Your data is an asset. Treat it like one.

Good AI needs great data

AI Enablement / Data Engineering & Analytics

Every AI ambition and every dashboard dies on the same hill: the data wasn't ready. CONFLICT™ builds the data layer properly — ingestion, transformation, warehousing, and analytics — so decisions run on facts and models train on truth. We work backwards from the questions your business needs answered, not forwards from a tool vendor's reference architecture.

What We Deliver

Pipelines & Ingestion

Batch and streaming ingestion that doesn't lose data or wake anyone up — Airflow, event streams, CDC.

Warehouse & Lakehouse

Snowflake, BigQuery, and lakehouse builds with modeling that humans can navigate and bills that finance can stomach.

Transformation Done Right

dbt-style transformation with tests, lineage, and documentation — data you can actually trust.

BI & Product Analytics

Dashboards that drive action, product analytics that explain behavior — GA4, Segment, and the warehouse as one story.

ML-Grade Datasets

Labeling, feature pipelines, and training-data readiness — the difference between an AI demo and an AI system.

Our Approach

Data work fails socially before it fails technically. We ship the pipelines and the definitions — so teams agree on what the numbers mean before arguing about them.

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Not sure where to start?

Flying blind, drowning in dashboards nobody trusts, or blocked on AI because the data’s a mess? Start here.

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