Databricks alternatives in 2026: 24 tools like Databricks

Closest: Cloud & GPU Providers

Akash Network

Decentralized cloud compute marketplace for AI workloads on GPU nodes

Curated

0 use thisCompare with Databricks
AWS SageMaker

Amazon's fully managed ML platform

CuratedWeb

0 use thisCompare with Databricks
Azure ML

Microsoft Azure's cloud ML service

Curated

0 use thisCompare with Databricks
Baseten

Inference platform for deploying and scaling AI models

Curated

0 use thisCompare with Databricks
Cloudflare AI

Serverless AI inference on Cloudflare's global network (Workers AI)

CuratedWeb

0 use thisCompare with Databricks
CoreWeave

GPU-accelerated cloud for AI/ML workloads

CuratedWeb

0 use thisCompare with Databricks
Crusoe

AI infrastructure and GPU cloud provider

Curated

0 use thisCompare with Databricks
Fireworks AI

Inference platform and API for running open-source models

CuratedWeb

0 use thisCompare with Databricks
Google Vertex AI

Google Cloud's unified ML platform

CuratedWeb

0 use thisCompare with Databricks
Heurist

Agentic finance research platform with AI agents and onchain data

Curated

0 use thisCompare with Databricks
Hot Aisle

AMD GPU cloud: MI300X and MI355X VMs and bare metal in under a minute

CuratedWeb

0 use thisCompare with Databricks
Lambda

GPU cloud for AI training and inference

Curated

0 use thisCompare with Databricks
Nebius

AI cloud with GPU clusters and Token Factory managed inference

CuratedWeb

0 use thisCompare with Databricks
RunPod

Developer-focused GPU cloud for training, inference, and serverless AI

Curated

0 use thisCompare with Databricks
SambaNova

Full-stack AI platform with custom RDU chips for fast inference at scale

Curated

0 use thisCompare with Databricks

More in Inference & Compute

Ollama

Run local LLMs (Llama, Qwen, Gemma, and more) with a single command

CuratedLinuxMacWindows

2 use thisCompare with Databricks
llama.cpp

Open-source LLM inference in C/C++, plus the Llama app for your desktop

CuratedLinuxMacWindows

1 use thisCompare with Databricks
BentoML

Framework for building ML-powered services

Curated

0 use thisCompare with Databricks
Escha Labs

2-bit compressed LLMs that run 27B to 35B models on one consumer GPU

CuratedLinux

0 use thisCompare with Databricks
llm-d

Kubernetes-native distributed LLM inference stack

Curated

0 use thisCompare with Databricks
NVIDIA Dynamo

Distributed inference serving framework for LLMs on GPU clusters

Curated

0 use thisCompare with Databricks
NVIDIA Dynamo-Triton

NVIDIA open-source inference serving software

CuratedLinuxWindows

0 use thisCompare with Databricks
ONNX Runtime

Cross-platform ML model accelerator

CuratedLinuxMacWindows

0 use thisCompare with Databricks
Pruna AI

Open-source framework that makes AI models faster and smaller, plus a video API

CuratedLinuxMacWindows

0 use thisCompare with Databricks

Questions

What are the closest alternatives to Databricks?

Akash Network, AWS SageMaker and Azure ML sit on the same sub-line as Databricks (Cloud & GPU Providers) on AI Landscape, with 12 more.

How are these alternatives chosen?

They are the other products on the Inference & Compute stop of the map: curated products first, the ones on Databricks's sub-line before the rest, then by name until members have marked enough of them.