← Capabilities/Capability C4Weeks 1–10 · first feature live by week 4Time-to-feature: <72h

Data & MLOps Platforms — Lakehouse · Vector · MLOps

Models are the easy part. The platform underneath — features, lineage, evals, deploys — is the moat. We build it as a product, not a project.

Feature reuse

>70%

Deploy frequency

12×/week

MTTR for prod model

<30 min

Commission this capability →See deliverables

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Deliverables

Everything that ships

Lakehouse layer
Iceberg/Delta, medallion zones, IaC, cost guardrails.
Feature store
Online/offline parity, point-in-time joins, ownership and SLAs.
Vector DB tier
Hybrid search, multi-tenant, embedding versioning.
Model CI/CD
Reproducible training, eval gates, canary + shadow rollouts.
Governance pack
Lineage, PII tagging, model cards, audit exports.

Pod composition

Platform Lead
Data Engineer
MLOps Engineer
Governance SME

Example output · Feature spec · churn.signal_v4yaml

feature: churn.signal_v4
owner: pod.retention
freshness: 15m
sources: [orders.v3, events.web, support.cases]
sla: { availability: 0.999, p95_ms: 80 }
governance: { pii: false, residency: eu }

Timeline

Weeks 1–10 · first feature live by week 4

1
Week 1-2
Foundations
Lakehouse + IaC + cost guardrails wired into CI.
2
Week 3-5
Feature + vector tier
Online/offline parity, embeddings pipeline, first model uses it.
3
Week 6-10
CI/CD + governance
Eval gates, canary deploys, lineage, model cards, audit exports.

FAQs

Things prospects ask

Cloud preference?

AWS, Azure or GCP — same blueprint, cloud-native primitives, portable IaC.

Build vs buy?

We compose: open-source core (Iceberg, Feast, MLflow) + managed where it pays.

How does this connect to Data Enablement?

Directly. The Refinery's seven strata land here as governed feature + vector tiers.

Commission · C4 Data & MLOps Platforms

Stand up Data & MLOps Platforms in Weeks 1–10.

We'll respond within one business day with a scoping note, a fixed-price outcome contract, and a named principal. Your details sync straight into our concierge queue.

• Outcome-priced — no T&M.
• Sovereign by default — your data, your region, your keys.
• Wired into the Fuel Pressure gauge from day one.