# Polylane for DevOps

> AI for DevOps: one live graph of your cloud infrastructure, every change tracked to who made it, queues and cron jobs watched.

The infrastructure work nobody was hired to do. Mapped, watched, and kept honest by agents. One context graph across AWS, Cloudflare, Vercel, and the rest. Every change diffed and recorded, every queue and cron watched, read-only by default.

- Every resource across your providers in one live graph
- Every change on the record, tied to who made it and when
- Queues, crons, and workers watched like user-facing services

## How it plays out

### One graph, every provider. Not a diagram you maintain: a graph that syncs itself.

AWS, Cloudflare, Vercel, Render, Fly.io, Kubernetes, PlanetScale, Supabase, and Modal land in one graph. Hostnames, DNS records, and IPs connect the clouds: a Cloudflare CNAME pointing at a Render service is a real edge, and your repos join with the resources their config deploys.

### Every change goes on the record. Twelve minutes before the regression, someone touched the queue.

Each provider sync is diffed against the last. Changes get an impact level, the affected signals get watched against their baseline, and the triggering provider event is attached: down to who did it, and when.

### The quiet parts, watched. The stalled cron, the growing backlog, the worker that stopped.

Background jobs don't page anyone when they break: they just stop. Built-in checks cover queue backlog and message age, crash-looping pods, unhealthy machines, and jobs that stopped running. Your own saved queries become checks too.

## How Polylane works

- **It learns your system first.** The context graph maps every resource and dependency across your clouds, repos, and observability providers. Agents reason over real topology, not guesses.
- **Detection without thresholds.** Built-in checks for every provider, plus checks generated from your own saved queries and dashboards. A statistical pass and an agent decide together, and an improvement never raises an issue.
- **Investigations that show receipts.** Every claim links back to the query, log line, or change record behind it. A verdict without evidence falls back to inconclusive.
- **Writes are earned, never assumed.** Accounts connect read-only. Rollbacks are off by default, rate-limited, and on the record. Code changes go through your normal review.
- **It gets sharper every week.** Memories, daily notes, and monitoring queries re-confirmed against real data: July's investigation learns from June's.

## Questions

### Which providers does Polylane support today?

AWS, Cloudflare, Vercel, Render, Fly.io, Kubernetes, PlanetScale, Supabase, and Modal, plus GitHub for code and Datadog, Honeycomb, Axiom, and Sentry for telemetry. The integrations page tracks the full catalogue, including what's coming next.

### How does it link resources across clouds?

The way traffic actually flows: hostnames, DNS records, and IP addresses matched across providers, environment variables that reveal dependencies, traces where you have them, and infrastructure-as-code that declares what deploys where.

### Do I need to tag resources or draw the topology?

No. Connect each account read-only and the graph builds and maintains itself. You can correct or annotate anything, and agents keep it fresh with every sync.

### How much access does each cloud need?

The minimum, read-only by default: AWS through a scoped CloudFormation role, Cloudflare through pre-filled token permissions, and equivalents everywhere else. Write access is a separate, per-account decision.

### Which background systems does it watch?

Whatever your providers run: SQS queues and scheduled jobs on AWS, Cloudflare Queues, Render background workers and cron jobs, Kubernetes CronJobs, Fly.io machines. If it's in a connected account, it's in the graph.

## More use cases

- [Polylane for impact analysis](https://polylane.com/use-cases/impact-analysis) ([markdown](https://polylane.com/use-cases/impact-analysis.md))
- [Polylane for incident response](https://polylane.com/use-cases/incident-response) ([markdown](https://polylane.com/use-cases/incident-response.md))
- [Polylane for ticket resolution](https://polylane.com/use-cases/ticket-resolution) ([markdown](https://polylane.com/use-cases/ticket-resolution.md))
- [Polylane for observability](https://polylane.com/use-cases/observability) ([markdown](https://polylane.com/use-cases/observability.md))
- [Polylane for release management](https://polylane.com/use-cases/release-management) ([markdown](https://polylane.com/use-cases/release-management.md))
- [All use cases](https://polylane.com/use-cases) ([markdown](https://polylane.com/use-cases.md))

Connect your clouds. The graph builds itself. Early access is rolling out through the waitlist: join at https://polylane.com/#join