At Smyte we spend a lot of time stopping spam, scams, credit card fraud and online harassment. We’re open-sourcing one of the fundamental tools we u

High-performance rate limiting

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2024-02-12 15:30:08

At Smyte we spend a lot of time stopping spam, scams, credit card fraud and online harassment. We’re open-sourcing one of the fundamental tools we use to stop malicious user behavior: our high-performance rate limiter.

The industry standard algorithm for rate limiting is called a token bucket, sometimes called a “leaky bucket”. Each bucket has a string key and initially contains the maximum number of tokens. Every time an event occurs, you check if the bucket contains enough tokens and reduce the number of tokens in the bucket by the requested amount. After a period of time called the refill time, the number of tokens in the bucket is increased by the refill amount. Over time, these refills will fill up the bucket to the maximum number of tokens.

As you can see, these rate limits allow a lot of freedom for legitimate user behavior, but quickly clamp down on repeated violations.

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