Data Platform Retrieval Agent Implementation Guide

Data Platform Retrieval Agent works best when teams need query planning, pipeline diagnostics, dataset annotations while preserving explicit controls around quality, escalation, and auditability.

System Boundary

This blueprint assumes the agent operates inside a data platform workflow and can access SQL warehouse, dbt metadata, incident logs. It should not silently make irreversible decisions without a review or approval path.

Recommended Architecture

1. Inputs

• Structured request payload from the upstream system
• Recent workflow history or case context
• Retrieved internal knowledge relevant to the request

2. Core Loop

• Normalize the request into a predictable schema
• Apply retrieval logic using the strongest available evidence
• Produce a typed output artifact for the next workflow step
• Attach a confidence note and a recommended escalation path

3. Outputs

• Primary artifact: query planning
• Secondary artifact: pipeline diagnostics
• Tertiary artifact: dataset annotations

Prompt And Tooling Guidance

Keep the agent contract narrow. Ask for the minimum output needed by downstream systems, require evidence-backed reasoning, and separate free-form explanation from fields that automation depends on. Good tool access for this blueprint usually includes SQL warehouse, dbt metadata, incident logs.

Failure Modes

• Missing context causes weak or overconfident decisions
• Retrieved evidence is stale or only partially relevant
• The agent tries to resolve ambiguity that should trigger escalation
• Metrics optimize speed without protecting decision quality

Rollout Checklist

• Define success metrics before broad deployment
• Add a review queue for low-confidence or high-risk outputs
• Log input versions, tool calls, and final decisions
• Compare agent throughput and quality against the current manual baseline

Related Agent Pattern

This guide is paired with Data Platform Retrieval Agent. Use the blueprint page for the high-level role definition and this document for implementation details.