The content and timing of the food you put in your body directly after a workout is critical. It may seem like it doesn’

Donald Trump wasn’t the sole problem. There were millions of people who voted him into power—and even more who came out in support of a second term. Many within that base are bitter and angry and believe their leader has been conned out of an election, despite any evidence proving that to be true. The country seems even more divided than it was four years ago. It’s hard to imagine that tension simply evaporating come Inauguration Day.

The animation below shows the behavior of the Netflix viewer experience when the backend is throttling traffic based on priority. While the lower priority requests are throttled, the playback experience remains uninterrupted and the viewer is able to enjoy their title. Let’s dig into how we accomplished this.

DEGRADED_EXPERIENCE: This traffic affects members’ experience, but not the ability to play. The traffic in this bucket is used for features like: stop and pause markers, language selection in the player, viewing history, and others.

Oh gosh, where to begin with this one. With the vomit in the hot tub? The shotgun shells and broken vodka bottles in the meadow of moss? The blood on the pillowcase? I could go on.

The majority of my guest groups are respectful, communicative, honest, and thankful for their peaceful experience in the woods. And to those who wish to break rules or request an unsubstantiated refund, know this: humans are far more predictable and far less creative than we imagine ourselves to be.

I’m going to blow past the obvious, like re-racking your weights and stretching, and focus on three specific ways you can get the most out of the time you’re already putting in. Here they are.

We decided to focus on three dimensions in order to categorize request traffic: throughput, functionality, and criticality. Based on these characteristics, traffic was classified into the following:

I learned this one the hard way. At the time of booking, a guest may communicate the purpose of their visit. “It’s our anniversary!” “Me and my partner want to get our kids into the woods.” “Meeting my two best girlfriends for some skiing on the mountain.”

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be broken up by antitrust regulators — to be forced to stop replicating the merchandise sold by third-party merchants and selling it at cut-rate prices? Does it wish to be forced to do away with Amazon Prime and its cut-rate, money-losing delivery options, which almost no small merchant can hope to match?

In Netflix engineering, we’re driven by ensuring Netflix is there when you need it to be. Yet, as recent as last year, our systems were susceptible to metaphorical traffic jams; we had on/off circuit breakers, but no progressive way to shed load. Motivated by improving the lives of our members, we’ve introduced priority-based progressive load shedding.

NON_CRITICAL: This traffic does not affect playback or members’ experience. Logs and background requests are examples of this type of traffic. These requests are usually high throughput which contributes to a large percentage of load in the system.

Therefore, before I lay down and rest, there are three essential things I always make sure to do that you should try out as well. Not only will they aid in your recovery, but they’ll also ensure that you are maximizing your results without having to put forth much additional effort.

Many rejoiced earlier this month when the decisive projection came in and the Associated Press declared Joe Biden winner of the 2020 presidential election. It was glorious (and so were the memes). While some are still riding high on the optimism of a forthcoming regime change, for others, the question lingers: How will the aftermath of Trump’s presidency play out—particularly with regard to Black Americans?

Failure can occur due to a myriad of reasons: misbehaving clients that trigger a retry storm, an under-scaled service in the backend, a bad deployment, a network blip, or issues with the cloud provider. All such failures can put a system under unexpected load, and at some point in the past, every single one of these examples has prevented our members’ ability to play. With these incidents in mind, we set out to make Netflix more resilient with these goals:

The majority of my guest groups are respectful, communicative, honest, and thankful for their peaceful experience in the woods. And to those who wish to break rules or request an unsubstantiated refund, know this: humans are far more predictable and far less creative than we imagine ourselves to be.