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DATA · Illustrative scenario

Data Platform

Query warehouses and lakes with governed, typed access.

Agents speak SQL to Snowflake, BigQuery, and Databricks through a typed semantic layer — no raw table access, no hallucinated joins, every query attributed and rate-limited.

Scope a DATA pilotSee the runtime →

01 · Baseline

The coordination tax, measured.

Pre-agent metrics captured across data platform workflows during the Phase 01 read-only observation window.

Time to answer

0.0 days

Business question → analyst delivery

Self-serve adoption

0%

Of business users active in BI

Governed query rate

Unknown

Shadow SQL outside catalog

02 · Architecture

How the agent core integrates.

Bounded actuation framework wraps every tool. No raw access — typed surfaces, scoped credentials, policy-bound writes.

  1. 01

    Semantic layer first

    Agent only queries through dbt Semantic Layer / Cube — metrics defined once, governed everywhere.

  2. 02

    Row-level security

    Caller identity propagated to warehouse; designed to apply RLS at query time, not in the prompt.

  3. 03

    Query review agent

    Pre-flight cost estimation, redundant query detection, materialization suggestions.

03 · Outcomes

Steady state, after rollout.

Illustrative scenario. Illustrative targets against a Phase 01 baseline — not published results.

Time to answer

0 min

For governed questions

Self-serve adoption

0%

Of business users

Governed query rate

0%

Queries designed to go through governed views

04 · Rollout

Three phases. Timing agreed per engagement.

Reversible at every step: Agents open draft pull requests. A person approves every merge.

  1. Phase 01

    Discovery

    Read-only observation

    Agent senses, plans, and shadows live traffic. Read-only access. Baseline metrics captured.

  2. Phase 02

    Pilot

    Supervised execution

    Every action drafted by the agent, 1-click human approval, and an audit trail in Git: Agents open draft pull requests. A person approves every merge.

  3. Phase 03

    Rollout

    Bounded autonomy

    Full Observe → Decide → Execute → Verify loop. HITL retained only on high-risk thresholds.

Governance

Controls shipped with this workflow.

Mapped to the OWASP Agentic Top 10 (2026): a control map, not an assessment. Mapped · not certified or audited.

  • Row + column-level security
  • PII tag enforcement
  • Cost guardrails / query
  • Catalog-bound execution
Previous · OBSObservabilityNext · SCMSupply Chain

90-minute discovery workshop

Map this study to your DATA stack.

We baseline your workflows, walk through the phased rollout, and leave you with a deployment plan — not a pitch deck.

Book workshopCompliance matrix →
SOC 2 Type II — Mapped · not certified or audited
ISO 27001 + 42001 — Mapped · not certified or audited
EU AI Act Art. 12 — Mapped · not certified or audited
OWASP Agentic 2026 — Mapped · not certified or audited