AWS vs GCP for Startups
A pragmatic guide to choosing between AWS and Google Cloud when you are building a startup.
Feature Comparison
| Feature | AWS | GCP |
|---|---|---|
| Pricing | ||
| Free tier | 12 months + always-free | 90-day $300 credit + always-free |
| Startup credits | $100K (AWS Activate) | $200K (Google for Startups) |
| Pricing model | Complex, many SKUs | Simpler, sustained discounts |
| Market share | ~31% | ~12% |
| Services | ||
| Compute | EC2, Lambda, Fargate | Compute Engine, Cloud Run, Cloud Functions |
| Database | RDS, DynamoDB, Aurora | Cloud SQL, Firestore, Spanner |
| AI / ML | SageMaker, Bedrock | Vertex AI, Gemini API |
| Kubernetes | EKS | GKE (better) |
| Serverless | Lambda (mature) | Cloud Run (simpler) |
| CDN | CloudFront | Cloud CDN |
| Best for | Enterprise, broad services | AI/ML, Kubernetes, data analytics |
Monthly Cost Estimate -- Typical Startup Stack
Estimates based on on-demand pricing as of April 2026. Your mileage will vary.
Verdict
Choose AWS when:
- Breadth of services matters (200+ services)
- Enterprise clients require AWS compliance certs
- Mature serverless (Lambda) is a priority
- You need the largest partner / consulting ecosystem
Choose GCP when:
- AI/ML is core to your product (Vertex AI, Gemini)
- Kubernetes-first architecture (GKE is best-in-class)
- Simpler pricing with sustained-use discounts
- $200K startup credits stretch your runway
Bottom line
For most startups in 2026: start with GCP if AI/ML is central to your product -- the credits are larger and the DX is smoother. Pick AWS if you need the broadest service catalog or your enterprise customers mandate it. Either way, containerize early so switching later is feasible.
Frequently Asked Questions
Is AWS or GCP better for startups in 2026?
GCP usually wins for early-stage startups: the free tier is generous, startup credits are easier to get, and Cloud Run / Firebase reduce ops burden. AWS wins once you scale past ~$10K/mo or need enterprise features (Bedrock, broader region coverage, deeper marketplace).
How much in startup credits can I get from AWS vs GCP?
AWS Activate offers $1K–$100K depending on accelerator/VC affiliation. GCP for Startups offers $2K–$200K with similar tiering. GCP credits are generally easier to obtain without an accelerator backing.
Which is cheaper, AWS or GCP?
On equivalent compute (e.g. 4 vCPU / 16GB), GCP is typically 5–15% cheaper than AWS at on-demand pricing, with sustained-use discounts applied automatically. AWS becomes cheaper at scale through Savings Plans (1-3 year commitment).
Should I pick AWS or GCP for AI/ML workloads?
For frontier-model API access (Claude, GPT, Gemini), AWS Bedrock and GCP Vertex AI are roughly equivalent. For custom training, GCP wins on TPU access; AWS wins on H100/A100 marketplace breadth. Vertex AI has tighter Gemini integration; Bedrock has tighter Claude integration.