Best infrastructure design tools in 2025

SAP HANA Cloud

Integrated database management for real-time data applications.

Databricks

Unified analytics for real-time data insights and collaboration.

Lume

Automate and validate data mapping effortlessly.

Ploomber Cloud

Build and manage data pipelines efficiently with collaborative workflows.

Isomeric

Transforms messy text into structured, machine-readable data.

MantisBT

Collaborative bug tracking for effective project management.

Accord

Machine learning framework for .NET developers enabling advanced data analysis.

Amazon Kinesis

Real-time data processing for immediate insights and actions.

Ocular AI

Streamlined data labeling for efficient AI training and management.

Qubole

Cost-effective data lake solution for efficient analytics.

Apache Samza

Real-time data processing framework for stateful applications.

Boundary AI

Streamlined structured data generation for developers and LLMs.

Caret

A comprehensive framework for predictive modeling in R.

Saturn Cloud

Collaborative environment for training and scaling machine learning models.

Ray

Framework for distributing machine learning workloads easily.

OmniInfer

Fast and reliable access to scalable AI model deployment.

Continual Diffusion

Image generation that learns and adapts to new concepts.

Caffee

Framework for building deep learning models efficiently.

Qualcomm AI Hub

Deploy AI models efficiently on various devices.

Cols.ai

Custom AI models tailored for unique business data needs.

CLIPSeg

Image segmentation using text or image prompts with minimal setup.

Facebook AI

Open-source AI models for customizable communication solutions.

Kel

Command line interface for automating tasks and engaging with AI.

Liner.ai

Create machine learning models effortlessly without coding.

TensorFlow Lite

Lightweight framework for efficient AI model deployment on edge devices.