Why Netflix integrated a Service Mesh in their Backend
We'll talk about what a service mesh is, what purpose it serves and why Netflix added one. Plus, strategies you can use to achieve your goals.
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Why Netflix Integrated a Service Mesh in their Backend
A service mesh handles communication between microservices in your backend
Netflix previously relied on tools they built in-house for service to service communication (Eureka and Ribbon) but they’ve decided to integrate Envoy Proxy (a data plane part of the service mesh)
We’ll delve into what a service mesh is, why you’d use one, the data/control planes and why Netflix switched
A Toolkit for Achieving Goals from Andrew Huberman
Andrew Huberman is a professor of neuroscience at Stanford and he runs a fantastic podcast on the latest scientific research that can improve your life
In the last episode, he delves into the science of setting and pursuing goals
Tips include rewarding yourself randomly, writing your goal down everyday, visualizing positive and negative consequences and more
A Detailed Guide to Software Architecture Documentation
Experiences Being a Tech Lead
Important job interview questions engineers should ask
Becoming an L6 at Amazon despite getting fired from almost every job I’ve had
Why Netflix Integrated a Service Mesh in their Backend
Netflix is a video streaming service with over 240 million users. They’re responsible for 15% of global internet traffic (more than YouTube, which comes in at 11.4%).
The company is known for their strong engineering culture. Netflix was one of the first adopters of cloud computing (starting their migration to AWS in 2008), a pioneer in promoting the microservices architecture and also created the discipline of chaos engineering (we wrote an in-depth guide on chaos engineering that you can check out here).
A few days ago, developers at Netflix published a fantastic article on their engineering blog explaining how and why they integrated a service mesh into their backend.
In this article, we’ll explain what a service mesh is, what purpose it serves and delve into why Netflix adopted it.
What is a Service Mesh
A service mesh is an infrastructure layer that handles communication between the microservices in your backend.
As you might imagine, communication between these services can be extremely complicated, so the service mesh will handle tasks like
Service Discovery - For each microservice, new instances are constantly being spun up/down. The service mesh keeps track of the IP addresses/port number of these instances and routes requests to/from them.
Load Balancing - When one microservice calls another, you want to send that request to an instance that’s not busy (using round robin, least connections, consistent hashing, etc.). The service mesh can handle this for you.
Observability - As all communications get routed through the service mesh, it can keep track of metrics, logs and traces. Probably came in-handy during the Love is Blind fiasco.
Resiliency - The service mesh can handle things like retrying requests, rate limiting, timeouts, etc. to make the backend more resilient.
Security - The mesh layer can encrypt and authenticate service-to-service communications. You can also configure access control policies to set limits on which microservice can talk to whom.
Deployments - You might have a new version for a microservice you’re rolling out and you want to run an A/B test on this. You can set the service mesh to route a certain % of requests to the old version and the rest to the new version (or some other deployment pattern)
Architecture of Service Mesh
In practice, a service mesh typically consists of two components
The data plane consists of lightweight proxies that are deployed alongside every instance for all of your microservices (i.e. the sidecar pattern). This service mesh proxy will handle all outbound/inbound communications for the instance.
So, with Istio (a popular service mesh), you could install the Envoy Proxy on all the instances of all your microservices.
The control plane manages and configures all the data plane proxies. So you can configure things like retries, rate limiting policies, health checks, etc. in the control plane.
The control plane will also handle service discovery (keeping track of all the IP addresses for all the instances), deployments, and more.
Why Netflix Integrated a Service Mesh
Netflix was one of the early adopters of a microservices architecture. A problem they had to solve was how to handle communication between microservices.
After some outages, they quickly realized they needed robust tech to handle load balancing, retries, observability and more.
They built (and open sourced) two technologies for this.
This served Netflix well over the past decade, but they added far more complexity to their microservices architecture in a number of ways.
Different Protocols - Communication between microservices is now a mix of REST, GraphQL and gRPC (check out our tech dive on gRPC here).
Polyglot - Originally, Netflix was Java-only but they’ve shifted to also support NodeJS, Python and more
More Resiliency - Netflix wanted to integrate additional features into their proxies to make it more durable. They’re a pioneer in the area of Chaos Engineering (simulate small failures and see where that causes issues in your backend) so they wanted to add fault injection testing. They also wanted advanced load-shedding and circuit breaking features.
Netflix decided the best way to integrate these features (and add more) was to integrate Envoy, an open source service mesh proxy created at Lyft.
This integrated all the microservice-communication related features into a single implementation (rather than having multiple projects) and made the clients simpler.
Envoy has a ton of critical features around resiliency but is also very extensible. Envoy proxy is the data plane part of the service mesh architecture we discussed earlier. You can also integrate a control plane by using something like Istio or by building your own.
This is a high level overview of why Netflix integrated a service mesh.
If you’d like to learn about the process of integrating Envoy, then you can read more details in the full blog post here.
Advice on Setting and Pursuing Goals
Andrew Huberman is a neurobiology professor at Stanford and he runs a fantastic podcast called Huberman lab. In the pod, he does several hour-long deep dives into neuroscience with a practical focus on how you can use the latest scientific research to improve your life.
His latest episode is on goals and what the scientific literature on setting/pursuing goals advises. There’s a ton of clinical studies on what makes effective goals and how people can best pursue them.
Huberman spends 90 minutes doing a review of the literature and he gives the best tips on what you should be doing.
Here’s a summary
Huberman starts by talking about what parts of the brain are most responsible for goal setting and pursuit.
He breaks it down into
Lateral prefrontal cortex
All of these areas of the brain perform many functions and goal setting/pursuit is one result.
I’m focusing on the practical tips in this summary, but if you’d like a more in-depth dive into the neuroscience then I’d recommend checking out this talk.
Tip #1 - Choose a Priority Goal and Make it Clear and Specific
Trying to achieve many goals simultaneously often results in failure for all of them. Instead, it’s better to set one or two high-priority goals that you’ll be focusing on for the next few months.
These goals should be clear and specific. You should focus on verbs when defining your goal and set highly specific actions that will help you achieve your overarching goal.
Rather than having the goal “get healthy”, a better one could be to “run a 6 minute mile”. The mile goal can be broken down into “run 3 miles every day”.
Tip #2 - Write it Down Every Day
Something that’s commonly recommended is to write your goal on a post it note and stick it somewhere where you’ll see it (on a fridge, on a computer monitor, etc.). The issue with this approach is that it’ll quickly become a part of your environment and your visual system will adapt to it. You’ll start to filter the reminders out.
A better approach is to write your goal down every day. You can do this in a journal or on a post-it note, but it’s better to write it by hand compared to typing it. Writing by pen/pencil has been shown to engage neural circuitry in a way that’s different than typing with your thumbs.
Tip #3 - Don’t tell the World
Another fallacy with goals is that you should try to “increase accountability” by telling all your friends/family about the goal you’re trying to achieve.
Instead, the positive feedback that you get from others when you announce the goal can be counter-productive. It activates certain reward systems within the brain (boost of dopamine and other neurochemicals) that can quickly diminish the probability that you’ll engage in the behavior.
Instead, you should try to keep your goals private. Something that can help is having a specific accountability buddy, who will help you make sure that you’re progressing.
However, that person should not just provide mindless positive reinforcement. Instead, they should help you track your progress and help ensure that you’re on the right path.
Tip #4 - Visualization
If you’re lacking in motivation to work on your goal, a useful technique can be to spend some time visualizing failure and the negative consequences of not reaching your goal. This can help release neurochemicals like epinephrine, norepinephrine and dopamine that help you become more motivated.
If you’re already highly motivated, then spending time visualizing the positive outcome of when you reach your goal can help you. This can help you maintain your motivation.
Tip #5 - Random Rewards
One key finding in behavioral psychology is the idea of using unpredictable rewards.
This is where you enforce a certain behavior by randomly rewarding yourself when you accomplish it. Casinos take advantage of this trait when designing slot machines and other gambling games.
Whenever you successfully accomplish a task, then rewarding yourself in some small way can help motivate you to continue. However, you should set these rewards to be random.
Every time you complete a 5 mile run, you might reward yourself with an oreo. Rather than giving yourself the oreo every time, flip a coin after each successful run. If the coin is heads, then you can take the oreo. If tails, then you don’t reward yourself.
For all the tips, check out the full video here.
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