Audience
Developers
About Pathway
Pathway is a Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
Pathway comes with an easy-to-use Python API, allowing you to seamlessly integrate your favorite Python ML libraries. Pathway code is versatile and robust: you can use it in both development and production environments, handling both batch and streaming data effectively. The same code can be used for local development, CI/CD tests, running batch jobs, handling stream replays, and processing data streams.
Pathway is powered by a scalable Rust engine based on Differential Dataflow and performs incremental computation. Your Pathway code, despite being written in Python, is run by the Rust engine, enabling multithreading, multiprocessing, and distributed computations. All the pipeline is kept in memory and can be easily deployed with Docker and Kubernetes.
Other Popular Alternatives & Related Software
SYNTHIA Retrosynthesis Software
Expert-coded by chemists and engineered by computer scientists, SYNTHIA™ Retrosynthesis Software enables scientists to quickly find and easily navigate innovative and novel pathways for novel and published target molecules.
Quickly and efficiently scan hundreds of pathways to help you identify the best option according to your needs.
Explore the most cost-effective routes to your target molecules with state of the art visualization and filtering options.
Easily customize search parameters to eliminate or promote reactions, reagents or classes of molecules.
Explore unique and innovative syntheses that may be unknown for building your desired molecule.
Easily generate a list of commercially available starting materials for your synthesis.
Benefit from ISO/IEC 27001 Information Security Certification to guarantee the confidentiality, integrity, and protection of your data.
Learn more about SYNTHIA Retrosynthesis Software
Google Cloud Dataflow
Unified stream and batch data processing that's serverless, fast, and cost-effective. Fully managed data processing service. Automated provisioning and management of processing resources. Horizontal autoscaling of worker resources to maximize resource utilization. OSS community-driven innovation with Apache Beam SDK. Reliable and consistent exactly-once processing. Streaming data analytics with speed. Dataflow enables fast, simplified streaming data pipeline development with lower data latency. Allow teams to focus on programming instead of managing server clusters as Dataflow’s serverless approach removes operational overhead from data engineering workloads. Allow teams to focus on programming instead of managing server clusters as Dataflow’s serverless approach removes operational overhead from data engineering workloads. Dataflow automates provisioning and management of processing resources to minimize latency and maximize utilization.
Learn more about Google Cloud Dataflow
Spark Streaming
Spark Streaming brings Apache Spark's language-integrated API to stream processing, letting you write streaming jobs the same way you write batch jobs. It supports Java, Scala and Python. Spark Streaming recovers both lost work and operator state (e.g. sliding windows) out of the box, without any extra code on your part. By running on Spark, Spark Streaming lets you reuse the same code for batch processing, join streams against historical data, or run ad-hoc queries on stream state. Build powerful interactive applications, not just analytics. Spark Streaming is developed as part of Apache Spark. It thus gets tested and updated with each Spark release. You can run Spark Streaming on Spark's standalone cluster mode or other supported cluster resource managers. It also includes a local run mode for development. In production, Spark Streaming uses ZooKeeper and HDFS for high availability.
Learn more about Spark Streaming
Spring Cloud Data Flow
Microservice-based streaming and batch data processing for Cloud Foundry and Kubernetes. Spring Cloud Data Flow provides tools to create complex topologies for streaming and batch data pipelines. The data pipelines consist of Spring Boot apps, built using the Spring Cloud Stream or Spring Cloud Task microservice frameworks. Spring Cloud Data Flow supports a range of data processing use cases, from ETL to import/export, event streaming, and predictive analytics. The Spring Cloud Data Flow server uses Spring Cloud Deployer, to deploy data pipelines made of Spring Cloud Stream or Spring Cloud Task applications onto modern platforms such as Cloud Foundry and Kubernetes. A selection of pre-built stream and task/batch starter apps for various data integration and processing scenarios facilitate learning and experimentation. Custom stream and task applications, targeting different middleware or data services, can be built using the familiar Spring Boot style programming model.
Learn more about Spring Cloud Data Flow
Pricing
Free Version:
Free Version available.
Company Information
Pathway
Founded: 2020
France
pathway.com
Videos and Screen Captures
Other Useful Business Software
$300 Free Credits to Build on Google Cloud
Put your $300 in credit toward real workloads, then keep building with free monthly usage for 20+ products. No commitment and no charge until you upgrade.
Product Details
Platforms Supported
Cloud
Windows
Mac
Linux
On-Premises
Training
Documentation
Webinars
In Person
Support
24/7 Live Support
Online
Pathway Frequently Asked Questions
Q: What kinds of users and organization types does Pathway work with?
Pathway works with these users and organization types: Mid Size Business, Small Business, Enterprise, Freelance, Nonprofit, Government, and Startup.
Q: What languages does Pathway support in their product?
Pathway supports these languages: English.
Q: What kind of support options does Pathway offer?
Pathway offers support via 24/7 live support and online.
Q: What other applications or services does Pathway integrate with?
Pathway integrates with: Amazon S3, Apache Kafka, MongoDB, MySQL, PostgreSQL, Python, Rust, and Tangentia TiA Gateway.
Q: Does Pathway have an API?
Yes, Pathway has an API.
Q: What type of training does Pathway provide?
Pathway provides training in the form of documentation, webinars, and in person.
Pathway Product Features
Artificial Intelligence
Chatbot
Supported
Machine Learning
Supported
Predictive Analytics
Supported
For Healthcare
Not Supported
For Sales
Not Supported
For eCommerce
Not Supported
Image Recognition
Not Supported
Multi-Language
Not Supported
Natural Language Processing
Not Supported
Process/Workflow Automation
Not Supported
Rules-Based Automation
Not Supported
Virtual Personal Assistant (VPA)
Not Supported
Machine Learning
ML Algorithm Library
Supported
Natural Language Processing (NLP)
Supported
Predictive Modeling
Supported
Statistical / Mathematical Tools
Supported
Deep Learning
Not Supported
Model Training
Not Supported
Templates
Not Supported
Visualization
Not Supported
