Partners

Databricks

As an official Databricks delivery partner, we cover the full lifecycle of the Lakehouse and Mosaic AI platform — from license sales and technical support to training.

Databricks Lakehouse overview

Databricks is a cloud-native Lakehouse platform that runs on AWS, Azure, and GCP. Built on Delta Lake, it unifies the scalability of a data lake with the performance and reliability of a warehouse, centralizes security and governance with Unity Catalog, and runs traditional ML and generative AI on the same data through Mosaic AI.

  • Delta Lake: open-format Lakehouse storage with ACID transactions
  • Unity Catalog: unified governance for tables, files, models, and dashboards
  • Databricks SQL and Photon: high-performance serverless query engine
  • Mosaic AI: MLflow, Model Serving, Vector Search, and Agent Framework

Optimal data platform architecture

An end-to-end reference architecture for enterprise data platforms and AI/ML environments, refined through numerous real-world implementations.

On-Premise / One Platform
Data Sources
Enterprise Operations
SAP, ERP, RDB
Manufacturing Equipment
Sensors and logs
Unstructured (Image) Data
Images, video, docs
External Data
Open data and APIs
Workflow / Data Processing
Data Pipeline
Data Migration
Batch Pipeline
Delta Load
Incremental Load
Real-Time Ingestion
Streaming
Metadata Management
To-Be Data Model API
Unity Catalog
Lakehouse
Landing Zone
Bronze
AS-IS vs. TO-BE Mapping
Data transformation
Refine / Trusted Zone
Silver / Gold
Feature Store
ML feature management
AWS
Data Platform Services
Back End Service
LakebaseAPI
Vector SearchAPI
ClusterAPI
LLMs & AppsAPI
Serving EndpointAPI
API Gateway Service
Front End Service
Real-Time Monitoring
AI / ML Services
Data Portal

Databricks ML / LLM Ops

MLflow-based model lifecycle management

01Model Training
02Model Validation
03Model Deployment
04Triggering Retraining
05Drift Monitoring
06Model Serving

Databricks product portfolio

Databricks Lakehouse Platform

With Delta Lake and Unity Catalog at the core, the platform delivers data engineering, analytics, BI, and ML in one place. Databricks SQL and Photon handle high-performance workloads.

Delta LakeUnity CatalogDatabricks SQLPhoton

Delta Live Tables & Workflows

Delta Live Tables (DLT) and Workflows let you declaratively build and operate production pipelines covering ingestion, quality, and scheduling.

DLTAuto LoaderWorkflowsStreaming

Mosaic AI

A unified enterprise generative AI environment covering MLflow-based MLOps, Model Serving, Vector Search, the Agent Framework, DBRX, and leading Foundation Models.

MLflowModel ServingVector SearchDBRX / RAG

Databricks services from Data Dynamics

License sales

As an official partner, we help procure Databricks licenses and commits — including the Lakehouse Platform and Mosaic AI — with workload-based sizing and cost optimization.

  • Databricks workspace and commit contracts
  • Unity Catalog and Lakehouse licensing
  • Mosaic AI (Model Serving) usage planning
  • Multi-cloud (AWS, Azure, GCP) adoption consulting

Technical support

End-to-end technical support for Databricks — from solution design and implementation to migration, performance tuning, and MLOps.

  • Lakehouse and Unity Catalog implementation
  • Migration from existing DW and data lakes to Databricks
  • Delta Live Tables and Workflows design
  • Databricks SQL and Photon performance tuning
  • MLOps with MLflow and Model Serving
  • Generative AI (DBRX, RAG) implementation support

Training

Hands-on Databricks training for data engineers, analysts, and ML engineers to quickly build Lakehouse and AI expertise inside your organization.

  • Databricks platform administrator course
  • Data engineer (DLT, Spark) courses
  • Databricks SQL and analyst courses
  • MLflow and Mosaic AI hands-on courses
  • Generative AI and RAG workshops