TTX_05Tech Transformation System™ 4–8 weeks

Data & Analytics Platform

Stand up the data backbone that turns raw events into trusted, decision-grade analytics — warehouse, pipelines, BI and governance.

See full Tech Transformation System™

Why it matters

Without a real data platform, every team has its own number for the same metric. A lakehouse + ELT pipelines + BI layer + governance is the foundation of every downstream system: AI, FinOps, growth, finance.

Scope covered

Lakehouse architecture (cloud lakehouse)

ETL / ELT pipeline design + orchestration (Airflow / dbt)

BI & self-serve analytics (BI tool / BI tool / PowerBI)

Data quality, lineage & catalog framework

Master data management + single-source-of-truth

Event tracking & instrumentation spec

How we run it

Senior-led delivery sequence

A senior-led delivery sequence — not a template dump. Each phase is operated with your team, not handed over as a deck.

01
Week 1–2
Lakehouse & tracking plan
Lock lakehouse architecture (cloud lakehouse), event taxonomy and instrumentation spec with product and data leads.
02
Week 3–4
Pipelines & MDM
Design ELT pipelines, orchestration and master-data rules; build source × pipeline × SLA matrix and golden-record logic.
03
Week 5–6
BI & semantic layer
Stand up the semantic layer, dashboard catalog and self-serve BI; on-board first wave of business teams to certified marts.
04
Week 7–8
Quality, lineage & ownership
Install DQ tests, lineage, catalog and data-ownership model; lock weekly DQ review and freshness SLAs.