engineers to meet data requirements.
  • Ensure pipelines are reliable, maintainable and scalable as volumes grow.
  • Identify data-quality issues and define monitoring with the MLOps Engineer.
  • Define overall architecture and standards for the in-house data platform.
  • Document pipeline architecture, data flows and technical solutions.

Connaissances

Python
SQL
Data pipelines
Linux
Git
Testing
Documentation
Offline-first
Edge computing

Description du poste

MARSS Group in Nice, France, is seeking a Data Engineer to join our AI team and build our in-house data platform and pipelines on-premises. You will design and implement data pipelines from the ground up, handling complex data types including images, video and time-series data, with offline-first, air-gapped infrastructure.

You will own data architecture, models and pipelines end-to-end, collaborating with MLOps, DevOps and software engineers to ensure reliability, scalability and data quality

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