One Lakehouse. Every workload, governed.
For teams that want data engineering, analytics and AI on one open platform — without locking in a single cloud. Agiliz designs, builds and operates Databricks Lakehouses that turn raw signal into governed decisions, fast.
One open platform. Engineering, analytics and AI on the same data
Decision-driven analytics needs a single governed plane where pipelines, BI and AI agents share the same metrics and the same lineage. The Databricks Lakehouse is built for exactly that — open formats, Unity Catalog governance, and Mosaic AI on top. It's our preferred path when openness, multi-cloud freedom and ML-first workloads are non-negotiable.
"Open data beats locked data. The Lakehouse wins because governance and openness stop being a trade-off."
THREE PILLARS
One Lakehouse. Every workload.
Lakehouse Foundation
Delta Lake & Unity Catalog
One open storage layer for structured and unstructured data. Unity Catalog gives you centralized governance, lineage and fine-grained access — across every cloud you run on.
Production AI
Mosaic AI & MLflow
From classical ML to RAG and agentic workflows. Train, fine-tune and serve models next to the data — with built-in evaluation, vector search and model serving.
Governed Analytics
Databricks SQL & Genie
Serverless SQL warehousing on the Lakehouse, paired with AI/BI Genie for natural-language analytics — all on the same governed metrics, no copies needed.
WHAT WE BUILD
Four ways teams put Databricks to work with us.
Each engagement is scoped to a concrete decision the business needs to make faster — then built on the Databricks services that fit.
Foundation
Lakehouse architecture
Consolidate fragmented warehouses and lakes into a governed Lakehouse. Bronze/Silver/Gold layers on Delta, with Unity Catalog policies and lineage from day one.
- Delta medallion model
- Unity Catalog policies
- Cost & quality observability
AI ACTIVATION
Production GenAI with Mosaic AI
From RAG over enterprise knowledge to agentic workflows. We design the retrieval, the guardrails and the eval loop — served on Mosaic AI Model Serving with Vector Search.
- Vector Search & RAG
- Agent Framework workflows
- MLflow eval & monitoring
DECISION ENGINE
Databricks SQL as the analytics plane
Serverless SQL warehousing on the Lakehouse. Governed metrics consumed by every BI tool, app and AI agent — no copies, one truth, one audit trail.
- Serverless SQL warehouses
- Metric layer & semantic views
- Embedded BI & alerting
CONVERSATIONAL
AI/BI Genie for natural-language analytics
Business users ask, the Lakehouse answers — grounded in Unity Catalog metadata. Same numbers as the boardroom, no shadow models.
- Genie space setup
- Metric & instruction tuning
- Adoption playbook
Where the Databricks Way fits
The platform is the what.
Here's the when and the how
The Databricks Way
Delta Lake, Unity Catalog, Mosaic AI, Databricks SQL — one open Lakehouse for engineering, analytics and AI.
Lifecycle stage
Where in your journey we plug in, Strategy, ideate, technology, build, Activate, Care or Knowledge
Engagement model
The shape of cooperation, Capacity → Capability → Outcome → Continuity → Impact.
The Databricks Way is one path. There are others.
Same Agiliz philosophy — decision-first, governed, accountable — delivered four ways. Pick the path that fits your platform reality, or stay tech-agnostic.
The Agnostic Way
For teams ready to consolidate on a single, fully integrated cloud. As a certified Google Cloud Partner, Agiliz puts Gemini at the heart of BigQuery, Vertex AI and Looker — one frontier-AI engine grounded in your business, not just your data.
The Strategy Way
MOSAIC is the enterprise-grade Universal Semantic Layer. Define your metrics once, govern them centrally, and deliver consistent, AI-ready data to every BI tool, agent, and application — without rebuilding your stack.
The Google Way
For teams ready to consolidate on a single, fully integrated cloud. As a certified Google Cloud Partner, Agiliz puts Gemini at the heart of BigQuery, Vertex AI and Looker — one frontier-AI engine grounded in your business, not just your data.
Tell us the decision you need to make
We'll show you how our method plugs into the platform you already run.