Pathway is featured in Gartner's Market Guide for Event Stream Processing. Learn more

The difference
between batch and real-time
Run it

Pathway is a reactive data processing framework which lets you build
elegant and ultra-powerful real-time data products.

Why adopt Pathway?

It has soft fur.

Code in Pathway feels familiar to data scientists and engineers alike. You can program in Python or SQL.

When you are done with batch mode, you connect live data sources, and simply run in streaming mode.

Pathway lets you easily design Machine Learning features, enrich your data, and draw insights quickly. You can use it for graph models, time series, geospatial data, and more.

It has sharp teeth.

Pathway is powered by a distributed pure-Rust streaming engine. It achieves high throughput with astonishingly low latency.

Pathway also preserves ACID-level data consistency.

Unlike streaming frameworks which only promise eventual consistency, Pathway guarantees data consistency at all times.

But it is forgiving.

Pathway revises data outcomes, as needed. You can delete or update past data inputs that need changing, and include late data points.

Pathway will update your results and models reactively, with the minimal computation necessary.

Reactivity means less hassle with model versioning and less retraining following user feedback or data quality issues.

It is deployed across enterprise.

Pathway is currently used for real-time anomaly detection, predictive analytics, IoT and logs data observability, recommender systems, and alerting.

You can also use Pathway simply to reduce cloud costs, when frequent batch recomputation is eating away at your data budgets.

The data processing layer of Pathway is free and source available.

How others use it

Trusted by

gartner logoFeatured in Gartner's Market Guide

Market Guide for Event Stream Processing

gartner logoGartner's Representative Vendor

Market Guide for Data Analytics and Intelligence Platforms in Supply Chain

Use Pathway to create value with your data product

Live data
Data tables
Live events data
Live transaction records
Live sales data
IoT data
Logistics & moving asset data
Supply chain plans
User inputs
and more!
Value Delivered in Real Time
Anomalies detected
Actionable insights
Data harmonization and enrichment
Interactive scenario simulations
and more!


Your data product built with Pathway

Pathway architecture diagram

It's time to add Pathway to your workflow

Enrich your existing SQL database

with smart tables computed live by Pathway

Transform your data in motion

using Pathway on top of a Kafka real-time data pipeline

Enrich your data inside ElasticSearch

to unlock Pathway-powered analytics for your ELK stack for free

Start a new project

and transform static and live data sources with Pathway