# Real-Time Streaming Usage Metering for SaaS and AI Products

DevFeed: [Real-Time Streaming Usage Metering for SaaS and AI Products](<https://devfeed.tech/articles/real-time-streaming-usage-metering-for-saas-and-ai-products-10301.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/real-time-streaming-usage-metering/>)

Author: Ayush Agarwal

Published: 2026-05-19T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [real-time](<https://devfeed.tech/topics/real-time.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [latency](<https://devfeed.tech/tags/latency.md>), [pitfalls](<https://devfeed.tech/tags/pitfalls.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [saas](<https://devfeed.tech/tags/saas.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [usage-based-billing](<https://devfeed.tech/tags/usage-based-billing.md>)

## AI overview

This article explains real-time streaming usage metering for SaaS and AI products. It defines real-time behavior as updating usage aggregates, enforcing caps, and sending threshold notifications within seconds, and discusses the infrastructure tradeoffs and implementation pitfalls.

## Source excerpt

Build a real-time streaming usage metering pipeline that supports live dashboards, hard caps, and instant overage. Architecture and pitfalls.