AI-Powered Data Engineering SDLC Agents
A team of autonomous agents that cover the entire data engineering lifecycle — from raw requirements to production-ready Snowflake & dbt code. Fully automated, independently validated, and versioned at every step.
Snowflake Cortex
Six specialized agents work across every phase of the data engineering journey — so your teams move faster without sacrificing quality or control
Each agent owns a phase of the pipeline, brings deep domain expertise, and hands off through human-reviewed quality gates. Click any agent to see how it works.
Turns meeting notes, documents, and existing code into clear business requirements and a KPI catalog — every requirement traced back to its source.
Explore agentTurns approved requirements into the blueprint for your pipeline — the data layers, tables, and relationships needed to answer every business question.
Explore agentDocuments exactly how every field maps from source to target — the transformation rules behind each table — and hands your team a clean Excel sheet to review and sign off.
Explore agentTurns the approved mappings into production-ready Snowflake code, generated in parallel and ordered correctly so everything runs the first time.
Explore agentPackages everything into a ready-to-run dbt project, then adds reusable logic, business-ready data marts, and automated quality tests on top.
Explore agentDetects what changed across inputs, manual edits, and change requests — then surgically updates only the affected entities, leaving the rest untouched.
Explore agentEvery deliverable is audited by a separate, read-only validator before it advances — no agent grades its own homework
Structural closure, phantom-table detection, type compatibility, and semantic alignment against the BRD — with a clear PASS / WARNINGS / FAIL verdict.
Every piece of generated code is scored against the approved specification across 10 quality dimensions — with evidence behind each score, never inflated.
No production access, no destructive DDL, no stored credentials. PII columns are detected and flagged for masking, with a full audit trail.
A modular, de-coupled architecture that deploys horizontally across data products — engagement-agnostic by design
Specialized workflow instructions that encode domain expertise
Enterprise conventions and guardrails enforced at every step
Deterministic tools for parsing, generation, and validation
A practical, step-by-step guide to running the agents on Snowflake Cortex Code — from installation to a governed, production-ready pipeline
Snowflake account and roles, authentication, installing Cortex Code CLI, and configuring your connection — everything needed before you run.
Open setupThe phase-by-phase flow — what each agent does, what you approve, and what it produces — plus the folder layout and engagement scenarios.
Open run guideThe rules layer that keeps every run safe and consistent — security guardrails, responsible-AI alignment, and enterprise standards.
Open governanceReach out to learn how OneData's AI-powered agents can accelerate your data engineering initiatives and reduce delivery timelines.
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