Automatic retries are one the most powerful and useful mechanisms a service mesh has for gracefully handling partial or transient application failures. If implemented incorrectly retries can amplify small errors into system wide outages. For that reason, we made sure they were implemented in a way that would increase the reliability of the system while limiting the risk.
Timeouts work hand in hand with retries. Once requests are retried a certain number of times, it becomes important to limit the total amount of time a client waits before giving up entirely. Imagine a number of retries forcing a client to wait for 10 seconds.
A service profile may define certain routes as retryable or specify timeouts for routes. This will cause the Linkerd proxy to perform the appropriate retries or timeouts when calling that service. Retries and timeouts are always performed on the outbound (client) side.
These can be setup by following the guides:
Traditionally, when performing retries, you must specify a maximum number of retry attempts before giving up. Unfortunately, there are two major problems with configuring retries this way.
You need to pick a number that’s high enough to make a difference; allowing more than one retry attempt is usually prudent and, if your service is less reliable, you’ll probably want to allow several retry attempts. On the other hand, allowing too many retry attempts can generate a lot of extra requests and extra load on the system. Performing a lot of retries can also seriously increase the latency of requests that need to be retried. In practice, you usually pick a maximum retry attempts number out of a hat (3?) and then tweak it through trial and error until the system behaves roughly how you want it to.
A retry storm begins when one service starts (for any reason) to experience a larger than normal failure rate. This causes its clients to retry those failed requests. The extra load from the retries causes the service to slow down further and fail more requests, triggering more retries. If each client is configured to retry up to 3 times, this can quadruple the number of requests being sent! To make matters even worse, if any of the clients’ clients are configured with retries, the number of retries compounds multiplicatively and can turn a small number of errors into a self-inflicted denial of service attack.
To avoid the problems of retry storms and arbitrary numbers of retry attempts, retries are configured using retry budgets. Rather than specifying a fixed maximum number of retry attempts per request, Linkerd keeps track of the ratio between regular requests and retries and keeps this number below a configurable limit. For example, you may specify that you want retries to add at most 20% more requests. Linkerd will then retry as much as it can while maintaining that ratio.
Configuring retries is always a trade-off between improving success rate and not adding too much extra load to the system. Retry budgets make that trade-off explicit by letting you specify exactly how much extra load your system is willing to accept from retries.