Best data ingestion tools in 2025

Veritone Developer AI

Data management and analysis for informed decision-making.

Apache Samza

Real-time data processing framework for stateful applications.

Kaskada

Real-time data integration for AI model optimization.

Qubole

Cost-effective data lake solution for efficient analytics.

SvectorDB

Serverless vector database optimized for AWS environments.

Apache Hadoop

Framework for processing large datasets across multiple computers.

Wandb AI

Systematic tracking and visualization for machine learning experiments.

Amplitude

Insightful analytics for understanding user interactions across platforms.

Pachyderm

Automated solution for managing and tracking data workflows.

Ascenscia

Voice-activated assistant for hands-free lab data management.

Parea

Manage and enhance the performance of large language models.

Stellr

Digital documentation for scientists to streamline research.

MLFlow

Manage and track the entire machine learning lifecycle efficiently.

BigDL

Run deep learning models efficiently on large datasets.

Hadoop

Framework for processing large data sets across multiple systems.

Metaflow

Build and manage machine learning projects effortlessly.

Sigopt

Intelligent experimentation for optimizing complex processes.

Folderr

Smart data processing and automation for various file types.

Subscription + from $7.99/m
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Apache Mahout

Framework for scalable machine learning and data processing.

Amazon Kinesis

Real-time data processing for immediate insights and actions.