
Senior Data Pipeline Architect
2 weeks ago
We are seeking a highly skilled and experienced Data Engineer to join our team. The ideal candidate will have a strong background in designing and developing scalable data pipelines that process massive datasets efficiently.
Key Responsibilities:
- Data Pipeline Design & Development: Utilize Python and leverage GCP services such as Vertex AI, BigQuery, GKE, Cloud Run, PostgreSQL, Dataflow, and Pub/Sub to build efficient data pipelines.
- Data Filtering & Curation: Optimize data ingestion and transformation for downstream models, implementing intelligent scanning mechanisms to filter out relevant data for AI/ML models.
- AI/ML Integration: Leverage GenAI models under the Vertex AI umbrella, build and fine-tune custom models when LLMs are cost-prohibitive or less effective, and design multi-layered model pipelines balancing accuracy, cost, and performance.
- Cloud Infrastructure: Architect scalable solutions primarily on GCP, with experience in Azure a plus but not mandatory.
- Performance Optimization: Ensure real-time, low-latency processing for high-volume workloads, optimizing GPU/CPU-intensive environments to manage cost and efficiency.
- Collaboration & Ownership: Work closely with data scientists, ML engineers, and solution architects, taking end-to-end ownership of assigned tasks and deliverables, working independently where needed.
- Programming: Expert-level Python (mandatory).
- Data Engineering: Hands-on experience with streaming pipelines, and large-scale data ingestion frameworks.
- Ai/ml Expertise: Experience integrating and fine-tuning LLMs and GenAI models, comfortable working with custom model development where LLMs cannot be applied, familiarity with OpenAI, Gemini, Vertex AI, or equivalent platforms.
- Cloud: GCP (mandatory) — experience with Vertex AI, BigQuery, GKE, Cloud Run, PostgreSQL, Dataflow, Pub/Sub, etc., Azure experience is a plus.
- Scalability & Low Latency: Proven ability to design and implement high-performance, distributed data solutions.
- High-Volume Data Processing: Experience processing massive datasets efficiently within strict timeframes.
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