AI Data Engineer

2 weeks ago

India, IN FINVISION CONSULTANTS PRIVATE LIMITED Full time
Responsibilites

● Own data pipelines end-to-end: Design, build, and operate batch/streaming ETL/ELT (positions, trades, prices, fundamentals, benchmarks, corporate actions, CRM, clickstream).

● ML feature platform: Stand up and maintain offline/online features (e.g., client risk signals, asset factors, churn/upsell, RIA productivity), versioning, and lineage.

● Model training & MLOps: Productionize models (forecasting, personalisation, anomaly/fraud detection, NLP document processing) with automated training, CI/CD, canary deploys, and drift/quality monitoring.

● Data quality & governance: Implement contracts, unit tests, expectations, schema registry, lineage, catalogue, PII tokenisation, and role-based access.

● Serving & APIs: Expose model/feature services with low-latency endpoints and scalable infra; partner with backend to integrate into advisor & client apps.

● Cross-functional impact: Collaborate with Quant/Research, Product, and Compliance to translate business problems into robust data/ML solutions and measurable outcomes.

What you’ve shipped

● 5+ years in data engineering/ML engineering (or equivalent), including owning production pipelines and shipping ML into production.

● Expert in Python and one of SQL/Scala; strong with Spark/PySpark and a workflow orchestrator (Airflow/Prefect/Dagster).

● Hands-on with cloud data stacks (AWS preferred: S3, Glue, EMR, Lambda/ECS/EKS, Step Functions; or GCP/Azure equivalents) and DBT or similar for transformations.

● Built streaming systems with Kafka/Kinesis/PubSub; comfortable with event schemas and backfills.

● MLOps experience with feature stores (Feast/Tecton), experiment tracking (MLflow/W&B), model registry, and model serving (SageMaker, Vertex AI, Triton, Ray Serve, or KFServing).

● Production monitoring: data drift, model performance, alerting (Prometheus/Grafana, CloudWatch, Datadog).

● Security basics: IAM, VPC segmentation, KMS, secrets, least-privilege, PII handling.

Clear communicator who can turn ambiguous wealth-use cases into roadmaps and ship.

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