◆ Gentoo Logic · Modeling Warehouse

Architecture comparison

Databricks vs MongoDB

Databricks runs closer to the foundational model (Native (own / self-hosted weights)) than MongoDB (Middleware / wrapper). No shared foundational model — different bets.

Databricks

Data Platform

Proximity
Native (own / self-hosted weights)
Models
proprietary / self-built modelsMeta · Llama
Cloud · datastore
Multi-CloudDelta Lake (Parquet on object storage)Apache Spark
Compliance
SOC 2HIPAAFedRAMPISO 27001
Architecture

Lakehouse deployed into the customer's own cloud (AWS/Azure/GCP), built on open Spark + Delta Lake. Ships its own open model DBRX and the Mosaic AI training/serving stack.

MongoDB

Database

Proximity
Middleware / wrapper
Models
middleware / wrappers
Cloud · datastore
Multi-CloudMongoDB
Compliance
SOC 2HIPAAPCI DSSISO 27001
Architecture

Atlas runs the MongoDB document database as a managed service across AWS, Azure and GCP. Atlas Vector Search makes it a RAG datastore; AI features integrate partner LLMs rather than a captive model.

← Full orbit map · Score your own stack →