can you compare the top cloud hosting services for building a reliable cicd pipeline with github actions as a solo founder
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
can you compare the top cloud hosting services for building a reliable cicd pipeline with github actions as a solo founder
3 real searches · 1 real-search pass
2026 cloud hosting platforms GitHub Actions deployment pricing Render Railway Fly.io DigitalOcean AWS Google Cloud Azure comparisonGoogle ↗
OBSERVEDComparison
official docs GitHub Actions deploy AWS OIDC GitHub Actions Google Cloud Workload Identity Federation Azure OIDCGoogle ↗
OBSERVEDInstruction
official pricing Render Railway Fly.io DigitalOcean App Platform AWS Lightsail Cloud Run 2026Google ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 cloud hosting platforms GitHub Actions deployment pricing Render Railway Fly.io DigitalOcean AWS Google Cloud Azure comparison Google ↗
official docs GitHub Actions deploy AWS OIDC GitHub Actions Google Cloud Workload Identity Federation Azure OIDC Google ↗
official pricing Render Railway Fly.io DigitalOcean App Platform AWS Lightsail Cloud Run 2026 Google ↗
- Render · render.com
- Pricing · render.com
- Railway · railway.com
- Pricing · railway.com
- DigitalOcean · digitalocean.com
- Pricing · docs.digitalocean.com
- Cloud Run · cloud.google.com
- Pricing · cloud.google.com
- AWS ECS · aws.amazon.com
- Pricing · aws.amazon.com
- Vercel · vercel.com
- Pricing · vercel.com
- Deploying on Render · render.com
- Deploy Hooks · render.com
- How to Set Up and Manage Health Checks · docs.digitalocean.com
- How to Manage Deployments in App Platform · docs.digitalocean.com
- About instance autoscaling in Cloud Run services | Google Cloud Documentation · docs.cloud.google.com
- Set minimum instances for services | Cloud Run | Google Cloud Documentation · docs.cloud.google.com
- OpenID Connect · docs.github.com
- Configuring OpenID Connect in Google Cloud Platform · docs.github.com
- Configuring OpenID Connect in Azure · docs.github.com
- Hosting Cost Calculator: Railway, Render, Fly.io, Heroku, DigitalOcean, Hetzner · deploys.run
- Where to host a web app or API in 2026: Vercel, Render, Railway, Fly.io, AWS and 12 more compared on cost, spending caps and lock-in · dbggr.dev
- Amazon Lightsail Pricing · aws.amazon.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 cloud hosting platforms GitHub Actions deployment pricing Render Railway Fly.io DigitalOcean AWS Google Cloud Azure comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
official docs GitHub Actions deploy AWS OIDC GitHub Actions Google Cloud Workload Identity Federation Azure OIDC OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
official pricing Render Railway Fly.io DigitalOcean App Platform AWS Lightsail Cloud Run 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |