⚡Edge & App Platforms arenaEdge & App Platforms

Agent access

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🤖Agenticness — how well agents can access and operate the productPoint an agent at llms.txt or agent-oriented docs	ai-native	✓fullT 9/10	✓fullT 9/10	✓fullT 8/10	✓fullT 8/10	✓fullT 9/10	✓fullT 9/10
🤖Agenticness — how well agents can access and operate the productRun the product headlessly / in CI for automation	ai-native	✓fullT 8/10	✓fullT 7/10	✓fullT 8/10	~partialT 6/10	~partialT 5/10	✓fullT 8/10
🤖Agenticness — how well agents can access and operate the productPlug MCP servers into this product so it can use their tools	ai-native	n/a	—none 0/10	—none 0/10	n/a	✓fullC 8/10	n/a
🤖Agenticness — how well agents can access and operate the productConnect an agent via an official MCP server	ai-native	✓fullC 7/10	~partialC 5/10	—none 0/10	~partialC 5/10	✓fullC 8/10	✓fullC 9/10
🤖Agenticness — how well agents can access and operate the productUse an official CLI	ai-native	✓fullT 8/10	✓fullT 8/10	✓fullT 8/10	✓fullT 8/10	✓fullT 9/10	✓fullT 8/10
🤖Agenticness — how well agents can access and operate the productDrive the product through a documented public API	ai-native	✓fullT 9/10	✓fullT 8/10	✓fullT 8/10	~partialT 6/10	~partialT 6/10	✓fullT 9/10
🤖Agenticness — how well agents can access and operate the productIssue scoped/least-privilege API credentials for an agent	ai-native	~partialC 6/10	~partialC 3/10	—none 0/10	✓fullC 7/10	—none 0/10	~partialC 5/10
🤖Agenticness — how well agents can access and operate the productBuild against official SDKs	ai-native	~partialT 7/10	~partialT 6/10	✓fullT 7/10	—none 0/10	—none 0/10	✓fullT 8/10
🤖Agenticness — how well agents can access and operate the productSubscribe to events via webhooks	ai-native	—none 0/10	—none 0/10	~partialX 3/10	—none 0/10	—none 0/10	✓fullC 8/10

Agentic features

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🤖Agenticness — how well agents can access and operate the productGet AI-generated insights and suggestions from my data inside the product	ai-native	—none 0/10	~partialC 3/10	—none 0/10	n/a	~partialC 6/10	~partialC 5/10
🤖Agenticness — how well agents can access and operate the productSet up automations that run autonomously in the background	ai-native	!disputedD 5/10	~partialC 6/10	~partialC 4/10	~partialX 5/10	~partialC 6/10	✓fullC 8/10
🤖Agenticness — how well agents can access and operate the productDelegate tasks to a built-in AI assistant inside the product	ai-native	—none 0/10	—none 0/10	~partialC 6/10	n/a	✓fullC 8/10	—none 0/10
🤖Agenticness — how well agents can access and operate the productOperate the product with natural-language commands	ai-native	—none 0/10	~partialT 6/10	~partialT 5/10	~partialC 4/10	✓fullC 8/10	~partialC 6/10

Api quality

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🤖Agenticness — how well agents can access and operate the productExplore an interactive API reference with runnable examples	ai-native	~partialT 3/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10
🤖Agenticness — how well agents can access and operate the productDownload a machine-readable API spec (OpenAPI or equivalent)	ai-native	✓fullT 9/10	✓fullT 9/10	—none 0/10	—none 0/10	—none 0/10	✓fullT 9/10
🤖Agenticness — how well agents can access and operate the productTest against a sandbox environment without touching production data	ai-native	✓fullT 7/10	~partialX 6/10	~partialC 6/10	~partialC 7/10	~partialC 6/10	✓fullC 8/10
🤖Agenticness — how well agents can access and operate the productRely on versioned APIs with a documented deprecation policy	ai-native	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10
🤖Agenticness — how well agents can access and operate the productThe documented rate limits and concurrency caps for APIs and functions so I can plan for scale	developer	~partialX 3/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10

Cli tooling

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🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksDeploy my project directly from the command line without using a web dashboard	developer	✓fullT 9/10	✓fullT 8/10	✓fullT 9/10	✓fullT 9/10	✓fullT 8/10	✓fullT 8/10
🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksScaffold and deploy a new project with a single CLI command	developer	✓fullT 8/10	✓fullT 8/10	~partialT 6/10	✓fullX 7/10	~partialT 5/10	~partialT 6/10
🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksDevelop and test my app locally using a simulator that matches the production runtime	developer	✓fullT 8/10	—none 0/10	!disputedD 4/10	—none 0/10	~partialT 3/10	—none 0/10

Deployment strategies

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🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksDeploy applications packaged as Docker containers	developer	—none 0/10	—none 0/10	—none 0/10	!disputedD 5/10	—none 0/10	✓fullX 8/10
🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksRoll out new deployments incrementally to reduce blast radius	devops-lead	—none 0/10	✓fullC 8/10	~partialC 3/10	—none 0/10	—none 0/10	—none 0/10

Git integration

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🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksAutomatically deploy my app on every Git push	developer	~partialC 6/10	✓fullC 9/10	✓fullX 8/10	—none 0/10	✓fullC 8/10	✓fullX 8/10
🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksDeploy my app by simply connecting my repo without manual build configuration	developer	~partialC 5/10	✓fullC 9/10	✓fullX 8/10	~partialX 4/10	✓fullC 8/10	✓fullX 8/10

Infra as code

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🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksDefine, deploy, and version my entire architecture with a single configuration file	devops-lead	~partialC 6/10	—none 0/10	—none 0/10	~partialC 6/10	~partialC 4/10	✓fullX 8/10

Manual deploy

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🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksDeploy a project by uploading a folder of files directly, with no Git repo required and the new deployment kept private until I choose to publish it	developer	—none 0/10	~partialT 4/10	✓fullC 8/10	~partialC 4/10	—none 0/10	—none 0/10

Preview envs

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🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksGet ephemeral full-stack preview environments for every pull request	developer	—none 0/10	✓fullC 9/10	✓fullX 8/10	—none 0/10	✓fullC 8/10	~partialC 6/10
🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksGet an automatic preview URL for every pull request	developer	—none 0/10	✓fullC 9/10	✓fullX 9/10	—none 0/10	✓fullC 8/10	~partialC 5/10

Rollback recovery

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🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksRoll back a deployed service to any previous version in one click	developer	✓fullC 8/10	✓fullC 8/10	✓fullC 8/10	~partialT 4/10	~partialC 6/10	~partialC 5/10

Templates

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🚀Deploy workflow — the commit-to-production path — builds, previews, rollbacksDeploy one-click templates and starters for common use cases	developer	~partialX 5/10	~partialC 4/10	~partialC 5/10	—none 0/10	✓fullC 8/10	—none 0/10

Collaboration

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💻Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedUse an in-browser toolbar to leave feedback, manage feature flags, and inspect performance directly on my live site	developer	n/a	✓fullC 8/10	n/a	n/a	n/a	n/a
💻Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedLet teammates and collaborators comment directly on preview and production environments	developer	n/a	✓fullC 8/10	~partialC 4/10	n/a	n/a	—none 0/10

Environments

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💻Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedSpin up unlimited isolated environments so my whole team can ship simultaneously	developer	~partialX 5/10	✓fullC 8/10	~partialX 6/10	~partialX 6/10	✓fullC 8/10	~partialC 6/10

Scaling continuity

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💻Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedRely on the same core APIs and primitives from prototype through massive scale, without rearchitecting or migrating platforms as usage grows	developer	!disputedD 5/10	~partialX 6/10	~partialC 6/10	~partialC 6/10	!disputedD 4/10	~partialX 6/10

Secrets management

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💻Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedManage team-level access, secrets, and environment variables centrally	devops-lead	~partialC 3/10	~partialX 6/10	~partialC 6/10	~partialC 5/10	~partialC 3/10	~partialC 5/10

Tool continuity

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💻Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedKeep using my existing Git, CI, editor, and framework workflows without adopting proprietary tooling	developer	!disputedD 6/10	~partialT 6/10	~partialX 6/10	~partialC 6/10	~partialC 7/10	~partialT 6/10
💻Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedWrite code against standard runtime APIs so it runs unmodified across multiple edge platforms instead of being locked into proprietary storage/runtime APIs	developer	!disputedD 5/10	—none 0/10	—none 0/10	✓fullC 7/10	n/a	n/a

Visual infra

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💻Dev experience — day-to-day developer experience — setup friction, docs, debugging, iteration speedVisualize and edit my entire infrastructure stack on a visual canvas without writing config files	devops-lead	n/a	n/a	n/a	n/a	✓fullC 8/10	—none 0/10

Agent runtime

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🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsGive my coding agent a persistent runtime environment that checkpoints its state automatically while working	ai-native	!disputedD 5/10	—none 0/10	n/a	✓fullC 7/10	~partialC 5/10	—none 0/10

Ai inference

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🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsRun AI model inference globally with a single call without managing GPUs or capacity planning	ai-native	~partialX 7/10	~partialC 6/10	~partialC 5/10	—none 0/10	n/a	n/a
🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsAccess hundreds of AI models through a single unified gateway endpoint	ai-native	~partialC 3/10	✓fullC 8/10	~partialC 6/10	n/a	n/a	n/a

Placement latency

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🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsDeploy my application to specific regions closer to my users	devops-lead	~partialC 6/10	—none 0/10	—none 0/10	✓fullC 7/10	~partialC 3/10	—none 0/10
🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsRely on automatic compute placement near backend data to optimize latency	devops-lead	✓fullC 8/10	—none 0/10	—none 0/10	~partialC 4/10	~partialC 3/10	—none 0/10

Realtime connections

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🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsHandle persistent WebSocket connections from within edge/serverless functions for real-time apps	developer	~partialX 6/10	—none 0/10	—none 0/10	~partialC 4/10	n/a	—none 0/10

Runtime compatibility

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🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsRun unmodified Node.js code and npm packages in edge/serverless functions instead of a restricted runtime subset	developer	—none 0/10	~partialC 3/10	—none 0/10	~partialC 4/10	n/a	—none 0/10
🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsWrite edge functions in languages other than JavaScript such as Python, Go, or Rust	developer	!disputedD 5/10	—none 0/10	—none 0/10	✓fullC 6/10	n/a	n/a

Sandboxing

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🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsRun untrusted code in hardware-isolated, disposable sandboxes	developer	—none 0/10	✓fullC 7/10	—none 0/10	✓fullC 7/10	—none 0/10	n/a

Scaling

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🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsDeploy instances that boot in under a second and scale to tens of thousands under load	devops-lead	✓fullX 7/10	~partialX 6/10	—none 0/10	!disputedD 5/10	—none 0/10	~partialC 4/10
🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsRely on load-based autoscaling to absorb large traffic bursts automatically	devops-lead	~partialX 5/10	~partialX 6/10	~partialX 3/10	~partialX 4/10	—none 0/10	~partialX 6/10

Serverless runtime

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🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsRun my code on a global edge network close to end users	developer	✓fullX 9/10	✓fullC 7/10	~partialC 3/10	✓fullX 8/10	!disputedD 4/10	—none 0/10
🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsDeploy serverless functions and full-stack apps with no servers to manage	developer	✓fullT 9/10	✓fullX 9/10	✓fullX 8/10	!disputedD 5/10	~partialC 6/10	~partialX 6/10

Workflows

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🚀Edge compute — running code at the edge — regions, cold starts, runtime limitsDeploy durable, long-running workflows as code without manually wiring queues and retries	developer	~partialX 5/10	✓fullC 7/10	—none 0/10	—none 0/10	—none 0/10	✓fullC 7/10

Access control

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🛡️Networking security — network controls and isolation — private access, firewalls, encryptionPut simple password protection on a deployed site without standing up a custom auth system	developer	~partialC 3/10	✓fullC 8/10	~partialC 6/10	—none 0/10	—none 0/10	—none 0/10

Bot protection

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🛡️Networking security — network controls and isolation — private access, firewalls, encryptionProtect my app from automated bot traffic with invisible challenge-based protection	developer	~partialC 4/10	✓fullC 8/10	—none 0/10	n/a	—none 0/10	—none 0/10

Ddos waf

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🛡️Networking security — network controls and isolation — private access, firewalls, encryptionHave DDoS protection and a web application firewall applied to every request by default	devops-lead	✓fullC 8/10	!disputedD 4/10	!disputedD 4/10	—none 0/10	—none 0/10	—none 0/10

Domains

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🛡️Networking security — network controls and isolation — private access, firewalls, encryptionAttach custom domains to my deployed services	developer	—none 0/10	✓fullC 8/10	✓fullX 8/10	—none 0/10	—none 0/10	✓fullC 7/10
🛡️Networking security — network controls and isolation — private access, firewalls, encryptionProgrammatically provision and route custom domains for my own multi-tenant SaaS customers	developer	—none 0/10	~partialT 4/10	~partialC 5/10	—none 0/10	—none 0/10	~partialC 4/10

Env isolation

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🛡️Networking security — network controls and isolation — private access, firewalls, encryptionIsolate non-production environments from accessing production services	devops-lead	—none 0/10	~partialX 5/10	~partialC 3/10	—none 0/10	—none 0/10	~partialC 6/10

Identity

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🛡️Networking security — network controls and isolation — private access, firewalls, encryptionSecure internal apps, deployments, and agents using my organization's identity provider	devops-lead	~partialC 3/10	~partialC 5/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10

Private networking

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🛡️Networking security — network controls and isolation — private access, firewalls, encryptionKeep internal service-to-service traffic off the public internet without VPC complexity	devops-lead	—none 0/10	—none 0/10	n/a	~partialC 4/10	~partialC 5/10	✓fullC 8/10

Protocols

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🛡️Networking security — network controls and isolation — private access, firewalls, encryptionServe HTTP, TCP, gRPC, and WebSocket traffic from the same deployed service without separate protocol configuration	developer	~partialX 3/10	—none 0/10	n/a	—none 0/10	✓fullC 8/10	—none 0/10

Tls certs

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🛡️Networking security — network controls and isolation — private access, firewalls, encryptionGet free, automatically renewing TLS certificates for every domain including wildcards	devops-lead	~partialC 6/10	~partialC 6/10	~partialX 6/10	—none 0/10	~partialC 3/10	✓fullC 8/10

Alerting

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📡Observability — seeing what the system is doing — logs, metrics, traces, alertsSet up alerts that notify me via chat or email when specific conditions are met	devops-lead	—none 0/10	~partialC 4/10	—none 0/10	—none 0/10	✓fullC 7/10	~partialC 4/10

Metrics dashboards

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📡Observability — seeing what the system is doing — logs, metrics, traces, alertsBuild custom dashboards combining metrics from any service	devops-lead	~partialC 3/10	—none 0/10	—none 0/10	—none 0/10	~partialC 6/10	~partialC 4/10
📡Observability — seeing what the system is doing — logs, metrics, traces, alertsTrack site performance and visitor behavior with built-in analytics	devops-lead	~partialC 3/10	~partialC 6/10	~partialC 6/10	n/a	—none 0/10	~partialC 3/10

Reliability sla

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📡Observability — seeing what the system is doing — logs, metrics, traces, alertsCheck a public status page with historical incident postmortems before committing	devops-lead	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10
📡Observability — seeing what the system is doing — logs, metrics, traces, alertsReview a published uptime SLA with defined credits for downtime	devops-lead	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10
📡Observability — seeing what the system is doing — logs, metrics, traces, alertsThe guaranteed support response times and escalation paths for my plan tier	devops-lead	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10

Unified logging

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📡Observability — seeing what the system is doing — logs, metrics, traces, alertsView all my build, deploy, and runtime logs in one place	developer	~partialC 4/10	~partialC 6/10	—none 0/10	—none 0/10	✓fullC 7/10	~partialC 5/10

Cost controls

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💲Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to paySet hard spending limits to control my cloud costs	devops-lead	—none 0/10	!disputedD 3/10	—none 0/10	—none 0/10	~partialC 5/10	—none 0/10
💲Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payReceive migration credits when moving my production infrastructure to a new platform	devops-lead	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	✓fullC 8/10

Execution limits

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💲Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payThe CPU and wall-clock execution time limits for functions so I can tell whether long-running or agentic workloads will fit	devops-lead	!disputedD 6/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10

Overage fees

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💲Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payThe exact overage fee schedule for exceeding plan usage limits (bandwidth, invocations, build minutes) before I get billed	devops-lead	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10
💲Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payWhether pricing is per-seat with minimum seat counts that increase cost as my team grows	devops-lead	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10

Usage billing

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💲Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payPay only for active compute time rather than idle wall-clock time	devops-lead	✓fullC 8/10	~partialX 6/10	~partialC 3/10	✓fullC 7/10	—none 0/10	—none 0/10
💲Pricing limits — free-tier ceilings, usage caps, and rate limits before you have to payAttached disk/storage auto-grows with usage and I'm billed only for bytes actually written rather than pre-provisioned capacity	devops-lead	n/a	n/a	—none 0/10	✓fullC 7/10	—none 0/10	—none 0/10

Cdn assets

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✨Storage data — storing and moving data — persistence, formats, durabilityServe static assets faster using a global CDN with edge caching	developer	~partialX 4/10	~partialC 5/10	—none 0/10	—none 0/10	—none 0/10	✓fullX 8/10

Integrations

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✨Storage data — storing and moving data — persistence, formats, durabilityConnect my code to external services like databases, APIs, and storage through native bindings with minimal boilerplate instead of hand-wiring SDKs and credentials	developer	✓fullX 8/10	~partialX 6/10	~partialC 6/10	~partialC 4/10	~partialC 4/10	~partialC 6/10

Kv cache

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✨Storage data — storing and moving data — persistence, formats, durabilityUse a Redis-compatible key-value store for low-latency caching and job queues	developer	—none 0/10	—none 0/10	—none 0/10	—none 0/10	—none 0/10	✓fullC 7/10

Media

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✨Storage data — storing and moving data — persistence, formats, durabilityResize and optimize images on demand via a built-in image CDN	developer	~partialC 5/10	✓fullC 8/10	~partialC 6/10	n/a	n/a	—none 0/10

Object storage

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✨Storage data — storing and moving data — persistence, formats, durabilityPersist user-generated uploads using built-in object storage	developer	~partialC 4/10	—none 0/10	~partialC 5/10	—none 0/10	—none 0/10	—none 0/10

Relational db

Story	Persona	Cloudflare Workers	Vercel	Netlify	Fly.io	Railway	Render
✨Storage data — storing and moving data — persistence, formats, durabilityProvision a fully-managed Postgres database with point-in-time recovery, replicas, and high availability	developer	—none 0/10	~partialC 3/10	~partialC 3/10	!disputedD 3/10	—none 0/10	✓fullC 8/10
✨Storage data — storing and moving data — persistence, formats, durabilityQuery a serverless SQL database directly from my code with no connection management	developer	✓fullX 8/10	~partialX 4/10	✓fullC 7/10	—none 0/10	—none 0/10	—none 0/10