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Pipeless

Real-time personalized recommendations and activity feeds through an API

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Pipeless is an API service for adding recommendation and activity feed features to applications. Developers send object-relationship-object events, which the service organizes into a graph database; ready-made algorithms then run against that data and return results through the API in real time. This removes the need to build and maintain separate data pipelines for each feature.

The service covers recommendations (content recommendations, recommended accounts, related accounts, related content, related topics, sorted content) and activity feeds (following feed, following action feed, recent activity). The Recommendations and Activity Feed APIs draw on the same graph database, with usage counted against shared call and storage limits. API calls include reads, writes, and deletes, and some calls can be batched.

Pipeless is aimed at teams building social networks, e-commerce stores, marketplaces, media platforms, mobile games, publications, and similar products. It offers a free tier for smaller projects, with no credit card required. Paid plans are structured around API call and storage item limits, with hard storage caps and the option to upgrade, downgrade, or cancel at any time.

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