Part-Time Data Engineer: AI-Ready Data Pipelines

Neurons Lab

Poland

On-site

PLN 78,000 - 112,000

Part time

14 days+
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Job summary

Neurons Lab is seeking a Data Engineer (part-time) to join a flagship engagement with a European private investment group. You’ll build the ingestion layer, perform entity resolution, and set up vector/graph storage pipelines over unstructured data.

The role emphasizes scalable, cost-aware pipelines, privacy, and repeatable operations. You will work with an AI Architect and Analyst, delivering runbooks and monitored pipelines during a 20‑hour workweek.

Responsibilities

  • Stand up capture by default: notetaker on every call with speaker attribution, plus ingestion from mail, Slack and messengers — designed as opt‑out, not opt‑in, and reversible if the client changes their mind.
  • Backfill the archive: years of historical email, Slack, board protocols, decks and portfolio updates — parsed, deduplicated and dated correctly.
  • Build document parsing for the awkward long tail: PDFs, scanned board packs, spreadsheets, slide decks, forwarded attachments.
  • Implement identity / entity resolution: the same person across Slack handle, mail alias and calendar invite; the same portfolio company across a deck, a mail thread and a CRM record.
  • Build chunking and embedding pipelines and load the vector + graph stores behind the ontology the architect defines.
  • Implement incremental sync through the connector layer (MCP / Composio-class) — no full re‑crawls, no silent drift, clear handling of edits and deletions.
  • Attach access scope and provenance to every record at ingestion, so permission‑aware retrieval and audit are possible downstream rather than bolted on.
  • Run PII detection, redaction and retention logic; evidence to the client's security function what is stored, where, and for how long.
  • Orchestrate with Airflow / Step Functions; build repeatable, monitored pipelines rather than scripts, with alerting when a source stops flowing.
  • Keep cost and latency under control at volume — batching, incremental embedding, storage tiering — and report the unit economics.
  • Write runbooks so the client's own team can operate this after handover.

Job description

Neurons Lab is seeking a Data Engineer (part-time) to join a flagship engagement with a European private investment group. You’ll build the ingestion layer, perform entity resolution, and set up vector/graph storage pipelines over unstructured data.

The role emphasizes scalable, cost-aware pipelines, privacy, and repeatable operations. You will work with an AI Architect and Analyst, delivering runbooks and monitored pipelines during a 20‑hour workweek.

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