Senior Data Engineer (Lakehouse + Trust Layer)
Builds ingestion, governed lakehouse tables, transformation/testing layers, and reliability programs.
Core skills
Iceberg/Delta, Spark/Flink, dbt, Trino/Presto, orchestration, Terraform
Production focus
backfills, schema evolution, DQ gates, cost/perf tuning
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ML/LLM Engineer (RAG + Evals + Guardrails)
Ships LLM capabilities with retrieval pipelines, evaluation harnesses, and monitoring.
Core skills
RAG, embeddings, eval frameworks, safety/guardrails, prompt/config versioning, observability
Production focus
quality metrics, rollout safety, privacy controls, cost controls
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Streaming Engineer (Kafka + Processing)
Builds reliable event pipelines with replay, idempotency, and observability.
Core skills
Kafka, Flink/Spark, schema evolution, backpressure patterns
Production focus
consumer lag, latency, incident debugging, load tests
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Data Platform Engineer (Cloud-Native)
Builds golden paths, CI/CD, IaC, and platform standards for data teams.
Core skills
Kubernetes, IaC, GitOps, IAM, observability
Production focus
reliability, change safety, enablement
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