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2.452 Treffer für Spark Python Api Jobs in Europa im Umkreis von 30 km
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Schnelle Bewerbung
Advanced experience with Power BI, SQL, Databricks (Python/PySpark) and handling large and complex datasets.
Advanced experience with Power BI, SQL, Databricks (Python/PySpark) and handling large and complex datasets.
NEU
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Intern IT Aftersales - Data Engineering (Mandatory Internship)
Intern IT Aftersales - Data Engineering (Mandatory Internship)
Mercedes-Benz AG
Stuttgart
Teilweise Home-Office
Strong proficiency in Python
Strong proficiency in Python
Intern MB.Charge Public North America & Analytics (Mandatory Internship)
Intern MB.Charge Public North America & Analytics (Mandatory Internship)
Mercedes-Benz AG
Stuttgart
Teilweise Home-Office
Intern MB. Charge Public North America & Analytics (Mandatory Internship) * Mercedes-Benz AG * Stuttgart * Praktikum * Homeoffice möglich, Vollzeit - Life is always about becoming… Becoming means going on a journey to be the best version of our future selves. While we discover new things, we will face challenges, master them and grow beyond our individual limits. Apply for a job at Mercedes-Benz and find your individual role and workspace to unleash your talents to the fullest. Empowered by visionary colleagues who share the same pioneering spirit. Joining us means becoming part of a global team that aims to build the most desirable cars in the world. Together for excellence. Tasks - At Mercedes-Benz, we have set ourselves the goal of inspiring people all over the world with our innovative and groundbreaking vehicles and services.
Intern MB. Charge Public North America & Analytics (Mandatory Internship) * Mercedes-Benz AG * Stuttgart * Praktikum * Homeoffice möglich, Vollzeit - Life is always about becoming… Becoming means going on a journey to be the best version of our future selves. While we discover new things, we will face challenges, master them and grow beyond our individual limits. Apply for a job at Mercedes-Benz and find your individual role and workspace to unleash your talents to the fullest. Empowered by visionary colleagues who share the same pioneering spirit. Joining us means becoming part of a global team that aims to build the most desirable cars in the world. Together for excellence. Tasks - At Mercedes-Benz, we have set ourselves the goal of inspiring people all over the world with our innovative and groundbreaking vehicles and services.
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While you will understand the business context, your primary focus is technical: designing scalable architectures, writing clean and testable Python/SQL code, automating deployments, and optimizing cloud infrastructure. * Advanced Python proficiency beyond scripting: You write modular, object-oriented, and production-ready code. * Knowledge of big data processing frameworks (Spark/PySpark).
While you will understand the business context, your primary focus is technical: designing scalable architectures, writing clean and testable Python/SQL code, automating deployments, and optimizing cloud infrastructure. * Advanced Python proficiency beyond scripting: You write modular, object-oriented, and production-ready code. * Knowledge of big data processing frameworks (Spark/PySpark).
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Senior Software Engineer - Data Integration & JVM Ecosystem
Senior Software Engineer - Data Integration & JVM Ecosystem
Clickhouse GmbH
Germany (Remote)
Teilweise Home-Office
We're responsible for the official data connectors (Kafka, dbt, Spark, Flink, Beam, Fivetran), and integrations with leading visualization platforms (Grafana, Tableau, Power BI, Metabase). * Proven experience with the internals of at least one of the following technologies: Apache Spark, Apache Flink, Kafka Connect, or Apache Beam. * Experience developing or extending connectors, sinks, or sources for at least one big data processing framework such as Apache Spark, Flink, Beam, or Kafka Connect. * Working knowledge of Python, especially in data engineering contexts (e.g., Pandas, PySpark, Airflow), and ability to contribute to Python tooling when needed.
We're responsible for the official data connectors (Kafka, dbt, Spark, Flink, Beam, Fivetran), and integrations with leading visualization platforms (Grafana, Tableau, Power BI, Metabase). * Proven experience with the internals of at least one of the following technologies: Apache Spark, Apache Flink, Kafka Connect, or Apache Beam. * Experience developing or extending connectors, sinks, or sources for at least one big data processing framework such as Apache Spark, Flink, Beam, or Kafka Connect. * Working knowledge of Python, especially in data engineering contexts (e.g., Pandas, PySpark, Airflow), and ability to contribute to Python tooling when needed.
Advanced Software Engineering (Python): Mastery of Python beyond standard data scripting. * Big Data Frameworks: Extensive experience with large-scale data processing frameworks (e.g., Apache Spark, PySpark, AWS EMR, Glue) to handle massive throughput.
Advanced Software Engineering (Python): Mastery of Python beyond standard data scripting. * Big Data Frameworks: Extensive experience with large-scale data processing frameworks (e.g., Apache Spark, PySpark, AWS EMR, Glue) to handle massive throughput.
Programming Mastery: Very strong proficiency in Python and SQL. * Big Data & PySpark: Deep experience with large-scale data processing frameworks, specifically Apache Spark / PySpark.
Programming Mastery: Very strong proficiency in Python and SQL. * Big Data & PySpark: Deep experience with large-scale data processing frameworks, specifically Apache Spark / PySpark.
Noch nichts dabei? Es gibt 2445 weitere Jobs, die zu deiner Suche passen könnten
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BDFS delivers platform capabilities such as Apache Spark as a service, multi-language data processing on Kubernetes-based infrastructure, and access to hyperscaler-agnostic data sources using the Delta Sharing protocol on top of the HANA Data Lake File Service (HDLFS). * Development activities in Java, Python, and Go, with Rust as a plus. * You will have the opportunity to shape platform capabilities that evolve from current connectivity scenarios into broader API-driven data access capabilities across future project phases. * Leverage Apache Spark and object store technology to provide scalable and cost-effective computing and storage services for big data ingestion, processing, and sharing. * Strong hands-on development experience in Java, Python, and/or Go. * Experience with REST API design and service workflows such as enrollment, connection or session lifecycle, endpoint ...
BDFS delivers platform capabilities such as Apache Spark as a service, multi-language data processing on Kubernetes-based infrastructure, and access to hyperscaler-agnostic data sources using the Delta Sharing protocol on top of the HANA Data Lake File Service (HDLFS). * Development activities in Java, Python, and Go, with Rust as a plus. * You will have the opportunity to shape platform capabilities that evolve from current connectivity scenarios into broader API-driven data access capabilities across future project phases. * Leverage Apache Spark and object store technology to provide scalable and cost-effective computing and storage services for big data ingestion, processing, and sharing. * Strong hands-on development experience in Java, Python, and/or Go. * Experience with REST API design and service workflows such as enrollment, connection or session lifecycle, endpoint ...
Senior Software Engineer - Python and Data Ecosystem
Senior Software Engineer - Python and Data Ecosystem
Clickhouse GmbH
Germany (remote)
Teilweise Home-Office
Own and evolve ClickHouse's Python connector and SDK ecosystem, raising the bar on performance, reliability, and API design - We build and maintain the integrations that make ClickHouse accessible to millions of developers, data practitioners, and AI agents worldwide from high-level data visualization plugins (Tableau, PowerBI, Superset, Metabase) to connectors for data frameworks (Apache Spark, Flink, Kafka Connect, Fivetran), orchestration platforms, and AI tooling. * Deep, proven experience designing, building, and maintaining production-grade Python connectors, SDKs, or integrations for at least one major platform (orchestration, BI, MLOps, or data transformation) * Solid experience with the Python data ecosystem: Pandas, NumPy, Pydantic, and related libraries * Solid experience with concurrent Python: threading, multiprocessing, and async patterns
Own and evolve ClickHouse's Python connector and SDK ecosystem, raising the bar on performance, reliability, and API design - We build and maintain the integrations that make ClickHouse accessible to millions of developers, data practitioners, and AI agents worldwide from high-level data visualization plugins (Tableau, PowerBI, Superset, Metabase) to connectors for data frameworks (Apache Spark, Flink, Kafka Connect, Fivetran), orchestration platforms, and AI tooling. * Deep, proven experience designing, building, and maintaining production-grade Python connectors, SDKs, or integrations for at least one major platform (orchestration, BI, MLOps, or data transformation) * Solid experience with the Python data ecosystem: Pandas, NumPy, Pydantic, and related libraries * Solid experience with concurrent Python: threading, multiprocessing, and async patterns
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Schnelle Bewerbung
Exposure to machine learning pipelines or data engineering using Python and / or Scala / Spark * Write Python scripts for automation, testing, data analysis, or integration tasks * Working knowledge of Python for scripting, automation, or backend logic * Strong understanding of API design, microservices, and distributed systems
Exposure to machine learning pipelines or data engineering using Python and / or Scala / Spark * Write Python scripts for automation, testing, data analysis, or integration tasks * Working knowledge of Python for scripting, automation, or backend logic * Strong understanding of API design, microservices, and distributed systems
Schnelle Bewerbung
Design, develop, and maintain geospatial platform services using C# and Spark * Write Python scripts for automation, testing, data analysis, or integration tasks * Proven Spark experience * Working knowledge of Python for scripting, automation, or backend logic * Strong understanding of API design, microservices, and distributed systems
Design, develop, and maintain geospatial platform services using C# and Spark * Write Python scripts for automation, testing, data analysis, or integration tasks * Proven Spark experience * Working knowledge of Python for scripting, automation, or backend logic * Strong understanding of API design, microservices, and distributed systems
We maintain the official language clients (Python, JavaScript, Java, Go, Rust, C++, C#) and ODBC driver; ship first-party connectors for Kafka Connect, Apache Spark, Apache Flink, dbt, and Airbyte; and own integrations with BI platforms. Your primary users are engineers: the Connectors team building ClickHouse connectors for Kafka, Flink, Spark, and others, and the broader JVM ecosystem (data ingestion tools, BI platforms, data visualizations) that consumes the driver directly. * Own the Java client and JDBC driver end-to-end: roadmap, API design, performance, release engineering, and partner-facing support. You understand that API design compounds, and that a breaking change in a widely used library is a very different thing from a breaking change in an application. * Prior contributions to open-source data infrastructure (Kafka, Spark, Flink, dbt, Debezium, Iceberg, or similar).
We maintain the official language clients (Python, JavaScript, Java, Go, Rust, C++, C#) and ODBC driver; ship first-party connectors for Kafka Connect, Apache Spark, Apache Flink, dbt, and Airbyte; and own integrations with BI platforms. Your primary users are engineers: the Connectors team building ClickHouse connectors for Kafka, Flink, Spark, and others, and the broader JVM ecosystem (data ingestion tools, BI platforms, data visualizations) that consumes the driver directly. * Own the Java client and JDBC driver end-to-end: roadmap, API design, performance, release engineering, and partner-facing support. You understand that API design compounds, and that a breaking change in a widely used library is a very different thing from a breaking change in an application. * Prior contributions to open-source data infrastructure (Kafka, Spark, Flink, dbt, Debezium, Iceberg, or similar).
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Application Manager/ System Engineer Seeburger EDI & API (m/w/d)
Application Manager/ System Engineer Seeburger EDI & API (m/w/d)
Würth IT GmbH
Niedernhall-Waldzimmern bei Heilbronn
Teilweise Home-Office
Anschreiben nicht erforderlich
Für unseren Standort in Niedernhall-Waldzimmern (zwischen Schwäbisch Hall und Heilbronn) - mit der Möglichkeit, bis zu 3 Tage pro Woche remote zu arbeiten - oder bundesweit mit einem remote Anteil von bis zu 80 % suchen wir dich zum nächstmöglichen Zeitpunkt als Application Manager/System Engineer Seeburger EDI & API (m/w/d). Du begeisterst dich für Systemintegration, EDI, API-Management, Integrationsplattformen und stabile IT-Betriebsprozesse in einer internationalen Systemlandschaft? * arbeitest in API- und Integrationsprojekten mit, definierst API-Standards und unterstützt internationale technische Rollouts. * verfügst idealerweise über Erfahrung im Betrieb und in der Weiterentwicklung von EDI-Plattformen, API-Plattformen oder Integrationsplattformen, vorzugsweise im Seeburger-Umfeld.
Für unseren Standort in Niedernhall-Waldzimmern (zwischen Schwäbisch Hall und Heilbronn) - mit der Möglichkeit, bis zu 3 Tage pro Woche remote zu arbeiten - oder bundesweit mit einem remote Anteil von bis zu 80 % suchen wir dich zum nächstmöglichen Zeitpunkt als Application Manager/System Engineer Seeburger EDI & API (m/w/d). Du begeisterst dich für Systemintegration, EDI, API-Management, Integrationsplattformen und stabile IT-Betriebsprozesse in einer internationalen Systemlandschaft? * arbeitest in API- und Integrationsprojekten mit, definierst API-Standards und unterstützt internationale technische Rollouts. * verfügst idealerweise über Erfahrung im Betrieb und in der Weiterentwicklung von EDI-Plattformen, API-Plattformen oder Integrationsplattformen, vorzugsweise im Seeburger-Umfeld.
NEU
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Senior Python Backend Engineer* (AI Focus)
Senior Python Backend Engineer* (AI Focus)
inovex GmbH
Karlsruhe, Köln, München, Stuttgart, Erlangen
Teilweise Home-Office
Python, FastAPI, Flask, ORM (z.B. Pydantic), SQLAlchemy/SQLModel * Senior-Expertise mit AI-Fokus: Dein Fundament sind mindestens 7 Jahre exzellentes Software Engineering mit architektonischem Weitblick und tiefgreifenden Python-Kenntnissen. * Exzellenz im Backend Design: Mit FastAPI in Python entwickelst du sichere, hochskalierbare Architekturen und integrierst diese in gängige Software-Systeme – ein zweites Standbein in Kotlin/Spring, C#/.NET oder im Frontend (z.B. React) ist ein Plus.
Python, FastAPI, Flask, ORM (z.B. Pydantic), SQLAlchemy/SQLModel * Senior-Expertise mit AI-Fokus: Dein Fundament sind mindestens 7 Jahre exzellentes Software Engineering mit architektonischem Weitblick und tiefgreifenden Python-Kenntnissen. * Exzellenz im Backend Design: Mit FastAPI in Python entwickelst du sichere, hochskalierbare Architekturen und integrierst diese in gängige Software-Systeme – ein zweites Standbein in Kotlin/Spring, C#/.NET oder im Frontend (z.B. React) ist ein Plus.
NEU
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Stipendium Media & Data (B.A.) bei SPARKS University & Mediaplus Gruppe (all genders)
Stipendium Media & Data (B.A.) bei SPARKS University & Mediaplus Gruppe (all genders)
MEDIAPLUS Gruppe
München
Schnelle Bewerbung
Die Mediaplus Gruppe vergibt zum Studienstart im September 2026 drei exklusive Stipendienplätze für den Bachelorstudiengang Media & Data (B.A.) an der SPARKS University of Applied Sciences.
Die Mediaplus Gruppe vergibt zum Studienstart im September 2026 drei exklusive Stipendienplätze für den Bachelorstudiengang Media & Data (B.A.) an der SPARKS University of Applied Sciences.
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Softwareentwickler Java und Python (w|m|d)
Softwareentwickler Java und Python (w|m|d)
zeb
Berlin, Frankfurt, Hamburg, München, Münster
Teilweise Home-Office
Begeisterung für moderne Technologien und Frameworks (wie Spring, React, Next.js, JavaScript) sowie Kenntnisse in Programmiersprachen (Java oder Python) und Laufzeitumgebungen (z.B. Node).
Begeisterung für moderne Technologien und Frameworks (wie Spring, React, Next.js, JavaScript) sowie Kenntnisse in Programmiersprachen (Java oder Python) und Laufzeitumgebungen (z.B. Node).
Senior Softwareentwickler AI - Python / Computer Vision (m/w/d)
Senior Softwareentwickler AI - Python / Computer Vision (m/w/d)
PartSpace GmbH
Nürnberg
Teilweise Home-Office
Schnelle Bewerbung
Du bringst sehr gute Kenntnisse in der Python-Entwicklung mit (C++-Kenntnisse vorteilhaft)
Du bringst sehr gute Kenntnisse in der Python-Entwicklung mit (C++-Kenntnisse vorteilhaft)
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Schnelle Bewerbung
Must-haves: 5+ years backend experience, solid API & architecture background, Python, cloud deployment, German C1 - You'll help design and build the API and integration layer that connects our trading, analytics, and optimization systems — and in doing so, directly shape how clean energy is managed across European power markets. * Tech Stack: Python (Django/FastAPI), PostgreSQL/TimescaleDB, Redis, Celery, Docker, AWS, GitLab CI/CD, Sentry, Grafana * Your Focus: API design & architecture, backend integrations, data flows, system reliability and scalability * Dealbreakers: No API/architecture experience, pure CRUD background, no interest in complex distributed systems * 5+ years of backend engineering experience, with a strong focus on API design and system architecture * Solid Python skills (Django and/or FastAPI); hands-on experience with PostgreSQL/TimescaleDB is a plus
Must-haves: 5+ years backend experience, solid API & architecture background, Python, cloud deployment, German C1 - You'll help design and build the API and integration layer that connects our trading, analytics, and optimization systems — and in doing so, directly shape how clean energy is managed across European power markets. * Tech Stack: Python (Django/FastAPI), PostgreSQL/TimescaleDB, Redis, Celery, Docker, AWS, GitLab CI/CD, Sentry, Grafana * Your Focus: API design & architecture, backend integrations, data flows, system reliability and scalability * Dealbreakers: No API/architecture experience, pure CRUD background, no interest in complex distributed systems * 5+ years of backend engineering experience, with a strong focus on API design and system architecture * Solid Python skills (Django and/or FastAPI); hands-on experience with PostgreSQL/TimescaleDB is a plus
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Senior API Integration Engineer (m/w/d)
Senior API Integration Engineer (m/w/d)
LBBW Landesbank Baden-Württemberg
Stuttgart
Teilweise Home-Office
Anschreiben nicht erforderlich
Schnelle Bewerbung
Es wird also nicht im stillen Kämmerlein gearbeitet, sondern in einer aktiven Entwickler Community aus Software Engineer:innen, Architekt:innen, API Experten und Fachexpert:innen, die die digitale Zukunft der LBBW gestalten. * Konfiguration und Weiterentwicklung unserer API-Management-Plattform * Design und Implementierung von Security-Konzepten für APIs (Authentication, Authorization, Rate Limiting, API-Policies) * Enge Zusammenarbeit mit Entwicklungs- und Infrastruktur-Teams zur Definition und Umsetzung von API-Sicherheitsstandards * Unterstützung bei Fehleranalyse, Performanceoptimierung und Monitoring im API-Umfeld * Fundiertes Verständnis von API-Security (z.B. OIDC/OAuth 2.0, JWT, TLS) * Erfahrung oder starkes Interesse an API-Management-Plattformen * Erfahrung mit API Gateways wie Gravitee
Es wird also nicht im stillen Kämmerlein gearbeitet, sondern in einer aktiven Entwickler Community aus Software Engineer:innen, Architekt:innen, API Experten und Fachexpert:innen, die die digitale Zukunft der LBBW gestalten. * Konfiguration und Weiterentwicklung unserer API-Management-Plattform * Design und Implementierung von Security-Konzepten für APIs (Authentication, Authorization, Rate Limiting, API-Policies) * Enge Zusammenarbeit mit Entwicklungs- und Infrastruktur-Teams zur Definition und Umsetzung von API-Sicherheitsstandards * Unterstützung bei Fehleranalyse, Performanceoptimierung und Monitoring im API-Umfeld * Fundiertes Verständnis von API-Security (z.B. OIDC/OAuth 2.0, JWT, TLS) * Erfahrung oder starkes Interesse an API-Management-Plattformen * Erfahrung mit API Gateways wie Gravitee
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Spark Foundry Germany GmbH SPARK FOUNDRY liegt auf Platz 3 im deutschen RECMA-NewBiz Ranking und beschäftigt global rund 3.500 Mitarbeiter in 65 Ländern.
Spark Foundry Germany GmbH SPARK FOUNDRY liegt auf Platz 3 im deutschen RECMA-NewBiz Ranking und beschäftigt global rund 3.500 Mitarbeiter in 65 Ländern.
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Embedded Linux Software Engineer (C++/STM32, Python, FPGA) (all genders welcome)
Embedded Linux Software Engineer (C++/STM32, Python, FPGA) (all genders welcome)
Rosenxt Group
Wietmarschen-Lohne
Teilweise Home-Office
You design and implement system services, interfaces and background processes in Python on Linux-based SoCs * Good knowledge of Python for embedded Linux applications and system services
You design and implement system services, interfaces and background processes in Python on Linux-based SoCs * Good knowledge of Python for embedded Linux applications and system services
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Implementierung von Python-basierten Anwendungen zur Anbindung, Automatisierung oder Vorverarbeitung für KI-Dienste * Entwicklung von Integrations-Workflows zwischen LLMs und bestehenden Systemen (API-Anbindung, Datenvorbereitung, Ergebnisvalidierung) * Erstellung von Python-Skripten zur Datenaufbereitung, Transformation und Analyse * Praktische Erfahrung in der Entwicklung mit Python (Datenverarbeitung, REST-Anbindung, Automatisierung) * Kenntnisse zu API-Integration und Workflow-Automatisierung
Implementierung von Python-basierten Anwendungen zur Anbindung, Automatisierung oder Vorverarbeitung für KI-Dienste * Entwicklung von Integrations-Workflows zwischen LLMs und bestehenden Systemen (API-Anbindung, Datenvorbereitung, Ergebnisvalidierung) * Erstellung von Python-Skripten zur Datenaufbereitung, Transformation und Analyse * Praktische Erfahrung in der Entwicklung mit Python (Datenverarbeitung, REST-Anbindung, Automatisierung) * Kenntnisse zu API-Integration und Workflow-Automatisierung
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Senior Full Stack Developer (Python, Azure & AI) (w/m/d)
Senior Full Stack Developer (Python, Azure & AI) (w/m/d)
EY Deutschland
Berlin, Köln, Hamburg, München, Frankfurt/Main, Stuttgart, Düsseldorf
Teilweise Home-Office
Anschreiben nicht erforderlich
Du entwickelst und betreibst skalierbare Backend-Lösungen und APIs auf Basis von Python und Azure. * Du verfügst über mindestens 5 Jahre Berufserfahrung in der Entwicklung moderner Softwarelösungen und bringst fundierte praktische Erfahrung in Python, Microsoft Azure, Docker und Kubernetes mit.
Du entwickelst und betreibst skalierbare Backend-Lösungen und APIs auf Basis von Python und Azure. * Du verfügst über mindestens 5 Jahre Berufserfahrung in der Entwicklung moderner Softwarelösungen und bringst fundierte praktische Erfahrung in Python, Microsoft Azure, Docker und Kubernetes mit.
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Schnelle Bewerbung
This role is the critical link between our brand strategy and technical execution, translating ambitious brand goals into a functional and technical backlog for our API-driven frontends. API Contract Definition * Act as a key stakeholder in the API design process. Work closely with the E2E IT Architect and backend teams to define, refine, and document the API contracts (RESTful/GraphQL) required to deliver flawless frontend functionality and data integration. * Experience and Know-how: 6+ years of proven experience as a Product Owner, Technical Project Manager, or Lead Frontend Developer in an agile, API-first environment, preferably within a global B2B context. Experience with API testing tools (e.g., Postman, Insomnia) is essential.
This role is the critical link between our brand strategy and technical execution, translating ambitious brand goals into a functional and technical backlog for our API-driven frontends. API Contract Definition * Act as a key stakeholder in the API design process. Work closely with the E2E IT Architect and backend teams to define, refine, and document the API contracts (RESTful/GraphQL) required to deliver flawless frontend functionality and data integration. * Experience and Know-how: 6+ years of proven experience as a Product Owner, Technical Project Manager, or Lead Frontend Developer in an agile, API-first environment, preferably within a global B2B context. Experience with API testing tools (e.g., Postman, Insomnia) is essential.
Schnelle Bewerbung
This role is the critical link between our brand strategy and technical execution, translating ambitious brand goals into a functional and technical backlog for our API-driven frontends. API Contract Definition * Act as a key stakeholder in the API design process. Work closely with the E2E IT Architect and backend teams to define, refine, and document the API contracts (RESTful/GraphQL) required to deliver flawless frontend functionality and data integration. * Experience and Know-how: 6+ years of proven experience as a Product Owner, Technical Project Manager, or Lead Frontend Developer in an agile, API-first environment, preferably within a global B2B context. Experience with API testing tools (e.g., Postman, Insomnia) is essential.
This role is the critical link between our brand strategy and technical execution, translating ambitious brand goals into a functional and technical backlog for our API-driven frontends. API Contract Definition * Act as a key stakeholder in the API design process. Work closely with the E2E IT Architect and backend teams to define, refine, and document the API contracts (RESTful/GraphQL) required to deliver flawless frontend functionality and data integration. * Experience and Know-how: 6+ years of proven experience as a Product Owner, Technical Project Manager, or Lead Frontend Developer in an agile, API-first environment, preferably within a global B2B context. Experience with API testing tools (e.g., Postman, Insomnia) is essential.
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