Cloudflare Deploy
OpenAIOfficialPublished by OpenAI
- Skill
- Tool integration
- Cloud and DevOps
- Apache-2.0
- Medium risk
AutoGineer summary
Written by AutoGineer from the skill’s own files, not by the author
Cloudflare Deploy provides a centralized framework for developers to build, host, and manage projects on Cloudflare. It covers the entire ecosystem, including serverless compute (Workers), full-stack web hosting (Pages), persistent storage (D1, R2, KV), and AI-powered agent development. The skill includes decision trees to help select the right product for specific needs, authentication guidance, and troubleshooting steps for deployment issues.
What it does
- Provides decision trees to select the appropriate Cloudflare product for compute, storage, AI, or networking.
- Offers guidance on authenticating with the Cloudflare platform via CLI or CI/CD.
- Includes a comprehensive product index for quick reference to documentation.
- Provides specific patterns and API references for building stateful AI agents using the Agents SDK.
- Offers troubleshooting steps for network-related deployment failures.
- Supports infrastructure-as-code integration with tools like Pulumi and Terraform.
When to use it
- When you need to deploy, host, or publish a project to Cloudflare.
- When you are unsure which Cloudflare service (e.g., Workers vs. Pages) best fits your application requirements.
- When you need to build stateful, globally distributed AI agents.
- When you encounter network errors or timeouts during the deployment process.
- When setting up persistent storage or database solutions within the Cloudflare ecosystem.
Advantages
- Consolidates fragmented documentation into a single, navigable resource.
- Simplifies product selection through clear, use-case-driven decision trees.
- Provides actionable code patterns for complex tasks like AI agent development.
- Addresses common deployment friction points like authentication and network sandboxing.
Usage examples
- “I need to deploy a full-stack web application to Cloudflare. Which service should I use?”
- The agent will guide you to use Cloudflare Pages for full-stack web apps with Git-based deployments.
- “How do I build an AI chat agent on Cloudflare?”
- The agent will provide the Agents SDK reference, including the AIChatAgent class and examples for streaming responses and managing message history.
- “My deployment is failing with a network timeout error. What should I do?”
- The agent will advise you to rerun the deployment command with the sandbox_permissions=require_escalated flag to bypass network restrictions.
- “How do I store relational data for my worker?”
- The agent will recommend using D1 for SQLite-based relational storage or Hyperdrive for connecting to existing Postgres/MySQL databases.
Install
Download the skill as a ZIP:
https://mp-staging.autogineer.com/agent-skills/openai/cloudflare-deploy/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip cloudflare-deploy.zip -d .agents/skills
Documentation by OpenAI
Cloudflare Deploy
Consolidated skill for building on the Cloudflare platform. Use decision trees below to find the right product, then load detailed references.
Prerequisites
When sandboxing blocks the deployment network calls, rerun with
sandbox_permissions=require_escalated.The deployment might take a few minutes. Use appropriate timeout values.
Authentication (Required Before Deploy)
Verify auth before wrangler deploy, wrangler pages deploy, or npm run deploy:
npx wrangler whoami # Shows account if authenticatedNot authenticated? → references/wrangler/auth.md
Interactive/local:
wrangler login(one-time OAuth)CI/CD: Set
CLOUDFLARE_API_TOKENenv var
Quick Decision Trees
"I need to run code"
Need to run code?
├─ Serverless functions at the edge → workers/
├─ Full-stack web app with Git deploys → pages/
├─ Stateful coordination/real-time → durable-objects/
├─ Long-running multi-step jobs → workflows/
├─ Run containers → containers/
├─ Multi-tenant (customers deploy code) → workers-for-platforms/
├─ Scheduled tasks (cron) → cron-triggers/
├─ Lightweight edge logic (modify HTTP) → snippets/
├─ Process Worker execution events (logs/observability) → tail-workers/
└─ Optimize latency to backend infrastructure → smart-placement/"I need to store data"
Need storage?
├─ Key-value (config, sessions, cache) → kv/
├─ Relational SQL → d1/ (SQLite) or hyperdrive/ (existing Postgres/MySQL)
├─ Object/file storage (S3-compatible) → r2/
├─ Message queue (async processing) → queues/
├─ Vector embeddings (AI/semantic search) → vectorize/
├─ Strongly-consistent per-entity state → durable-objects/ (DO storage)
├─ Secrets management → secrets-store/
├─ Streaming ETL to R2 → pipelines/
└─ Persistent cache (long-term retention) → cache-reserve/"I need AI/ML"
Need AI?
├─ Run inference (LLMs, embeddings, images) → workers-ai/
├─ Vector database for RAG/search → vectorize/
├─ Build stateful AI agents → agents-sdk/
├─ Gateway for any AI provider (caching, routing) → ai-gateway/
└─ AI-powered search widget → ai-search/"I need networking/connectivity"
Need networking?
├─ Expose local service to internet → tunnel/
├─ TCP/UDP proxy (non-HTTP) → spectrum/
├─ WebRTC TURN server → turn/
├─ Private network connectivity → network-interconnect/
├─ Optimize routing → argo-smart-routing/
├─ Optimize latency to backend (not user) → smart-placement/
└─ Real-time video/audio → realtimekit/ or realtime-sfu/"I need security"
Need security?
├─ Web Application Firewall → waf/
├─ DDoS protection → ddos/
├─ Bot detection/management → bot-management/
├─ API protection → api-shield/
├─ CAPTCHA alternative → turnstile/
└─ Credential leak detection → waf/ (managed ruleset)"I need media/content"
Need media?
├─ Image optimization/transformation → images/
├─ Video streaming/encoding → stream/
├─ Browser automation/screenshots → browser-rendering/
└─ Third-party script management → zaraz/"I need infrastructure-as-code"
Need IaC? → pulumi/ (Pulumi), terraform/ (Terraform), or api/ (REST API)Product Index
Compute & Runtime
| Product | Reference |
|---|---|
| Workers | references/workers/ |
| Pages | references/pages/ |
| Pages Functions | references/pages-functions/ |
| Durable Objects | references/durable-objects/ |
| Workflows | references/workflows/ |
| Containers | references/containers/ |
| Workers for Platforms | references/workers-for-platforms/ |
| Cron Triggers | references/cron-triggers/ |
| Tail Workers | references/tail-workers/ |
| Snippets | references/snippets/ |
| Smart Placement | references/smart-placement/ |
Storage & Data
| Product | Reference |
|---|---|
| KV | references/kv/ |
| D1 | references/d1/ |
| R2 | references/r2/ |
| Queues | references/queues/ |
| Hyperdrive | references/hyperdrive/ |
| DO Storage | references/do-storage/ |
| Secrets Store | references/secrets-store/ |
| Pipelines | references/pipelines/ |
| R2 Data Catalog | references/r2-data-catalog/ |
| R2 SQL | references/r2-sql/ |
AI & Machine Learning
| Product | Reference |
|---|---|
| Workers AI | references/workers-ai/ |
| Vectorize | references/vectorize/ |
| Agents SDK | references/agents-sdk/ |
| AI Gateway | references/ai-gateway/ |
| AI Search | references/ai-search/ |
Networking & Connectivity
| Product | Reference |
|---|---|
| Tunnel | references/tunnel/ |
| Spectrum | references/spectrum/ |
| TURN | references/turn/ |
| Network Interconnect | references/network-interconnect/ |
| Argo Smart Routing | references/argo-smart-routing/ |
| Workers VPC | references/workers-vpc/ |
Security
| Product | Reference |
|---|---|
| WAF | references/waf/ |
| DDoS Protection | references/ddos/ |
| Bot Management | references/bot-management/ |
| API Shield | references/api-shield/ |
| Turnstile | references/turnstile/ |
Media & Content
| Product | Reference |
|---|---|
| Images | references/images/ |
| Stream | references/stream/ |
| Browser Rendering | references/browser-rendering/ |
| Zaraz | references/zaraz/ |
Real-Time Communication
| Product | Reference |
|---|---|
| RealtimeKit | references/realtimekit/ |
| Realtime SFU | references/realtime-sfu/ |
Developer Tools
| Product | Reference |
|---|---|
| Wrangler | references/wrangler/ |
| Miniflare | references/miniflare/ |
| C3 | references/c3/ |
| Observability | references/observability/ |
| Analytics Engine | references/analytics-engine/ |
| Web Analytics | references/web-analytics/ |
| Sandbox | references/sandbox/ |
| Workerd | references/workerd/ |
| Workers Playground | references/workers-playground/ |
Infrastructure as Code
| Product | Reference |
|---|---|
| Pulumi | references/pulumi/ |
| Terraform | references/terraform/ |
| API | references/api/ |
Other Services
| Product | Reference |
|---|---|
| Email Routing | references/email-routing/ |
| Email Workers | references/email-workers/ |
| Static Assets | references/static-assets/ |
| Bindings | references/bindings/ |
| Cache Reserve | references/cache-reserve/ |
Troubleshooting
Escalated Network Access
If deployment fails due to network issues (timeouts, DNS errors, connection resets), rerun the deploy with escalated permissions (use sandbox_permissions=require_escalated). The deploy requires escalated network access when sandbox networking blocks outbound requests.
Example guidance to the user:
The deploy needs escalated network access to deploy to Cloudflare. I can rerun the command with escalated permissions—want me to proceed?Files
- ATTRIBUTION.mdAdded by AutoGineer894 B
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references/r2-data-catalog/README.md
Cloudflare R2 Data Catalog Skill Reference
Expert guidance for Cloudflare R2 Data Catalog - Apache Iceberg catalog built into R2 buckets.
Reading Order
New to R2 Data Catalog? Start here:
Read "What is R2 Data Catalog?" and "When to Use" below
configuration.md - Enable catalog, create tokens
patterns.md - PyIceberg setup and common patterns
api.md - REST API reference as needed
gotchas.md - Troubleshooting when issues arise
Quick reference? Jump to:
What is R2 Data Catalog?
R2 Data Catalog is a managed Apache Iceberg REST catalog built directly into R2 buckets. It provides:
Apache Iceberg tables - ACID transactions, schema evolution, time-travel queries
Zero-egress costs - Query from any cloud/region without data transfer fees
Standard REST API - Works with Spark, PyIceberg, Snowflake, Trino, DuckDB
No infrastructure - Fully managed, no catalog servers to run
Public beta - Available to all R2 subscribers, no extra cost beyond R2 storage
What is Apache Iceberg?
Open table format for analytics datasets in object storage. Features:
ACID transactions - Safe concurrent reads/writes
Metadata optimization - Fast queries without full scans
Schema evolution - Add/rename/delete columns without rewrites
Time-travel - Query historical snapshots
Partitioning - Organize data for efficient queries
When to Use
Use R2 Data Catalog for:
Log analytics - Store and query application/system logs
Data lakes/warehouses - Analytical datasets queried by multiple engines
BI pipelines - Aggregate data for dashboards and reports
Multi-cloud analytics - Share data across clouds without egress fees
Time-series data - Event streams, metrics, sensor data
Don't use for:
Transactional workloads - Use D1 or external database instead
Sub-second latency - Iceberg optimized for batch/analytical queries
Small datasets (<1GB) - Setup overhead not worth it
Unstructured data - Store files directly in R2, not as Iceberg tables
Architecture
┌─────────────────────────────────────────────────┐
│ Query Engines │
│ (PyIceberg, Spark, Trino, Snowflake, DuckDB) │
└────────────────┬────────────────────────────────┘
│
│ REST API (OAuth2 token)
▼
┌─────────────────────────────────────────────────┐
│ R2 Data Catalog (Managed Iceberg REST Catalog)│
│ • Namespace/table metadata │
│ • Transaction coordination │
│ • Snapshot management │
└────────────────┬────────────────────────────────┘
│
│ Vended credentials
▼
┌─────────────────────────────────────────────────┐
│ R2 Bucket Storage │
│ • Parquet data files │
│ • Metadata files │
│ • Manifest files │
└─────────────────────────────────────────────────┘Key concepts:
Catalog URI - REST endpoint for catalog operations (e.g.,
https://<account-id>.r2.cloudflarestorage.com/iceberg/<bucket>)Warehouse - Logical grouping of tables (typically same as bucket name)
Namespace - Schema/database containing tables (e.g.,
logs,analytics)Table - Iceberg table with schema, data files, snapshots
Vended credentials - Temporary S3 credentials catalog provides for data access
Limits
| Resource | Limit | Notes |
|---|---|---|
| Namespaces per catalog | No hard limit | Organize tables logically |
| Tables per namespace | <10,000 recommended | Performance degrades beyond this |
| Files per table | <100,000 recommended | Run compaction regularly |
| Snapshots per table | Configurable retention | Expire >7 days old |
| Partitions per table | 100-1,000 optimal | Too many = slow metadata ops |
| Table size | Same as R2 bucket | 10GB-10TB+ common |
| API rate limits | Standard R2 API limits | Shared with R2 storage operations |
| Target file size | 128-512 MB | After compaction |
Current Status
Public Beta (as of Jan 2026)
Available to all R2 subscribers
No extra cost beyond standard R2 storage/operations
Production-ready, but breaking changes possible
Supports: namespaces, tables, snapshots, compaction, time-travel, table maintenance
Decision Tree: Is R2 Data Catalog Right For You?
Start → Need analytics on object storage data?
│
├─ No → Use R2 directly for object storage
│
└─ Yes → Dataset >1GB with structured schema?
│
├─ No → Too small, use R2 + ad-hoc queries
│
└─ Yes → Need ACID transactions or schema evolution?
│
├─ No → Consider simpler solutions (Parquet on R2)
│
└─ Yes → Need multi-cloud/multi-tool access?
│
├─ No → D1 or external DB may be simpler
│
└─ Yes → ✅ Use R2 Data CatalogQuick check: If you answer "yes" to all:
Dataset >1GB and growing
Structured/tabular data (logs, events, metrics)
Multiple query tools or cloud environments
Need versioning, schema changes, or concurrent access
→ R2 Data Catalog is a good fit.
In This Reference
configuration.md - Enable catalog, create API tokens, connect clients
api.md - REST endpoints, operations, maintenance
patterns.md - PyIceberg examples, common use cases
gotchas.md - Troubleshooting, best practices, limitations
See Also
Requirements and compatibility
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- Published by
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- Publisher
- OpenAI (Official)
- Source
- openai/skills · skills/.curated/cloudflare-deploy · commit 49f948f
- Licence
- Apache License 2.0 (redistribution allowed)
- ATTRIBUTION.md (written by AutoGineer)
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