René's URL Explorer Experiment

Title: GitHub - databricks-solutions/lakeflow_framework: Metadata-driven framework for Databricks Spark Declarative Pipelines. Config-driven, pattern based approach to batch & streaming across the medallion architecture. Deploys via Declarative Automation Bundles. Built for simplicity, extensibility, and alignment with the Databricks product roadmap. · GitHub

Open Graph Title: GitHub - databricks-solutions/lakeflow_framework: Metadata-driven framework for Databricks Spark Declarative Pipelines. Config-driven, pattern based approach to batch & streaming across the medallion architecture. Deploys via Declarative Automation Bundles. Built for simplicity, extensibility, and alignment with the Databricks product roadmap.

X Title: GitHub - databricks-solutions/lakeflow_framework: Metadata-driven framework for Databricks Spark Declarative Pipelines. Config-driven, pattern based approach to batch & streaming across the medallion architecture. Deploys via Declarative Automation Bundles. Built for simplicity, extensibility, and alignment with the Databricks product roadmap.

Description: Metadata-driven framework for Databricks Spark Declarative Pipelines. Config-driven, pattern based approach to batch & streaming across the medallion architecture. Deploys via Declarative Automation Bundles. Built for simplicity, extensibility, and alignment with the Databricks product roadmap. - databricks-solutions/lakeflow_framework

Open Graph Description: Metadata-driven framework for Databricks Spark Declarative Pipelines. Config-driven, pattern based approach to batch & streaming across the medallion architecture. Deploys via Declarative Autom...

X Description: Metadata-driven framework for Databricks Spark Declarative Pipelines. Config-driven, pattern based approach to batch & streaming across the medallion architecture. Deploys via Declarative A...

Opengraph URL: https://github.com/databricks-solutions/lakeflow_framework

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:8a30272d-0e45-392c-4174-58cfd67a42e3
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	AFF6:221FED:453EA:604DF:6A4C8F5C
html-safe-nonce	3442c664573f1551153e984985191dc22d08de70ad420b3ddc01b446160ee240
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBRkY2OjIyMUZFRDo0NTNFQTo2MDRERjo2QTRDOEY1QyIsInZpc2l0b3JfaWQiOiIzNzQ4MTg2MzQ1NzQ4MzM2NDc2IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	36cbb9e6835dce25e8ef0c035f5de68ab9284e1041e0bd38fc2c87ba819e9666
hovercard-subject-tag	repository:1103448806
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/databricks-solutions/lakeflow_framework
twitter:image	https://avatars.githubusercontent.com/u/168765251?s=400&v=4
twitter:card	summary
og:image	https://avatars.githubusercontent.com/u/168765251?s=400&v=4
og:image:alt	Metadata-driven framework for Databricks Spark Declarative Pipelines. Config-driven, pattern based approach to batch & streaming across the medallion architecture. Deploys via Declarative Autom...
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	3d11bb817438277de2a940854450e83a7d32b6aeb5014e9e6b00a6423900251c
turbo-cache-control	no-cache
go-import	github.com/databricks-solutions/lakeflow_framework git https://github.com/databricks-solutions/lakeflow_framework.git
octolytics-dimension-user_id	168765251
octolytics-dimension-user_login	databricks-solutions
octolytics-dimension-repository_id	1103448806
octolytics-dimension-repository_nwo	databricks-solutions/lakeflow_framework
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1103448806
octolytics-dimension-repository_network_root_nwo	databricks-solutions/lakeflow_framework
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	7a2dede45637df6b92ddcfe2a557e67d4b5854ae
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/databricks-solutions/lakeflow_framework#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fdatabricks-solutions%2Flakeflow_framework
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
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
View all resources	https://github.com/resources
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
GitHub Stars	https://stars.github.com
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://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fdatabricks-solutions%2Flakeflow_framework
Sign up	https://github.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=databricks-solutions%2Flakeflow_framework
Reload	https://github.com/databricks-solutions/lakeflow_framework
Reload	https://github.com/databricks-solutions/lakeflow_framework
Reload	https://github.com/databricks-solutions/lakeflow_framework
Please reload this page	https://github.com/databricks-solutions/lakeflow_framework
databricks-solutions	https://github.com/databricks-solutions
lakeflow_framework	https://github.com/databricks-solutions/lakeflow_framework
Notifications	https://github.com/login?return_to=%2Fdatabricks-solutions%2Flakeflow_framework
Fork 13	https://github.com/login?return_to=%2Fdatabricks-solutions%2Flakeflow_framework
Star 13	https://github.com/login?return_to=%2Fdatabricks-solutions%2Flakeflow_framework
Code	https://github.com/databricks-solutions/lakeflow_framework
Issues 6	https://github.com/databricks-solutions/lakeflow_framework/issues
Pull requests 10	https://github.com/databricks-solutions/lakeflow_framework/pulls
Actions	https://github.com/databricks-solutions/lakeflow_framework/actions
Projects	https://github.com/databricks-solutions/lakeflow_framework/projects
Security and quality 0	https://github.com/databricks-solutions/lakeflow_framework/security
Insights	https://github.com/databricks-solutions/lakeflow_framework/pulse
Code	https://github.com/databricks-solutions/lakeflow_framework
Issues	https://github.com/databricks-solutions/lakeflow_framework/issues
Pull requests	https://github.com/databricks-solutions/lakeflow_framework/pulls
Actions	https://github.com/databricks-solutions/lakeflow_framework/actions
Projects	https://github.com/databricks-solutions/lakeflow_framework/projects
Security and quality	https://github.com/databricks-solutions/lakeflow_framework/security
Insights	https://github.com/databricks-solutions/lakeflow_framework/pulse
	https://github.com/databricks-solutions/lakeflow_framework
Branches	https://github.com/databricks-solutions/lakeflow_framework/branches
Tags	https://github.com/databricks-solutions/lakeflow_framework/tags
	https://github.com/databricks-solutions/lakeflow_framework/branches
	https://github.com/databricks-solutions/lakeflow_framework/tags
52 Commits	https://github.com/databricks-solutions/lakeflow_framework/commits/main/
	https://github.com/databricks-solutions/lakeflow_framework/commits/main/
.github	https://github.com/databricks-solutions/lakeflow_framework/tree/main/.github
.github	https://github.com/databricks-solutions/lakeflow_framework/tree/main/.github
.vscode	https://github.com/databricks-solutions/lakeflow_framework/tree/main/.vscode
.vscode	https://github.com/databricks-solutions/lakeflow_framework/tree/main/.vscode
docs	https://github.com/databricks-solutions/lakeflow_framework/tree/main/docs
docs	https://github.com/databricks-solutions/lakeflow_framework/tree/main/docs
fixtures	https://github.com/databricks-solutions/lakeflow_framework/tree/main/fixtures
fixtures	https://github.com/databricks-solutions/lakeflow_framework/tree/main/fixtures
pipeline_bundle_template	https://github.com/databricks-solutions/lakeflow_framework/tree/main/pipeline_bundle_template
pipeline_bundle_template	https://github.com/databricks-solutions/lakeflow_framework/tree/main/pipeline_bundle_template
samples	https://github.com/databricks-solutions/lakeflow_framework/tree/main/samples
samples	https://github.com/databricks-solutions/lakeflow_framework/tree/main/samples
scratch	https://github.com/databricks-solutions/lakeflow_framework/tree/main/scratch
scratch	https://github.com/databricks-solutions/lakeflow_framework/tree/main/scratch
scripts	https://github.com/databricks-solutions/lakeflow_framework/tree/main/scripts
scripts	https://github.com/databricks-solutions/lakeflow_framework/tree/main/scripts
src	https://github.com/databricks-solutions/lakeflow_framework/tree/main/src
src	https://github.com/databricks-solutions/lakeflow_framework/tree/main/src
tests	https://github.com/databricks-solutions/lakeflow_framework/tree/main/tests
tests	https://github.com/databricks-solutions/lakeflow_framework/tree/main/tests
.gitignore	https://github.com/databricks-solutions/lakeflow_framework/blob/main/.gitignore
.gitignore	https://github.com/databricks-solutions/lakeflow_framework/blob/main/.gitignore
.pylintrc	https://github.com/databricks-solutions/lakeflow_framework/blob/main/.pylintrc
.pylintrc	https://github.com/databricks-solutions/lakeflow_framework/blob/main/.pylintrc
.style.yapf	https://github.com/databricks-solutions/lakeflow_framework/blob/main/.style.yapf
.style.yapf	https://github.com/databricks-solutions/lakeflow_framework/blob/main/.style.yapf
CHANGELOG.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/CHANGELOG.md
CHANGELOG.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/CHANGELOG.md
CODEOWNERS.txt	https://github.com/databricks-solutions/lakeflow_framework/blob/main/CODEOWNERS.txt
CODEOWNERS.txt	https://github.com/databricks-solutions/lakeflow_framework/blob/main/CODEOWNERS.txt
LICENSE.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/LICENSE.md
LICENSE.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/LICENSE.md
NOTICE.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/NOTICE.md
NOTICE.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/NOTICE.md
README.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/README.md
README.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/README.md
SECURITY.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/SECURITY.md
SECURITY.md	https://github.com/databricks-solutions/lakeflow_framework/blob/main/SECURITY.md
VERSION	https://github.com/databricks-solutions/lakeflow_framework/blob/main/VERSION
VERSION	https://github.com/databricks-solutions/lakeflow_framework/blob/main/VERSION
databricks.yml	https://github.com/databricks-solutions/lakeflow_framework/blob/main/databricks.yml
databricks.yml	https://github.com/databricks-solutions/lakeflow_framework/blob/main/databricks.yml
pytest.ini	https://github.com/databricks-solutions/lakeflow_framework/blob/main/pytest.ini
pytest.ini	https://github.com/databricks-solutions/lakeflow_framework/blob/main/pytest.ini
requirements-dev.lock	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements-dev.lock
requirements-dev.lock	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements-dev.lock
requirements-dev.txt	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements-dev.txt
requirements-dev.txt	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements-dev.txt
requirements-docs.lock	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements-docs.lock
requirements-docs.lock	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements-docs.lock
requirements-docs.txt	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements-docs.txt
requirements-docs.txt	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements-docs.txt
requirements.lock	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements.lock
requirements.lock	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements.lock
requirements.txt	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements.txt
requirements.txt	https://github.com/databricks-solutions/lakeflow_framework/blob/main/requirements.txt
README	https://github.com/databricks-solutions/lakeflow_framework
License	https://github.com/databricks-solutions/lakeflow_framework
Security	https://github.com/databricks-solutions/lakeflow_framework
	https://github.com/databricks-solutions/lakeflow_framework#databricks-lakeflow-framework
	https://databricks-solutions.github.io/lakeflow_framework/
	https://github.com/databricks-solutions/lakeflow_framework/actions/workflows/ci.yml?query=branch%3Amain
	https://github.com/databricks-solutions/lakeflow_framework/releases
	https://github.com/databricks-solutions/lakeflow_framework/blob/main/LICENSE.md
Documentation	https://databricks-solutions.github.io/lakeflow_framework/
Sample Data Bundles	https://github.com/databricks-solutions/lakeflow_framework/blob/main/samples
	https://github.com/databricks-solutions/lakeflow_framework#project-description
	https://github.com/databricks-solutions/lakeflow_framework#why-use-lakeflow-framework
	https://github.com/databricks-solutions/lakeflow_framework#quick-start
https://databricks-solutions.github.io/lakeflow_framework/	https://databricks-solutions.github.io/lakeflow_framework/
	https://github.com/databricks-solutions/lakeflow_framework#prerequisites
	https://github.com/databricks-solutions/lakeflow_framework#repository-structure
	https://github.com/databricks-solutions/lakeflow_framework#version-compatibility
	https://github.com/databricks-solutions/lakeflow_framework#project-status-and-support
	https://github.com/databricks-solutions/lakeflow_framework#releases-and-changelog
https://github.com/databricks-solutions/lakeflow_framework/releases	https://github.com/databricks-solutions/lakeflow_framework/releases
https://github.com/databricks-solutions/lakeflow_framework/tags	https://github.com/databricks-solutions/lakeflow_framework/tags
	https://github.com/databricks-solutions/lakeflow_framework#documentation
documentation	https://databricks-solutions.github.io/lakeflow_framework/
	https://github.com/databricks-solutions/lakeflow_framework#local-docs-development-optional
	https://github.com/databricks-solutions/lakeflow_framework#how-to-get-help
	https://github.com/databricks-solutions/lakeflow_framework#license
https://databricks.com/db-license-source	https://databricks.com/db-license-source
databricks-solutions.github.io/lakeflow_framework/	https://databricks-solutions.github.io/lakeflow_framework/
python	https://github.com/topics/python
streaming	https://github.com/topics/streaming
framework	https://github.com/topics/framework
spark	https://github.com/topics/spark
etl	https://github.com/topics/etl
stream-processing	https://github.com/topics/stream-processing
data-engineering	https://github.com/topics/data-engineering
elt	https://github.com/topics/elt
data-pipelines	https://github.com/topics/data-pipelines
batch-processing	https://github.com/topics/batch-processing
databricks	https://github.com/topics/databricks
metadata-driven	https://github.com/topics/metadata-driven
delta-lake	https://github.com/topics/delta-lake
medallion-architecture	https://github.com/topics/medallion-architecture
databricks-asset-bundles	https://github.com/topics/databricks-asset-bundles
medallion	https://github.com/topics/medallion
lakeflow	https://github.com/topics/lakeflow
spark-declarative-pipelines	https://github.com/topics/spark-declarative-pipelines
declarative-automation-bundles	https://github.com/topics/declarative-automation-bundles
Readme	https://github.com/databricks-solutions/lakeflow_framework#readme-ov-file
View license	https://github.com/databricks-solutions/lakeflow_framework#License-1-ov-file
Security policy	https://github.com/databricks-solutions/lakeflow_framework#security-ov-file
Please reload this page	https://github.com/databricks-solutions/lakeflow_framework
Activity	https://github.com/databricks-solutions/lakeflow_framework/activity
Custom properties	https://github.com/databricks-solutions/lakeflow_framework/custom-properties
13 forks	https://github.com/databricks-solutions/lakeflow_framework/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fdatabricks-solutions%2Flakeflow_framework&report=databricks-solutions+%28user%29
Releases 21	https://github.com/databricks-solutions/lakeflow_framework/releases
v0.19.0 Latest Jul 6, 2026	https://github.com/databricks-solutions/lakeflow_framework/releases/tag/v0.19.0
+ 20 releases	https://github.com/databricks-solutions/lakeflow_framework/releases
Contributors	https://github.com/databricks-solutions/lakeflow_framework/graphs/contributors
Please reload this page	https://github.com/databricks-solutions/lakeflow_framework
Python 99.0%	https://github.com/databricks-solutions/lakeflow_framework/search?l=python
	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.