{"id":2016505,"url":"https://alion.io/job/okara-machine-learning-engineer-mlops","title":"Machine Learning Engineer - MLOps","company":{"id":3908590,"name":"Okara","domain":"okara.team","url":"https://alion.io/company/okara-2","size_band":"5000+","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":null,"truth_index":null},"role":"AI/ML","role_family":"AI/ML","seniority":null,"employment_type":"freelance","work_mode":"hybrid","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Lille, France"],"countries":["FR"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":44000,"max_usd":91000,"period":"year","method":"role_country_seniority_unknown","sample_n":94},"experience_years_min":null,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"Ansible","optional":false},{"name":"CI/CD","optional":false},{"name":"Docker","optional":false},{"name":"Feast","optional":false},{"name":"Feature Store","optional":false},{"name":"GCP","optional":false},{"name":"GitLab CI","optional":false},{"name":"Great Expectations","optional":false},{"name":"Kubeflow","optional":false},{"name":"Kubernetes","optional":false},{"name":"Machine Learning","optional":false},{"name":"MLFlow","optional":false},{"name":"Python","optional":false},{"name":"Terraform","optional":false},{"name":"Vertex AI","optional":false}],"status":"live","first_seen_at":"2026-09-22T09:21:09Z","employer_posted_date":null,"last_verified_at":"2026-09-22T09:21:09Z","board_verified":false,"closed_at":null,"days_open":21,"trust":{"level":"not_scored","repost_count":null,"flags":[],"days_open":21},"description":"Au sein d'un acteur majeur du retail européen, l'équipe Data & IA Marketplace traite des volumes massifs de données issues de vendeurs tiers.\nL'objectif est d'automatiser la qualification, la classification et l'enrichissement des catalogues produits pour garantir une expérience utilisateur optimale. Le défi réside dans l'industrialisation de modèles complexes au sein d'une architecture Data Mesh en forte croissance.\nLa Stack Technique Langages : Python, Bash. Cloud : GCP (Google Cloud Platform).\nOrchestration & MLOps : Airflow, Kubeflow, ZenML, MLflow, Vertex AI.\nInfrastructure & DevOps : Docker, Kubernetes, Terraform, Ansible, Gitlab CI.\nData Quality & Feature Store : Great Expectations, Feast.\nTa Mission & Ton Impact :\nConcevoir et maintenir des pipelines MLOps automatisés (CI/CD) pour l'entraînement et le déploiement des modèles en production.\nGérer l'infrastructure cloud via Terraform et assurer le versioning complet des modèles et des données. Implémenter le monitoring de performance (détection de drift, latence) et configurer l'alerting pour garantir la fiabilité des solutions.\nAccompagner les Data Scientists dans l'adoption des meilleures pratiques de développement (code quality, tests, industrialisation).\nIntégrer des validations de schémas et des filtres de qualité de données au sein des pipelines de production.\n\nProfil recherché\nSolide expérience en ingénierie logicielle avec une spécialisation en MLOps, DevOps ou Data Engineering. Maîtrise impérative de l'environnement Python et des outils de conteneurisation (Docker, Kubernetes). Expérience concrète dans la mise en production de modèles de Machine Learning et la gestion de pipelines d'orchestration. Capacité à travailler dans un environnement complexe (Data Mesh) avec une approche pragmatique de la qualité logicielle. Maîtrise du français et de l'anglais professionnel indispensable.","description_format":"text","description_chars":1877,"description_truncated":false,"requirements":{"experience_years_min":null,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":null,"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":[],"lifecycle":[{"event":"open","at":"2026-10-07T13:04:23Z"}],"visa":[],"liveness":{"score":31,"band":"fade","label":"Fading","p_open":0.85,"p_active":0.669,"p_room":0.55,"age_days":20,"expected_fill_days":14,"reasons":["seen:20","velocity","win:tail"],"computed_at":"2026-10-13T05:45:00Z"},"pay":null,"html_url":"https://alion.io/job/okara-machine-learning-engineer-mlops","json_url":"https://alion.io/job/okara-machine-learning-engineer-mlops.json","meta":{"generated_at":"2026-10-13T11:20:08Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":17465,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-14T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":3908590},"rest":"https://alion.io/mcp/rest/get_company?id=3908590"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fokara-machine-learning-engineer-mlops"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Fokara-machine-learning-engineer-mlops"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Fokara-machine-learning-engineer-mlops"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/okara-machine-learning-engineer-mlops\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fokara-machine-learning-engineer-mlops"}]}