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Databricks Helpers 🧱

DatabricksDelta

PlotlyPydantic

Easy-to-use Databricks Notebooks for Admin Tasks.
Made with ❀️ by Dotlas Inc

About

This repository contains a directory of Databricks notebooks that assists with administrative tasks for Databricks, or otherwise helps as a supporting utility.

For example, consider the following use-cases:

  • πŸ“† View a calendar of scheduled jobs to resolve conflicts in Databricks workflows.
  • 🐼 Upload a Pandas DataFrame to Delta Lake
  • πŸ“‘ Update Delta Lake table Documentation using Pydantic Models
  • ➿ Migrate Jobs between Databricks workspaces
  • βš™οΈ Mass-edit Job Clusters in Existing Jobs

Directory

NotebookDescription
Databricks Daily Cost to SlackSchedule a daily cost summary of Databricks bills to notify you on Slack.
Workflow CalendarVisualize scheduled Jobs on a calendar, eyeball conflicts and view historic runs as a Gantt chart
Delta Docs with PydanticIf you have pydantic models with fields containing description and tags that are used as data models, transfer these field descriptions to Delta lake columns as comments and tags.
Pandas to DeltaUse databricks-sql-python and SQLAlchemy to upload a Pandas DataFrame to Delta Lake from outside a Databricks environment
Workspace Jobs MigrationMigrate Workflows from one Databricks workspace to another
Job Cluster UpdateUse the Databricks API to mass-update Job and Task configs
Workflow Config ExporterExport existing workflow configuration and save it for future consumption
Workflow Schedule SemaphorePause/Unpause all workflows' schedules with a certain keyword

Discussions

  • Check out the launch discussion on this LinkedIn Release Post, with a highlight from Databricks CEO, Ali Ghodsi.
  • Feel free to raise an issue on this repository to start a discussion about new features, bug fixes or enhancements.
  • See CONTRIBUTING.md for guidelines when adding or modifying notebooks in this repository.

About

🧱 A collection of supplementary utilities and helper notebooks to perform admin tasks on Databricks

Topics

Resources

Contributing

Stars

57 stars

Watchers

3 watching

Forks

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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Databricks Helpers 🧱

DatabricksDelta

PlotlyPydantic

Easy-to-use Databricks Notebooks for Admin Tasks.
Made with ❀️ by Dotlas Inc

About

This repository contains a directory of Databricks notebooks that assists with administrative tasks for Databricks, or otherwise helps as a supporting utility.

For example, consider the following use-cases:

  • πŸ“† View a calendar of scheduled jobs to resolve conflicts in Databricks workflows.
  • 🐼 Upload a Pandas DataFrame to Delta Lake
  • πŸ“‘ Update Delta Lake table Documentation using Pydantic Models
  • ➿ Migrate Jobs between Databricks workspaces
  • βš™οΈ Mass-edit Job Clusters in Existing Jobs

Directory

NotebookDescription
Databricks Daily Cost to SlackSchedule a daily cost summary of Databricks bills to notify you on Slack.
Workflow CalendarVisualize scheduled Jobs on a calendar, eyeball conflicts and view historic runs as a Gantt chart
Delta Docs with PydanticIf you have pydantic models with fields containing description and tags that are used as data models, transfer these field descriptions to Delta lake columns as comments and tags.
Pandas to DeltaUse databricks-sql-python and SQLAlchemy to upload a Pandas DataFrame to Delta Lake from outside a Databricks environment
Workspace Jobs MigrationMigrate Workflows from one Databricks workspace to another
Job Cluster UpdateUse the Databricks API to mass-update Job and Task configs
Workflow Config ExporterExport existing workflow configuration and save it for future consumption
Workflow Schedule SemaphorePause/Unpause all workflows' schedules with a certain keyword

Discussions

  • Check out the launch discussion on this LinkedIn Release Post, with a highlight from Databricks CEO, Ali Ghodsi.
  • Feel free to raise an issue on this repository to start a discussion about new features, bug fixes or enhancements.
  • See CONTRIBUTING.md for guidelines when adding or modifying notebooks in this repository.

About

🧱 A collection of supplementary utilities and helper notebooks to perform admin tasks on Databricks

Topics

Resources

Contributing

Stars

57 stars

Watchers

3 watching

Forks

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Databricks Helpers 🧱

DatabricksDelta

PlotlyPydantic

Easy-to-use Databricks Notebooks for Admin Tasks.
Made with ❀️ by Dotlas Inc

About

This repository contains a directory of Databricks notebooks that assists with administrative tasks for Databricks, or otherwise helps as a supporting utility.

For example, consider the following use-cases:

  • πŸ“† View a calendar of scheduled jobs to resolve conflicts in Databricks workflows.
  • 🐼 Upload a Pandas DataFrame to Delta Lake
  • πŸ“‘ Update Delta Lake table Documentation using Pydantic Models
  • ➿ Migrate Jobs between Databricks workspaces
  • βš™οΈ Mass-edit Job Clusters in Existing Jobs

Directory

NotebookDescription
Databricks Daily Cost to SlackSchedule a daily cost summary of Databricks bills to notify you on Slack.
Workflow CalendarVisualize scheduled Jobs on a calendar, eyeball conflicts and view historic runs as a Gantt chart
Delta Docs with PydanticIf you have pydantic models with fields containing description and tags that are used as data models, transfer these field descriptions to Delta lake columns as comments and tags.
Pandas to DeltaUse databricks-sql-python and SQLAlchemy to upload a Pandas DataFrame to Delta Lake from outside a Databricks environment
Workspace Jobs MigrationMigrate Workflows from one Databricks workspace to another
Job Cluster UpdateUse the Databricks API to mass-update Job and Task configs
Workflow Config ExporterExport existing workflow configuration and save it for future consumption
Workflow Schedule SemaphorePause/Unpause all workflows' schedules with a certain keyword

Discussions

  • Check out the launch discussion on this LinkedIn Release Post, with a highlight from Databricks CEO, Ali Ghodsi.
  • Feel free to raise an issue on this repository to start a discussion about new features, bug fixes or enhancements.
  • See CONTRIBUTING.md for guidelines when adding or modifying notebooks in this repository.

About

🧱 A collection of supplementary utilities and helper notebooks to perform admin tasks on Databricks

Topics

Resources

Contributing

Stars

57 stars

Watchers

3 watching

Forks

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Databricks Helpers 🧱

DatabricksDelta

PlotlyPydantic

Easy-to-use Databricks Notebooks for Admin Tasks.
Made with ❀️ by Dotlas Inc

About

This repository contains a directory of Databricks notebooks that assists with administrative tasks for Databricks, or otherwise helps as a supporting utility.

For example, consider the following use-cases:

  • πŸ“† View a calendar of scheduled jobs to resolve conflicts in Databricks workflows.
  • 🐼 Upload a Pandas DataFrame to Delta Lake
  • πŸ“‘ Update Delta Lake table Documentation using Pydantic Models
  • ➿ Migrate Jobs between Databricks workspaces
  • βš™οΈ Mass-edit Job Clusters in Existing Jobs

Directory

NotebookDescription
Databricks Daily Cost to SlackSchedule a daily cost summary of Databricks bills to notify you on Slack.
Workflow CalendarVisualize scheduled Jobs on a calendar, eyeball conflicts and view historic runs as a Gantt chart
Delta Docs with PydanticIf you have pydantic models with fields containing description and tags that are used as data models, transfer these field descriptions to Delta lake columns as comments and tags.
Pandas to DeltaUse databricks-sql-python and SQLAlchemy to upload a Pandas DataFrame to Delta Lake from outside a Databricks environment
Workspace Jobs MigrationMigrate Workflows from one Databricks workspace to another
Job Cluster UpdateUse the Databricks API to mass-update Job and Task configs
Workflow Config ExporterExport existing workflow configuration and save it for future consumption
Workflow Schedule SemaphorePause/Unpause all workflows' schedules with a certain keyword

Discussions

  • Check out the launch discussion on this LinkedIn Release Post, with a highlight from Databricks CEO, Ali Ghodsi.
  • Feel free to raise an issue on this repository to start a discussion about new features, bug fixes or enhancements.
  • See CONTRIBUTING.md for guidelines when adding or modifying notebooks in this repository.

About

🧱 A collection of supplementary utilities and helper notebooks to perform admin tasks on Databricks

Topics

Resources

Contributing

Stars

57 stars

Watchers

3 watching

Forks

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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Databricks Helpers 🧱

DatabricksDelta

PlotlyPydantic

Easy-to-use Databricks Notebooks for Admin Tasks.
Made with ❀️ by Dotlas Inc

About

This repository contains a directory of Databricks notebooks that assists with administrative tasks for Databricks, or otherwise helps as a supporting utility.

For example, consider the following use-cases:

  • πŸ“† View a calendar of scheduled jobs to resolve conflicts in Databricks workflows.
  • 🐼 Upload a Pandas DataFrame to Delta Lake
  • πŸ“‘ Update Delta Lake table Documentation using Pydantic Models
  • ➿ Migrate Jobs between Databricks workspaces
  • βš™οΈ Mass-edit Job Clusters in Existing Jobs

Directory

NotebookDescription
Databricks Daily Cost to SlackSchedule a daily cost summary of Databricks bills to notify you on Slack.
Workflow CalendarVisualize scheduled Jobs on a calendar, eyeball conflicts and view historic runs as a Gantt chart
Delta Docs with PydanticIf you have pydantic models with fields containing description and tags that are used as data models, transfer these field descriptions to Delta lake columns as comments and tags.
Pandas to DeltaUse databricks-sql-python and SQLAlchemy to upload a Pandas DataFrame to Delta Lake from outside a Databricks environment
Workspace Jobs MigrationMigrate Workflows from one Databricks workspace to another
Job Cluster UpdateUse the Databricks API to mass-update Job and Task configs
Workflow Config ExporterExport existing workflow configuration and save it for future consumption
Workflow Schedule SemaphorePause/Unpause all workflows' schedules with a certain keyword

Discussions

  • Check out the launch discussion on this LinkedIn Release Post, with a highlight from Databricks CEO, Ali Ghodsi.
  • Feel free to raise an issue on this repository to start a discussion about new features, bug fixes or enhancements.
  • See CONTRIBUTING.md for guidelines when adding or modifying notebooks in this repository.

About

🧱 A collection of supplementary utilities and helper notebooks to perform admin tasks on Databricks

Topics

Resources

Contributing

Stars

57 stars

Watchers

3 watching

Forks

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Databricks Helpers 🧱

DatabricksDelta

PlotlyPydantic

Easy-to-use Databricks Notebooks for Admin Tasks.
Made with ❀️ by Dotlas Inc

About

This repository contains a directory of Databricks notebooks that assists with administrative tasks for Databricks, or otherwise helps as a supporting utility.

For example, consider the following use-cases:

  • πŸ“† View a calendar of scheduled jobs to resolve conflicts in Databricks workflows.
  • 🐼 Upload a Pandas DataFrame to Delta Lake
  • πŸ“‘ Update Delta Lake table Documentation using Pydantic Models
  • ➿ Migrate Jobs between Databricks workspaces
  • βš™οΈ Mass-edit Job Clusters in Existing Jobs

Directory

NotebookDescription
Databricks Daily Cost to SlackSchedule a daily cost summary of Databricks bills to notify you on Slack.
Workflow CalendarVisualize scheduled Jobs on a calendar, eyeball conflicts and view historic runs as a Gantt chart
Delta Docs with PydanticIf you have pydantic models with fields containing description and tags that are used as data models, transfer these field descriptions to Delta lake columns as comments and tags.
Pandas to DeltaUse databricks-sql-python and SQLAlchemy to upload a Pandas DataFrame to Delta Lake from outside a Databricks environment
Workspace Jobs MigrationMigrate Workflows from one Databricks workspace to another
Job Cluster UpdateUse the Databricks API to mass-update Job and Task configs
Workflow Config ExporterExport existing workflow configuration and save it for future consumption
Workflow Schedule SemaphorePause/Unpause all workflows' schedules with a certain keyword

Discussions

  • Check out the launch discussion on this LinkedIn Release Post, with a highlight from Databricks CEO, Ali Ghodsi.
  • Feel free to raise an issue on this repository to start a discussion about new features, bug fixes or enhancements.
  • See CONTRIBUTING.md for guidelines when adding or modifying notebooks in this repository.

About

🧱 A collection of supplementary utilities and helper notebooks to perform admin tasks on Databricks

Topics

Resources

Contributing

Stars

57 stars

Watchers

3 watching

Forks

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Databricks Helpers 🧱

DatabricksDelta

PlotlyPydantic

Easy-to-use Databricks Notebooks for Admin Tasks.
Made with ❀️ by Dotlas Inc

About

This repository contains a directory of Databricks notebooks that assists with administrative tasks for Databricks, or otherwise helps as a supporting utility.

For example, consider the following use-cases:

  • πŸ“† View a calendar of scheduled jobs to resolve conflicts in Databricks workflows.
  • 🐼 Upload a Pandas DataFrame to Delta Lake
  • πŸ“‘ Update Delta Lake table Documentation using Pydantic Models
  • ➿ Migrate Jobs between Databricks workspaces
  • βš™οΈ Mass-edit Job Clusters in Existing Jobs

Directory

NotebookDescription
Databricks Daily Cost to SlackSchedule a daily cost summary of Databricks bills to notify you on Slack.
Workflow CalendarVisualize scheduled Jobs on a calendar, eyeball conflicts and view historic runs as a Gantt chart
Delta Docs with PydanticIf you have pydantic models with fields containing description and tags that are used as data models, transfer these field descriptions to Delta lake columns as comments and tags.
Pandas to DeltaUse databricks-sql-python and SQLAlchemy to upload a Pandas DataFrame to Delta Lake from outside a Databricks environment
Workspace Jobs MigrationMigrate Workflows from one Databricks workspace to another
Job Cluster UpdateUse the Databricks API to mass-update Job and Task configs
Workflow Config ExporterExport existing workflow configuration and save it for future consumption
Workflow Schedule SemaphorePause/Unpause all workflows' schedules with a certain keyword

Discussions

  • Check out the launch discussion on this LinkedIn Release Post, with a highlight from Databricks CEO, Ali Ghodsi.
  • Feel free to raise an issue on this repository to start a discussion about new features, bug fixes or enhancements.
  • See CONTRIBUTING.md for guidelines when adding or modifying notebooks in this repository.

About

🧱 A collection of supplementary utilities and helper notebooks to perform admin tasks on Databricks

Topics

Resources

Contributing

Stars

57 stars

Watchers

3 watching

Forks

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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Databricks Helpers 🧱

DatabricksDelta

PlotlyPydantic

Easy-to-use Databricks Notebooks for Admin Tasks.
Made with ❀️ by Dotlas Inc

About

This repository contains a directory of Databricks notebooks that assists with administrative tasks for Databricks, or otherwise helps as a supporting utility.

For example, consider the following use-cases:

  • πŸ“† View a calendar of scheduled jobs to resolve conflicts in Databricks workflows.
  • 🐼 Upload a Pandas DataFrame to Delta Lake
  • πŸ“‘ Update Delta Lake table Documentation using Pydantic Models
  • ➿ Migrate Jobs between Databricks workspaces
  • βš™οΈ Mass-edit Job Clusters in Existing Jobs

Directory

NotebookDescription
Databricks Daily Cost to SlackSchedule a daily cost summary of Databricks bills to notify you on Slack.
Workflow CalendarVisualize scheduled Jobs on a calendar, eyeball conflicts and view historic runs as a Gantt chart
Delta Docs with PydanticIf you have pydantic models with fields containing description and tags that are used as data models, transfer these field descriptions to Delta lake columns as comments and tags.
Pandas to DeltaUse databricks-sql-python and SQLAlchemy to upload a Pandas DataFrame to Delta Lake from outside a Databricks environment
Workspace Jobs MigrationMigrate Workflows from one Databricks workspace to another
Job Cluster UpdateUse the Databricks API to mass-update Job and Task configs
Workflow Config ExporterExport existing workflow configuration and save it for future consumption
Workflow Schedule SemaphorePause/Unpause all workflows' schedules with a certain keyword

Discussions

  • Check out the launch discussion on this LinkedIn Release Post, with a highlight from Databricks CEO, Ali Ghodsi.
  • Feel free to raise an issue on this repository to start a discussion about new features, bug fixes or enhancements.
  • See CONTRIBUTING.md for guidelines when adding or modifying notebooks in this repository.

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🧱 A collection of supplementary utilities and helper notebooks to perform admin tasks on Databricks

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