Comparison

Pathway vs Ragas

No clear leader: Pathway (59.4) and Ragas (58.4) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Pathway full profile →Ragas full profile →

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Pathway59

Ragas58

Attribute comparison across 2 tools
Attribute	Pathway	Ragas
Vioscale score	59 / 100low · 36%updating	58 / 100low · 27%updating
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	freemium	commercial
Price levelpricing.price_level	low	free
Transparentpricing.transparent	✗	✓
Integrations
Countintegrations.count	300	3
Security
Gdprsecurity.gdpr	✓	-
Vulnerabilitiessecurity.vulnerabilities	-	Count: 2 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=ragas&per_page=100 · Last 12m: 2 · Max severity: HIGH
Adoption
Dependent reposadoption.dependent_repos	-	1
Github starsadoption.github_stars	-	15,484
Release
Cadence daysrelease.cadence_days	-	7
Historyrelease.history	-	20 items
License
Spdxlicense.spdx	-	Apache-2.0
Language
Primarylanguage.primary	-	Python
Market
Availabilitymarket.availability	Available worldwide · Popular in US, EU · HQ US	-

Score

Vioscale score

Pathway59 / 100low · 36%updating

Ragas58 / 100low · 27%updating

Pricing

Free tier

Pathway✓

Ragas✓

Model

Pathwayfreemium

Ragascommercial

Price level

Pathwaylow

Ragasfree

Transparent

Pathway✗

Ragas✓

Integrations

Count

Pathway300

Ragas3

Security

Gdpr

Pathway✓

Ragas–

Vulnerabilities

Pathway–

RagasCount: 2 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=ragas&per_page=100 · Last 12m: 2 · Max severity: HIGH

Adoption

Dependent repos

Pathway–

Ragas1

Github stars

Pathway–

Ragas15,484

Release

Cadence days

Pathway–

Ragas7

History

Pathway–

Ragas20 items

License

Spdx

Pathway–

RagasApache-2.0

Language

Primary

Pathway–

RagasPython

Market

Availability

PathwayAvailable worldwide · Popular in US, EU · HQ US

Ragas–

Capabilities

Feature-by-feature on the axes that matter for rag tools. “-” means undocumented, not absent.

Capability comparison for RAG Tools
Capability	Pathway	Ragas
Capabilities
Hybrid retrieval	✓	-
Reranking integration	-	-
Multi hop agentic retrieval	✓	-
Embedding provider agnostic	✓	-
LLM provider agnostic	✓	-
Built in rag eval metrics	-	✓
Citation attribution	-	-
Multimodal rag	✓	-
Managed ingestion pipeline	✓	-
Open source	✓	✓

Capabilities

Hybrid retrieval

Pathway✓

Ragas-

Reranking integration

Pathway-

Ragas-

Multi hop agentic retrieval

Pathway✓

Ragas-

Embedding provider agnostic

Pathway✓

Ragas-

LLM provider agnostic

Pathway✓

Ragas-

Built in rag eval metrics

Pathway-

Ragas✓

Citation attribution

Pathway-

Ragas-

Multimodal rag

Pathway✓

Ragas-

Managed ingestion pipeline

Pathway✓

Ragas-

Open source

Pathway✓

Ragas✓

What each one is

The product in its own terms, so the numbers below have context.

Pathway

Pathway Live Data Framework is a scalable, open-source data processing platform that enables continuous, real-time data pipeline construction for AI applications. It provides unified stream and batch processing with built-in support for retrieval-augmented generation, agentic systems, and multimodal data handling.

Independently observed

Ragas

A Python-based framework that evaluates RAG applications through automatic metrics covering faithfulness, relevance, and recall. Includes tools to synthetically generate test datasets customized for specific use cases, enabling developers to assess LLM application performance at both component and end-to-end levels.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Pathway

HybridFree tier

Free Community tier; Scale and Enterprise licenses available (specific pricing not published)

CommunityFree
- 300+ API connectors to data sources
- Kafka, S3, PostgreSQL, cloud database connectors
- Sub-millisecond REST API endpoints
- Python and SQL programming interfaces
- Streaming and batch processing
- +7 more
ScaleContact sales
- All Community features
- 20+ pre-built application templates
- Basic RAG pipelines, document processing, log monitoring
- Kafka ETL and social media analytics templates
- Business support with 1-business day response
- +2 more
EnterpriseContact sales
- All Scale features
- Advanced connectors (Sharepoint, Delta Lake, Iceberg, BigQuery, Elasticsearch, QuestDB)
- MQTT/IoT and custom messaging connectors
- High-availability failover
- Kubernetes deployment
- +8 more

as of 2026-08-21verify ↗

Ragas

Open sourceFree tier

as of 2026-08-21verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	Pathway	Ragas
WebPlatforms	✓	✗
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✗
Self-hostedDeployment	✓	✓

Platforms

Web

Pathway✓

Ragas✗

CLI

Pathway✓

Ragas✓

Deployment

Cloud / SaaS

Pathway✓

Ragas✗

Self-hosted

Pathway✓

Ragas✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (1)

OpenAI

Pathway

21 total - 20 not shared

Kafka
Apache Spark
Amazon S3
PostgreSQL
Redpanda
Logstash
Slack
Google Pub/Sub
Microsoft Sharepoint
Delta Lake
Apache Iceberg
Google BigQuery
Elasticsearch
QuestDB
MQTT
Ollama
Mistral
LiteLLM
Sentence Transformers
Docling

Independently observed

Ragas

3 total - 2 not shared

LlamaIndex
LangSmith

Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.