BucketAPI
BucketAPI is an intelligent API gateway that bundles massive Redis caching, AI-driven rate limiting, and real-time analytics into a single proxy. It's the Heroku for APIs — sane defaults, one-click safety nets, infrastructure that pays for itself.
- Outcome
- $200/mo avg savings per team
- Outcome
- +32% cache hit rate via auto-tuning
- Outcome
- < 5 min setup
The problem
Teams running APIs at scale hit the same three problems independently: cache infrastructure (expensive AWS add-ons), rate limiting (fragile WAF rules), and observability (after-the-fact log analysis). Each vendor sells one slice; nobody bundles them.
Smaller teams either over-pay for AWS API Gateway and stitch the rest together, or under-build and pay later when traffic patterns shift.
Approach
BucketAPI is a managed proxy that ships with caching, rate limiting, and analytics out of the box. Defaults are tuned automatically by an AI ops layer that watches traffic patterns and re-tunes TTLs and limits without human babysitting.
Region locking (e.g. EU-only routing) is a one-toggle option for compliance-sensitive customers. Documentation is generated from observed traffic — the docs are always up-to-date because they're derived, not authored.
- FastAPI core, Redis cache plane, PostgreSQL control plane
- AI-driven auto-tuning of cache TTLs and rate limits
- Region locking for GDPR / data sovereignty
- Real-time analytics with anomaly alerts
- Auto-generated service catalog from live traffic
What it delivered
Customers reduced API infrastructure cost meaningfully and cut anomaly-to-fix time from hours to minutes.
- $200/mo average savings per team on cache spend
- +32% cache hit rate after AI auto-tuning kicks in
- Sub-5-minute setup vs 30+ minutes on AWS
- <120s anomaly triage time via real-time alerts
What I learned
Bundling is undervalued. The AWS-style 'one tool per concern' model costs teams more in integration than in licenses. Selling the bundle is a real product, not a packaging trick.
The auto-tuning layer was the highest-leverage feature. It turned BucketAPI from 'another gateway' into 'the gateway that makes you money back.' Naming it 'AI Ops Engineer' helped that land with buyers.