Full-Cycle Data Engineer
Indexed description
This is an end-to-end role: you'll take data products from ideation through engineering, analytics, and production deployment.
Key Responsibilities
Pipelines & infrastructure
- Design, build, and deploy scalable data pipelines from product and system sources in production, using Python and orchestrators like Airflow.
- Work with distributed query engines such as BigQuery or Athena, with strong SQL throughout.
- Build and maintain semantic data models for large-scale operational systems and data lakes, manually or with tooling like dbt.
- Improve the end-to-end analytics stack, from ingestion to visualization, and collaborate with engineering on event tracking and instrumentation.
- Ensure data quality, consistency, and reliability across the stack.
- Build and maintain dashboards and reporting layers in tools like Looker or Metabase, optimized for performance, usability, and clarity
- Create self-serve analytics so product and business stakeholders can answer their own questions
- Support product experimentation: A/B testing, funnel analysis, feature adoption
- Translate ambiguous questions from product leads, the CEO, the CFO, and others into clear metrics, KPIs, and analytical models
- Surface trends in usage and user behavior that influence the product roadmap and feature prioritization
- Provide ad-hoc analysis and strategic reporting for leadership
- 5+ years in data engineering, data analytics, or product analytics
- Strong SQL and hands-on experience with large-scale datasets in cloud data warehouses (BigQuery or similar)
- Production Python experience for data pipelines
- Solid grounding in product metrics, funnels, and user behavior analysis
- Ability to turn business questions into data models, metrics, and dashboards
- Strong communication and cross-functional collaboration skills
- Streaming or event-driven data systems
- Product instrumentation and tracking design
- AI/ML or LLM experience
- High-scale SaaS or consumer product environments
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