ClairInsights

Open-source foundation

Build directly—or get the Amazon data layer ready to use

python-amazon-sp-api gives developers a capable route into Amazon SP-API. ClairInsights is for teams that want the resulting data operated, checked and ready for decisions.

Discuss your data needs Explore 138 reports
Reviewed: 4 September 2026
Amazon APIs
Python client
Reliable data
Decisions

For your team

See more clearly. Make better decisions.

The open-source library and ClairInsights solve different layers of the same problem: API access for builders, or an Amazon commerce data platform for teams that need reliable business outcomes.

  1. 01

    Keep full engineering control when direct API access is the right fit.

  2. 02

    Move beyond requests and files when the business needs dependable answers.

  3. 03

    Choose Self-hosted or Managed Delivery without giving up source visibility.

From signal to action

What the numbers mean for your team

01

Use the library when you want to own the engineering

The library offers synchronous and asynchronous clients, report workflows, retries, pagination and broad endpoint coverage. It is a strong fit when your developers want to design, operate and evolve the full data workflow themselves.

  • Direct Python access
  • Open-source MIT license
  • Your architecture and operations
02

Use ClairInsights when the result matters more than the plumbing

ClairInsights handles the recurring work between authorization and a usable business answer: source collection, history, completeness, stable definitions and delivery to the tools your team already uses.

  • Monitored recurring delivery
  • Seller/Vendor Central and Amazon Ads context
  • Business-ready measures and decisions
03

The same Amazon expertise, applied at a different level

Maintaining a widely used SP-API library creates practical knowledge of Amazon endpoints, report behaviour and change. ClairInsights applies that experience to a product built for operators, analysts and AI—not only API developers.

  • Source-aware implementation
  • Clear fit boundaries
  • No lock-in to one consumption surface

Next steps

Know where to focus next.

  1. 01

    Build and maintain every API workflow internally.

  2. 02

    Self-host supported software in your AWS account.

  3. 03

    Have ClairInsights operate delivery into your warehouse.

Good to know

What to expect

python-amazon-sp-api is an independent open-source project and is not an Amazon product. ClairInsights is a commercial product; source access still depends on your Amazon roles, accounts, marketplaces and available history.

DeliverySelf-hosted or Managed Delivery

Source evidence

Traceable to the official source

  1. 01python-amazon-sp-api repositoryGitHub
  2. 02python-amazon-sp-api documentationRead the Docs
  3. 03python-amazon-sp-api packagePyPI

FAQ

Common questions

Is ClairInsights required to use python-amazon-sp-api?

No. The library is open source and can be used independently.

Can a team start with the library and move to ClairInsights later?

Yes. We can assess existing exports and workflows, then define a supported path into Self-hosted or Managed Delivery.

Does ClairInsights expose the original Amazon sources?

Yes. Source identity, coverage and freshness remain visible so important answers can be checked.

01From Amazon source to a decision your team can trust02Turn Amazon SP-API reports into data the business can use03Amazon numbers your analysts can trust

For your Amazon business

What does your team need to know?

Bring the question your team is working on. We’ll identify the reports, history, and tools that can help you answer it.

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