René's URL Explorer Experiment

Title: GitHub - K-dev01/pathway: Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

Open Graph Title: GitHub - K-dev01/pathway: Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

X Title: GitHub - K-dev01/pathway: Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

Description: Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. - K-dev01/pathway

Open Graph Description: Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. - K-dev01/pathway

X Description: Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. - K-dev01/pathway

Mail addresses
contact@pathway.com
contact@pathway.com

Opengraph URL: https://github.com/K-dev01/pathway

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:ac63cdaa-6ddf-f7ea-a953-c86beda53418
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	E57C:27C649:E54197:122022B:697FD088
html-safe-nonce	e7382ccd036b7224fe9de509d81c1de124af9412c5288194d077bda60ff415da
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFNTdDOjI3QzY0OTpFNTQxOTc6MTIyMDIyQjo2OTdGRDA4OCIsInZpc2l0b3JfaWQiOiIxMTA1MDExOTA5NDQ0MTE3ODQiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	45e6d5f7f86292a313b4c79edbbdaa6acf9867f221a34f4166f412233ffe3415
hovercard-subject-tag	repository:1123333613
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/K-dev01/pathway
twitter:image	https://opengraph.githubassets.com/82d46bd1c19cc69fef0353c8bb404381577db88c1c17f7948b51d6b93b6545bb/K-dev01/pathway
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/82d46bd1c19cc69fef0353c8bb404381577db88c1c17f7948b51d6b93b6545bb/K-dev01/pathway
og:image:alt	Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. - K-dev01/pathway
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	60279d4097367e16897439d16d6bbe4180663db828c666eeed2656988ffe59f6
turbo-cache-control	no-preview
go-import	github.com/K-dev01/pathway git https://github.com/K-dev01/pathway.git
octolytics-dimension-user_id	210714775
octolytics-dimension-user_login	K-dev01
octolytics-dimension-repository_id	1123333613
octolytics-dimension-repository_nwo	K-dev01/pathway
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	571186647
octolytics-dimension-repository_parent_nwo	pathwaycom/pathway
octolytics-dimension-repository_network_root_id	571186647
octolytics-dimension-repository_network_root_nwo	pathwaycom/pathway
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	7c85641c598ad130c74f7bcc27f58575cac69551
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/K-dev01/pathway#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FK-dev01%2Fpathway
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
GitHub SponsorsFund open source developers	https://github.com/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/accelerator
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FK-dev01%2Fpathway
Sign up	https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=K-dev01%2Fpathway
Reload	https://patch-diff.githubusercontent.com/K-dev01/pathway
Reload	https://patch-diff.githubusercontent.com/K-dev01/pathway
Reload	https://patch-diff.githubusercontent.com/K-dev01/pathway
K-dev01	https://patch-diff.githubusercontent.com/K-dev01
pathway	https://patch-diff.githubusercontent.com/K-dev01/pathway
pathwaycom/pathway	https://patch-diff.githubusercontent.com/pathwaycom/pathway
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FK-dev01%2Fpathway
Fork 0	https://patch-diff.githubusercontent.com/login?return_to=%2FK-dev01%2Fpathway
Star 0	https://patch-diff.githubusercontent.com/login?return_to=%2FK-dev01%2Fpathway
pathway.com	https://pathway.com
View license	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/LICENSE.txt
0 stars	https://patch-diff.githubusercontent.com/K-dev01/pathway/stargazers
1.6k forks	https://patch-diff.githubusercontent.com/K-dev01/pathway/forks
Branches	https://patch-diff.githubusercontent.com/K-dev01/pathway/branches
Tags	https://patch-diff.githubusercontent.com/K-dev01/pathway/tags
Activity	https://patch-diff.githubusercontent.com/K-dev01/pathway/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2FK-dev01%2Fpathway
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FK-dev01%2Fpathway
Code	https://patch-diff.githubusercontent.com/K-dev01/pathway
Pull requests 0	https://patch-diff.githubusercontent.com/K-dev01/pathway/pulls
Actions	https://patch-diff.githubusercontent.com/K-dev01/pathway/actions
Projects 0	https://patch-diff.githubusercontent.com/K-dev01/pathway/projects
Security 0	https://patch-diff.githubusercontent.com/K-dev01/pathway/security
Insights	https://patch-diff.githubusercontent.com/K-dev01/pathway/pulse
Code	https://patch-diff.githubusercontent.com/K-dev01/pathway
Pull requests	https://patch-diff.githubusercontent.com/K-dev01/pathway/pulls
Actions	https://patch-diff.githubusercontent.com/K-dev01/pathway/actions
Projects	https://patch-diff.githubusercontent.com/K-dev01/pathway/projects
Security	https://patch-diff.githubusercontent.com/K-dev01/pathway/security
Insights	https://patch-diff.githubusercontent.com/K-dev01/pathway/pulse
Branches	https://patch-diff.githubusercontent.com/K-dev01/pathway/branches
Tags	https://patch-diff.githubusercontent.com/K-dev01/pathway/tags
	https://patch-diff.githubusercontent.com/K-dev01/pathway/branches
	https://patch-diff.githubusercontent.com/K-dev01/pathway/tags
1,717 Commits	https://patch-diff.githubusercontent.com/K-dev01/pathway/commits/main/
	https://patch-diff.githubusercontent.com/K-dev01/pathway/commits/main/
.github	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/.github
.github	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/.github
docs/2.developers	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/docs/2.developers
docs/2.developers	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/docs/2.developers
examples	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/examples
examples	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/examples
external	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/external
external	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/external
integration_tests	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/integration_tests
integration_tests	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/integration_tests
library_licenses	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/library_licenses
library_licenses	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/library_licenses
python/pathway	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/python/pathway
python/pathway	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/python/pathway
src	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/src
src	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/src
tests	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/tests
tests	https://patch-diff.githubusercontent.com/K-dev01/pathway/tree/main/tests
.coveragerc	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/.coveragerc
.coveragerc	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/.coveragerc
.dockerignore	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/.dockerignore
.dockerignore	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/.dockerignore
.gitignore	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/.gitignore
CHANGELOG.md	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/CHANGELOG.md
CHANGELOG.md	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/CHANGELOG.md
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/CONTRIBUTING.md
Cargo.lock	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/Cargo.lock
Cargo.lock	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/Cargo.lock
Cargo.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/Cargo.toml
Cargo.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/Cargo.toml
LICENSE.txt	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/LICENSE.txt
LICENSE.txt	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/LICENSE.txt
README.md	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/README.md
README.md	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/README.md
build.rs	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/build.rs
build.rs	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/build.rs
clippy.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/clippy.toml
clippy.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/clippy.toml
deny.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/deny.toml
deny.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/deny.toml
pyproject.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/pyproject.toml
pyproject.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/pyproject.toml
rust-toolchain.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/rust-toolchain.toml
rust-toolchain.toml	https://patch-diff.githubusercontent.com/K-dev01/pathway/blob/main/rust-toolchain.toml
README	https://patch-diff.githubusercontent.com/K-dev01/pathway
Code of conduct	https://patch-diff.githubusercontent.com/K-dev01/pathway
Contributing	https://patch-diff.githubusercontent.com/K-dev01/pathway
License	https://patch-diff.githubusercontent.com/K-dev01/pathway
	https://pathway.com/
	https://trendshift.io/repositories/10388
	https://github.com/pathwaycom/pathway/actions/workflows/ubuntu_test.yml
	https://github.com/pathwaycom/pathway/actions/workflows/release.yml
	https://badge.fury.io/py/pathway
	https://badge.fury.io/py/pathway
	https://github.com/pathwaycom/pathway/blob/main/LICENSE.txt
	https://discord.gg/pathway
	https://twitter.com/intent/follow?screen_name=pathway_com
	https://linkedin.com/company/pathway
	https://github.com/dylanhogg/awesome-python/blob/main/README.md
	https://gurubase.io/g/pathway
Getting Started	https://patch-diff.githubusercontent.com/K-dev01/pathway#getting-started
Deployment	https://patch-diff.githubusercontent.com/K-dev01/pathway#deployment
Documentation and Support	https://patch-diff.githubusercontent.com/K-dev01/pathway#resources
Blog	https://pathway.com/blog/
License	https://patch-diff.githubusercontent.com/K-dev01/pathway#license
	https://patch-diff.githubusercontent.com/K-dev01/pathway#pathway-live-data-framework
Pathway	https://pathway.com
on Discord	https://discord.com/invite/pathway
	https://patch-diff.githubusercontent.com/K-dev01/pathway#use-cases-and-templates
Try one of our easy-to-run examples	https://pathway.com/developers/templates
	https://patch-diff.githubusercontent.com/K-dev01/pathway#event-processing-and-real-time-analytics-pipelines
Showcase: Real-time ETL.	https://pathway.com/developers/templates/kafka-etl
Showcase: Event-driven pipelines with alerting.	https://pathway.com/developers/templates/realtime-log-monitoring
Showcase: Realtime analytics.	https://pathway.com/developers/templates/linear_regression_with_kafka
Docs: Switch from batch to streaming.	https://pathway.com/developers/user-guide/connecting-to-data/switch-from-batch-to-streaming
	https://patch-diff.githubusercontent.com/K-dev01/pathway#ai-pipelines
LLM xpack documentation	https://pathway.com/developers/user-guide/llm-xpack/overview
here	https://pathway.com/developers/user-guide/llm-xpack/llm-examples
Template: Unstructured data to SQL on-the-fly.	https://pathway.com/developers/templates/unstructured-to-structured
Template: Private RAG with Ollama and Mistral AI	https://pathway.com/developers/templates/private-rag-ollama-mistral
Template: Adaptive RAG	https://pathway.com/developers/templates/adaptive-rag
Template: Multimodal RAG with gpt-4o	https://pathway.com/developers/templates/multimodal-rag
	https://patch-diff.githubusercontent.com/K-dev01/pathway#features
	https://patch-diff.githubusercontent.com/K-dev01/pathway#getting-started
	https://patch-diff.githubusercontent.com/K-dev01/pathway#installation
	https://patch-diff.githubusercontent.com/K-dev01/pathway#example-computing-the-sum-of-positive-values-in-real-time
in Google Colab	https://colab.research.google.com/drive/1aBIJ2HCng-YEUOMrr0qtj0NeZMEyRz55?usp=sharing
here	https://github.com/pathwaycom/pathway/tree/main/examples
	https://patch-diff.githubusercontent.com/K-dev01/pathway#deployment
	https://patch-diff.githubusercontent.com/K-dev01/pathway#locally
	https://camo.githubusercontent.com/dfb215b06d59250eb2970259a55db2ea0f613099375df17c039a0ffa55160511/68747470733a2f2f6431346c3362726b6834343230312e636c6f756466726f6e742e6e65742f706174687761792d64617368626f6172642e706e67
cookiecutter template	https://github.com/pathwaycom/cookiecutter-pathway
	https://patch-diff.githubusercontent.com/K-dev01/pathway#docker
	https://patch-diff.githubusercontent.com/K-dev01/pathway#pathway-image
Pathway docker image	https://hub.docker.com/r/pathwaycom/pathway
	https://patch-diff.githubusercontent.com/K-dev01/pathway#run-a-single-python-script
	https://patch-diff.githubusercontent.com/K-dev01/pathway#python-docker-image
	https://patch-diff.githubusercontent.com/K-dev01/pathway#kubernetes-and-cloud
how to deploy Pathway in a few clicks	https://pathway.com/developers/user-guide/deployment/render-deploy/
	https://patch-diff.githubusercontent.com/K-dev01/pathway#performance
some benchmarks to play with	https://github.com/pathwaycom/pathway-benchmarks
	https://github.com/pathwaycom/pathway-benchmarks/raw/main/images/bm-wordcount-lineplot.png
	https://patch-diff.githubusercontent.com/K-dev01/pathway#documentation-and-support
pathway.com/developers/	https://pathway.com/developers/user-guide/introduction/welcome
API Docs	https://pathway.com/developers/api-docs/pathway
open an issue on GitHub	https://github.com/pathwaycom/pathway/issues
Discord	https://discord.com/invite/pathway
	https://patch-diff.githubusercontent.com/K-dev01/pathway#-featured-collaborations--integrations
Databento	https://databento.com/blog/option-greeks
LangChain	https://docs.langchain.com/oss/python/integrations/vectorstores/pathway
LlamaIndex	https://developers.llamaindex.ai/python/examples/retrievers/pathway_retriever/
MinIO	https://www.min.io/
PaddleOCR	https://github.com/PaddlePaddle/PaddleOCR
Redpanda	https://www.redpanda.com/blog/replace-kafka-redpanda-data-analysis-streaming
	https://patch-diff.githubusercontent.com/K-dev01/pathway#license
BSL 1.1 License	https://github.com/pathwaycom/pathway/blob/main/LICENSE.txt
for most commercial purposes	https://pathway.com/license/
public repos	https://github.com/pathwaycom
	https://patch-diff.githubusercontent.com/K-dev01/pathway#contribution-guidelines
Discord community	https://discord.gg/pathway
pathway.com	https://pathway.com
Readme	https://patch-diff.githubusercontent.com/K-dev01/pathway#readme-ov-file
View license	https://patch-diff.githubusercontent.com/K-dev01/pathway#License-1-ov-file
Code of conduct	https://patch-diff.githubusercontent.com/K-dev01/pathway#coc-ov-file
Contributing	https://patch-diff.githubusercontent.com/K-dev01/pathway#contributing-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/K-dev01/pathway
Activity	https://patch-diff.githubusercontent.com/K-dev01/pathway/activity
0 stars	https://patch-diff.githubusercontent.com/K-dev01/pathway/stargazers
0 watching	https://patch-diff.githubusercontent.com/K-dev01/pathway/watchers
0 forks	https://patch-diff.githubusercontent.com/K-dev01/pathway/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FK-dev01%2Fpathway&report=K-dev01+%28user%29
Releases	https://patch-diff.githubusercontent.com/K-dev01/pathway/releases
Packages 0	https://patch-diff.githubusercontent.com/users/K-dev01/packages?repo_name=pathway
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.