Databricks Execution Compute
databricks/databricks-agent-skills
Execute code and manage compute on Databricks: run Python/Scala/SQL/R via serverless, classic, or interactive clusters, and create/resize/delete clusters and SQL warehouses.
Expert knowledge for Azure Synapse Analytics development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration…
Install Azure Synapse Analytics
$ npx skills add MicrosoftDocs/Agent-Skills --skill azure-synapse-analytics -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install MicrosoftDocs/Agent-Skills azure-synapse-analytics --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/MicrosoftDocs/Agent-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/azure-synapse-analytics .claude/skills/azure-synapse-analytics && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "azure-synapse-analytics" agent skill from https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analytics into .claude/skills/azure-synapse-analytics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "azure-synapse-analytics", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analyticsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add MicrosoftDocs/Agent-Skills --skill azure-synapse-analytics -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install MicrosoftDocs/Agent-Skills azure-synapse-analytics --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MicrosoftDocs/Agent-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/azure-synapse-analytics .agents/skills/azure-synapse-analytics && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "azure-synapse-analytics" agent skill from https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analytics into .agents/skills/azure-synapse-analytics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "azure-synapse-analytics", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add MicrosoftDocs/Agent-Skills --skill azure-synapse-analytics -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install MicrosoftDocs/Agent-Skills azure-synapse-analytics --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MicrosoftDocs/Agent-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/azure-synapse-analytics .cursor/skills/azure-synapse-analytics && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "azure-synapse-analytics" agent skill from https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analytics into .cursor/skills/azure-synapse-analytics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "azure-synapse-analytics", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/MicrosoftDocs/Agent-Skills.git --path skills/azure-synapse-analytics--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add MicrosoftDocs/Agent-Skills --skill azure-synapse-analytics -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install MicrosoftDocs/Agent-Skills azure-synapse-analytics --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MicrosoftDocs/Agent-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/azure-synapse-analytics .gemini/skills/azure-synapse-analytics && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "azure-synapse-analytics" agent skill from https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analytics into .gemini/skills/azure-synapse-analytics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "azure-synapse-analytics", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install MicrosoftDocs/Agent-Skills azure-synapse-analyticsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add MicrosoftDocs/Agent-Skills --skill azure-synapse-analytics -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/MicrosoftDocs/Agent-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/azure-synapse-analytics .github/skills/azure-synapse-analytics && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "azure-synapse-analytics" agent skill from https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analytics into .github/skills/azure-synapse-analytics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "azure-synapse-analytics", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add MicrosoftDocs/Agent-Skills --skill azure-synapse-analytics -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install MicrosoftDocs/Agent-Skills azure-synapse-analytics --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MicrosoftDocs/Agent-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/azure-synapse-analytics .opencode/skills/azure-synapse-analytics && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "azure-synapse-analytics" agent skill from https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analytics into .opencode/skills/azure-synapse-analytics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "azure-synapse-analytics", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
azure-synapse-analytics- GitHub stars
- 777
- Used in
- 1 other repo
- Token cost
- ~13k tokens
- SKILL.md length
- 2,841 words
- Files
- 1
- Skills in repo
- 149
- Repo updated
- First seen
- Licence
- CC-BY-4.0
At a glance
Expert knowledge for Azure Synapse Analytics development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration…
- Designing Synapse workspaces
- SKILL.md covers How to Use This Skill and Category Index
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- SQL/dedicated pools
What it does
Azure Synapse Analytics is an agent skill from MicrosoftDocs/Agent-Skills, published by the product's own GitHub organization. Expert knowledge for Azure Synapse Analytics development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when designing Synapse workspaces, SQL/dedicated pools, serverless SQL, Spark pools, or Synapse Link for Cosmos DB, and other Azure Synapse Analytics related development tasks. Not for Azure Data Factory (use azure-data-factory), Azure Data Explorer (use…
Its SKILL.md is about 13k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Requires network access. Uses mcpmicrosoftdocs:microsoftdocsfetch or fetchwebpage to retrieve documentation.
It sits in Development, covering Design patterns, Test data and fixtures and SQL. It works with Microsoft Azure, SQL, Databricks and Azure Cosmos DB. The repository describes itself as: Curated Agent Skills for Microsoft & Azure – giving AI coding assistants structured, real-time expertise from Microsoft Learn docs. The licence is CC-BY-4.0.
When your agent uses it
- Designing Synapse workspaces
- SQL/dedicated pools
- Synapse Link for Cosmos DB
- Other Azure Synapse Analytics related development tasks
Example prompts
- “/azure-synapse-analytics”
Requirements
- Compatibility (from SKILL.md): Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation.
What it can do on your machine
Read from SKILL.md and the folder at commit ba74e8f. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
learn.microsoft.comgithub.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation.
From compatibility in the SKILL.md frontmatter.
Context cost
Azure Synapse Analytics loads about 13k tokens when it runs. Until then it costs about 156 tokens; SKILL.md has 2,841 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from MicrosoftDocs/Agent-Skills at commit ba74e8f, republished under its CC-BY-4.0 licence (© MicrosoftDocs). 2,841 words, ~12,701 tokens.
Download SKILL.mdSave it as
.claude/skills/azure-synapse-analytics/SKILL.md (or your agent's skills folder).- name
- azure-synapse-analytics
- description
- Expert knowledge for Azure Synapse Analytics development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when designing Synapse workspaces, SQL/dedicated pools, serverless SQL, Spark pools, or Synapse Link for Cosmos DB, and other Azure Synapse Analytics related development tasks. Not for Azure Data Factory (use azure-data-factory), Azure Data Explorer (use azure-data-explorer), Azure Databricks (use azure-databricks), Azure HDInsight (use azure-hdinsight).
- compatibility
- Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation.
- metadata.generated_at
- 2026-09-27
- metadata.generator
- docs2skills/1.0.0
Azure Synapse Analytics Skill
This skill provides expert guidance for Azure Synapse Analytics. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.
How to Use This Skill
IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g.,
L35-L120), useread_filewith the specified lines. For categories with file links (e.g.,[security.md](security.md)), useread_fileon the linked reference file
IMPORTANT for Agent: If
metadata.generated_atis more than 3 months old, suggest the user pull the latest version from the repository. Ifmcp_microsoftdocstools are not available, suggest the user install it: Installation Guide
This skill requires network access to fetch documentation content:
- Preferred: Use
mcp_microsoftdocs:microsoft_docs_fetchwith query stringfrom=learn-agent-skill. Returns Markdown. - Fallback: Use
fetch_webpagewith query stringfrom=learn-agent-skill&accept=text/markdown. Returns Markdown.
Category Index
| Category | Lines | Description |
|---|---|---|
| Troubleshooting | L37-L66 | Diagnosing and fixing Synapse workspace, SQL pool, Spark, Studio, and Synapse Link errors, including connectivity, performance, workload classification, and known issues/workarounds. |
| Best Practices | L67-L128 | Best practices for Synapse performance, SQL/T-SQL patterns, Spark optimization, indexing/statistics, data loading, and migrating/modernizing from Netezza, Oracle, and Teradata. |
| Decision Making | L129-L151 | Guidance for choosing Synapse components, migration tools, cost and capacity models, Spark runtimes, and SQL pool generations to design, migrate, and optimize Synapse solutions. |
| Architecture & Design Patterns | L152-L171 | Architecture and design guidance for Synapse workspaces, SQL/serverless/Spark pools, data warehouse migrations, table/distribution/partition strategies, ELT/PolyBase loading, and workload management. |
| Limits & Quotas | L172-L184 | Spark runtime versions/support, SQL pool memory/concurrency limits, capacity quotas, and feature/limit details for Delta Lake, Synapse Link for Cosmos DB, and Synapse Link for SQL. |
| Security | L185-L245 | Securing Synapse workspaces end-to-end: auth and RBAC, network and private endpoints, firewall and data exfiltration, encryption/TDE, policies, managed identities, and secure data access/migration. |
| Configuration | L246-L292 | Configuring Synapse workspaces, Spark pools, libraries, monitoring/metrics, backups/restore, workload management, and integrations with Purview, Azure ML, and Azure Monitor. |
| Integrations & Coding Patterns | L293-L342 | Integrating Synapse with Spark, SQL, ML, storage, Cosmos DB, and external tools; patterns for data movement, querying files, logging/metrics, and managing compute via APIs and automation. |
| Deployment | L343-L350 | Guides for deploying Synapse workspaces and dedicated SQL pools with CI/CD and ARM templates, plus operational readiness checks and configuring SQL pool maintenance windows. |
Troubleshooting
Best Practices
Decision Making
Architecture & Design Patterns
Limits & Quotas
Show full SKILL.md (1,315 more words)Show less
Security
Configuration
Integrations & Coding Patterns
Deployment
| Topic | URL |
|---|---|
| Implement CI/CD for Azure Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/cicd/continuous-integration-delivery |
| Perform operational readiness review for Synapse deployment | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-perform-operational-readiness-review |
| Deploy Synapse workspaces using ARM templates | https://learn.microsoft.com/en-us/azure/synapse-analytics/quickstart-deployment-template-workspaces |
| Plan and configure Synapse SQL pool maintenance windows | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/maintenance-scheduling |
| Set up CI/CD for Synapse dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-continuous-integration-and-deployment |
© MicrosoftDocs, CC-BY-4.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/azure-synapse-analytics of MicrosoftDocs/Agent-Skills.
Open the folder on GitHubat commit ba74e8f
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in MicrosoftDocs/Agent-Skills, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Azure Synapse Analytics next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Azure Synapse Analytics this skillMicrosoftDocs/Agent-Skills | 777 | 1 repos | ~13k | Automated safety check: Pass | CC-BY-4.0 | |
| Databricks Execution Computedatabricks/databricks-agent-skills | 345 | — | ~2.3k | Automated safety check: Pass | Custom licence | |
| Azure Storagemicrosoft/GitHub-Copilot-for-Azure | 255 | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Azure Resource Manager Cosmosdb Dotnetmicrosoft/skills | 3.1k | 5 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Databricksrocky-data/rocky | 304 | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Databricks CLIaehrc/pathling | 137 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 |
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Categories
Questions about Azure Synapse Analytics
What does Azure Synapse Analytics do?
Expert knowledge for Azure Synapse Analytics development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration…. Azure Synapse Analytics is an agent skill from MicrosoftDocs/Agent-Skills, published by the product's own GitHub organization. Expert knowledge for Azure Synapse Analytics development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment.
When should I use Azure Synapse Analytics?
Azure Synapse Analytics fits situations like: designing Synapse workspaces; SQL/dedicated pools; synapse Link for Cosmos DB; other Azure Synapse Analytics related development tasks.
How do I install Azure Synapse Analytics in Claude Code?
Run `npx skills add MicrosoftDocs/Agent-Skills --skill azure-synapse-analytics -a claude-code`. Or copy the skill folder (skills/azure-synapse-analytics in MicrosoftDocs/Agent-Skills) into .claude/skills/azure-synapse-analytics in your project. Claude Code loads it when a task matches its description.
How do I install Azure Synapse Analytics in Codex?
Run `npx skills add MicrosoftDocs/Agent-Skills --skill azure-synapse-analytics -a codex`. Or copy the skill folder (skills/azure-synapse-analytics in MicrosoftDocs/Agent-Skills) into .agents/skills/azure-synapse-analytics in your project. Codex loads it when a task matches its description.
Can I use Azure Synapse Analytics in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add MicrosoftDocs/Agent-Skills --skill azure-synapse-analytics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/azure-synapse-analytics, .gemini/skills/azure-synapse-analytics, .github/skills/azure-synapse-analytics and .opencode/skills/azure-synapse-analytics in your project.
What does Azure Synapse Analytics need to run?
SKILL.md names no scripts, command-line tools or credentials: Azure Synapse Analytics is instructions for the agent only. Compatibility (from SKILL.md): Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation..
Does Azure Synapse Analytics access the network?
SKILL.md names 2 domains. As links in the text: learn.microsoft.com and github.com. This is read from the text; nothing was executed.
Is Azure Synapse Analytics safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Azure Synapse Analytics use?
Azure Synapse Analytics is published under the CC-BY-4.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Azure Synapse Analytics use?
About 13k tokens (SKILL.md is roughly 51k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Azure Synapse Analytics?
Skills that share tags, products or a category with Azure Synapse Analytics: Databricks Execution Compute (databricks/databricks-agent-skills, 345 stars), Azure Storage (microsoft/GitHub-Copilot-for-Azure, 255 stars), Azure Resource Manager Cosmosdb Dotnet (microsoft/skills, 3.1k stars) and Databricks (rocky-data/rocky, 304 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Azure Synapse Analytics?
MicrosoftDocs (a GitHub organization, an official publisher) maintains it in MicrosoftDocs/Agent-Skills, which has 777 GitHub stars. The repository holds 149 skills in this directory. The repository was last updated on October 5, 2026.
Source: MicrosoftDocs/Agent-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.