Best data stream management tools in 2025

Apache Samza

Real-time data processing framework for stateful applications.

Unearth.ai

Centralized platform for data integration and AI-driven insights.

ELK Stack

Powerful suite for data collection, search, and visualization.

Apache Mahout

Framework for scalable machine learning and data processing.

Ragie

Managed service for seamless data integration and retrieval.

Isomeric

Transforms messy text into structured, machine-readable data.

Veritone Developer AI

Data management and analysis for informed decision-making.

InfluxData

High-performance database for real-time data insights.

Parabola

Streamlined data organization and automation for teams.

Amazon Kinesis

Real-time data processing for immediate insights and actions.

Metaflow

Build and manage machine learning projects effortlessly.

Apache Hadoop

Framework for processing large datasets across multiple computers.

BigDL

Run deep learning models efficiently on large datasets.

Hadoop

Framework for processing large data sets across multiple systems.

SvectorDB

Serverless vector database optimized for AWS environments.

Pachyderm

Automated solution for managing and tracking data workflows.

Datachain

Efficient data management and enrichment for organizations.

Amazon Aurora

Managed database solution with high performance and scalability.

Qdrant

A vector database for fast and efficient similarity search.