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How to Handle JWTs in Python

Learn how to create, parse and verify your JWTs in Python using PyJWT

Last Updated On: October 28, 2021

JSON Web Tokens, or JWTs for short, are all over the web. They can be used to track bits of information about a user in a very compact way and can be used in APIs for authorization purposes. This post will cover what JSON Web Tokens are and how to create JWTs in Python using the most popular JWT library: PyJWT. We are also going to see how you can sign and verify JWTs in Python using asymmetric algorithms.

Before we get started, there's a collection of scripts with all the code I'm going to cover in this blog post available in this GitHub repository.

If you prefer, you can also watch the videos below with me explaining all about JWTs! πŸ‘‡

Introduction to JWTs

JSON Web Tokens are a very compact way to carry information. They are defined as a 3 part structure consisting of a header, a payload, and a signature. The header and payload both have what we call claims, they are statements about an entity and all additional data that needs to be passed in the request:

  • In the header, we find claims about the token itself, like what algorithm was used for signing that token;
  • While the payload (or the body) carries information about a given asset. In a login scenario, this would be information about the user.

The final part is the signature, and it helps you ensure that a given token wasn't tampered with because signing JWTs requires either a secret or a public/private key pair agreed on previously. The signature itself is based on the header and payload, in combination with a secret, or private/public key pair, depending on the algorithm.

Claims follow the standard key-value pairing that you see in dictionaries and JSON objects, and most of the claims commonly used in JWTs have a standardized naming defined in the JWT specification (RFC7519). In the RFC7519, you'll also find the description of what each claim means.

If you want to know more about JWTs, you should check this page that talks about JSON web tokens in a very practical way, or if you want a more in-depth resource, I recommend the "JWT Handbook" available for free in the link below.

Interested in getting up-to-speed with JWTs as soon as possible?

Download the free ebook
JWT Handbook

While it's nice to read definitions and explanations, it's sometimes more beneficial to actually see how something works. In the rest of this article, you'll learn the ins and outs of JSON Web Tokens by creating, signing, verifying, and decoding your very own JWT.


To follow along with the steps I'm going to cover, you'll need:

  • Python 3.6 or higher, I'm using Python 3.8.2;
  • A Python environment activated, if you already know how to create your own environment, you can skip ahead to the "Installing Requirements" section;
  • PyJWT with the cryptography dependency installed. Check out how to install it in the "Installing Requirements" section;
  • I'm also going to use iPython, an interactive alternative Python console, to run my examples, but feel free to choose whichever interface or Python console you prefer. πŸ˜‰

Creating your Python environment

To create an environment, you must create and navigate to your working folder. The way I like to do this is using the following commands:

mkdir jwts-in-python
cd jwts-in-python

After that, I usually create an environment named .env:

python3 -m venv .env

And after the environment gets created, I can activate it and install the latest version of pip:

source .env/bin/activate
pip install -U pip

Note that the command for activating your environment will vary according to your operating system (OS). On this documentation page, you can find a list of all the ways you can activate an environment to see a way for activating the environment that works best for your OS in there.

Generating an RSA key pair

To sign your tokens with an asymmetric algorithm like RS256, you'll need a public/private key pair. I'll explain more about what this is in the next section, but for now, if you'd like to follow the tutorial, you'll need to have an RSA key pair. It is possible you already got a pair you want to use but, in case you need to generate a new one, here's what I did for generating a key pair I used in this example:

mkdir ~/jwts-in-python/.ssh
ssh-keygen -t rsa

Note that if you are using Windows as an operating system, depending on the OS version, you'll need to install OpenSSH to have access to the ssh-keygen. In this tutorial you'll find all the ways you can generate a key pair on Windows.

And if you want to have the key pair inside the working directory, remember to pass the path to your directory when prompted for a path. The path must contain the name of the private key as well. In my case, I used the following path in case you want to copy it. Remember to update accordingly:


Also, you'll be prompted for a passphrase. For simplicity's sake, the key pair I generated for the examples on this blog post do not have a passphrase. Keep in mind that you should always use passphrases when generating RSA keys to provide an extra level of security.

Installing requirements

Now for doing all that I'll cover in this post, you'll need to install PyJWT with the cryptography package as a dependency. This dependency will give you the ability to sign and verify JWTs signed with asymmetric algorithms.

pip install pyjwt[crypto]

If you also want to install iPython, you can do it like this:

pip install ipython

Now you've got everything you'll need. πŸŽ‰

Create a JWT in Python

I'm going to teach you how to create a JWT because by understanding how a token is created, you'll better understand how to use JWTs, so bear that in mind.

Remember that if you are using a service like Auth0, you shouldn't create your tokens; the service will provide them to you. Because JWTs can be read by anyone as long as they have the secret or public key, it is really important to follow industry standards to avoid complications like data and security breaches.

Open your console. If you are using iPython, you have to type ipython on the terminal and press Enter, and then you can start coding:

start message from ipython, the alternative interactive python console

The first thing you'll need to do is to import the jwt object. This comes from the PyJWT package:

import jwt

Before we generate a token, you'll want to create some data to pass in the JWT payload and a secret to sign the token using the HS256 algorithm. So let's create a dictionary to hold some user data, and the secret:

payload_data = {
    "sub": "4242",
    "name": "Jessica Temporal",
    "nickname": "Jess"

my_secret = 'my_super_secret'

My payload data have three claims:

  • sub: which is the user identifier or subject of this token;
  • name: which is the user's full name;
  • nickname: also my user's nickname.

Keep in mind that I'm using some sample data which tells you who my user is in my example, and now the work is pretty much done!

Sign a token with a hashing algorithm

Next, we're going to sign the token that we just created. By signing the token, we can make sure that the integrity of the claims in the token is verifiable. We're going to use an HMAC algorithm (or a symmetric algorithm) first. A symmetric algorithm uses a hashing function and a secret key that both parties will use to generate and validate the signature. We generally recommend using RS256, which is an asymmetric algorithm, so in the next section, you'll see how to sign a token with an asymmetric algorithm. We can call the encode method from the jwt object, pass the dictionary I just created, and let that method do its magic for us. And by this, I mean that the encode method takes care of creating the standard header, encoding everything, and signing the token with my secret:

token = jwt.encode(

Now before I print this token, I'd like to point out three things:

  • The first is that the key parameter actually works for either a key or a secret. In this case, I'm using a secret because the algorithm used by default on the encode method is the HS256 which only requires a secret for signing;
  • This brings me to my second point, which is that in real life, you'll have an actual secret being used instead of this sample string;
  • And third is if you were using an asymmetric algorithm for signing like RS256, you would need to use the private key for signing, and there's an example of that further ahead.

If I print out the token by calling it, you'll see this huge string over here:

# eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiI0MjQyIiwibmFtZSI6Ikplc3NpY2EgVGVtcG9yYWwiLCJuaWNrbmFtZSI6Ikplc3MifQ.EDkUUxaM439gWLsQ8a8mJWIvQtgZe0et3O3z4Fd_J8o

And you can copy that string and use it wherever you want. For instance, you could pass it on

Screenshot of the beginning of page is a pretty useful tool because you can use it anywhere as long as you have an internet connection, so you can verify the signature and check the contents of a given token right on your web browser. You can even use to create tokens right on your browser!

Screenshot of showing the invalid signature right after pasting the token in the token field

If you never used before, and it's the first time you paste your token in the token area, it shows that your token signature is invalid, like in the picture above. That's because you need to provide the correct secret in the secret field. Once you fix that, the token gets verified, as you can see in the picture below!

Screenshot of showing the verified signature once the correct secret was pasted in the "secret" field

You can see in the picture above that I've got a header with two claims PyJWT added for us:

  • typ: which is used to say which type of token this is;
  • alg: which we use for the saying which algorithm we are using for signing the JWT.

And you can also check the data we passed along in the payload. That's it! You generated and verified the token in a few easy steps! πŸŽ‰

Sign a token with RS256 an asymmetric algorithm

So far, we have used HS256, a hashing algorithm, to sign a token. But if you want to take your token signing a step further, you can use asymmetric algorithms for signing your tokens. This is a good way to sign tokens because if you have a public key hosted somewhere, let's say your website, anyone could check to see whether or not you signed that token. Just refreshing, asymmetric algorithms like RS256 are those algorithms that use a private key for signing, and a public key for verifying the signature.

Now, this is where the cryptography package comes into play. You'll need to import the serialization module from the package for loading an RSA key. For simplicity's sake, I generated a public/private key pair using the ssh-keygen without a password on the .ssh folder inside my working directory. Now all you have to do is load said keys:

# first import the module
from cryptography.hazmat.primitives import serialization
# read and load the key
private_key = open('.ssh/id_rsa', 'r').read()
key = serialization.load_ssh_private_key(private_key.encode(), password=b'')

Let's break down what is happening in the example above:

  • I first use the open function in combination with the read method to get the key as a string value, and then I store it in the private_key variable;
  • Then I use the serialization.load_ssh_private_key and pass the encoded string of the private key because the load_ssh_private_key needs to receive a bytes object. Also, you may note that the password parameter received an empty byte string here, because my key doesn't require a password, if yours does, remember to update that value accordingly.

And the heavy lifting part for you to start using asymmetric algorithms for signing is mostly done! All you have to do is pass the key variable to the key parameter while encoding the token and adjusting the algorithm parameter value. Let's see what that looks like by recreating the token we did before:

new_token = jwt.encode(

And if you print out the token, you'll see something like this:

# 'eyJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiI0M...81gVns6I_j4kSuyuRxlAJBe3pHi-yS2'

How to Verify a JWT

By this point, you may be wondering, "Cool! I know how to verify a token using and sign my own token using different algorithms. But how do I verify a token using Python??"

And to answer your question, here it is: with PyJWT, verifying a token signed with a hashing algorithm would take one simple line of code! We only need to use the decode method and pass along the token and the secret like this:

jwt.decode(token, key='my_super_secret', algorithms=['HS256', ])
# {'sub': '4242', 'name': 'Jessica Temporal', 'nickname': 'Jess'}

Note that the only thing printed out here is the payload which means that you successfully verified the token. If the verification had failed, you'd see an InvalidSignatureError instead, saying that the Signature verification failed.

Also, this step was simple because I already know my token was generated using the HS256 algorithm, and I know the secret I need to decode it. But let's say you don't know what algorithm was used to generate this token, right? So you could go to again and check the contents of the header to find the alg claim, or you could use PyJWT to do it.

Find out the algorithm used in a JWT

You could check out the contents of the header by hand if you wanted to, like separating the string by each dot, then decoding the header portion, and so on but, guess what? PyJWT is such a nice tool that there's a method for doing all of that! πŸŽ‰

Instead of doing it by hand you can use the get_unverified_header method, and it is pretty simple, check this out:

# {'typ': 'JWT', 'alg': 'RS256'}

As you can see in the example above, you have to call the get_unverified_header from the jwt object and pass the token to the method. As a result, you'll get a dict with the header data. Now you can store it into a variable to use this data to make your scripts a bit smarter. Let's see how this would work in the example below:

# saving the header claims into a variable
header_data = jwt.get_unverified_header(token)
# using that variable in the decode method
    algorithms=[header_data['alg'], ]

With that update, your code finds the algorithm used for signing a token almost like magic!

Decode a token with an asymmetric algorithm

Let's combine everything we've done so far as and verify the signature of a token that the algorithm used for signing was an asymmetric one. So let's use this other token you see below that was created using RS256 and an SSH private key.

token = 'eyJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiI0MjQyIiwibmFtZSI6Ikplc3NpY2EgVGVtcG9yYWwiLCJuaWNrbmFtZSI6Ikplc3MifQ.HgHJPl6b5W0CiDz4cNuyRcs5B3KgaoRbMvZBgCkcXOSOCAc0m7R10tSm6d86u8oW8NgzGoIAlKxBw0CIPhdx5N7MWTE2gshzQqhuq5MB9tNX1pYrLsiOMbibeMasvcf97Kd3JiLAzPPJe6XXB4PNL4h_4RcW6aCgUlRhGMPx1eRkGxAu6ndp5zzWiHQH2KVcpdVVdAwbTznLv3OLvcZqSZj_zemj__IAZPMkBBnhdjYPn-44p9-xrNmFZ9qBth4Ps1ZC1_A6lH77Mi1zb48Ou60SUT1-dhKLU09yY3IX8Pas6xtH6NbZ-e3FxjofO_OL47p25CvdqMYW50JVit2tjU6yzaoXde8JV3J40xuQqwZeP6gsClPJTdA-71PBoAYbjz58O-Aae8OlxfWZyPsyeCPQhog5KjwqsgHUQZp2zIE0Y50CEfoEzsSLRUbIklWNSP9_Vy3-pQAKlEpft0F-xP-fkSf9_AC4-81gVns6I_j4kSuyuRxlAJBe3pHi-yS2'

To do that, you'll need to load the public key (I provided said key in the GitHub repo here), and loading the public key takes the same 3 steps we did for loading the private key, only varying the method used to actually load the key and the key path, let's check below:

# first import the module
from cryptography.hazmat.primitives import serialization
# read and load the key
public_key = open('.ssh/', 'r').read()
key = serialization.load_ssh_public_key(public_key.encode())

Now I got my token and the public key, I can decode it. You just have to do the same thing we done before, call the jwt.decode method, passing the token, the key, and the algorithm used:

jwt.decode(jwt=token, key=key, algorithms=['RS256', ])
# {'sub': '4242', 'name': 'Jessica Temporal', 'nickname': 'Jess'}

That's it! You verified the JWT signed with an asymmetric algorithm! πŸŽ‰

Check the Expiration Date on a JWT

Another thing that you should do while parsing/validating a JWT is to check whether or not it is expired because you, or better yet, the service you are building, must not accept expired tokens. The token in the example below has an expiration date set in the "past" for you that are reading this article today. Let's prepare to decode the token:

token = 'eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiI0MiIsIm5hbWUiOiJKZXNzIFRlbXBvcmFsIiwiZXhwIjoxNTE2MjM5MDIyfQ.uqeQ60enLaCQEZ-7C0d_cgQSrWfgXRQuoB1LZD0j06E'

header_data = jwt.get_unverified_header(token)

And if you try to decode it today, you'll see an ExpiredSignatureError, go ahead try it:

payload = jwt.decode(
    algorithms=[header_data['alg'], ]

Because PyJWT is such a great tool, it already took care of handling the verification for you, so if you try to decode an expired token, you should see an error like this:

Screenshot of the error ExpiredSignatureError when trying to validate an expired token

So to avoid the ExpiredSignatureError your code should have a try/except clause to handle it, something like this:

from jwt.exceptions import ExpiredSignatureError

    payload = jwt.decode(
        algorithms=[header_data['alg'], ]
except ExpiredSignatureError as error:
    print(f'Unable to decode the token, error: {error}')

Most of the errors you might face when verifying tokens are already implemented in the jwt.exceptions module. You just have to remember to use them and make sure your code is well prepared to deal with them as they appear.

If you need more details on the steps necessary to validate tokens, I recommend reading this Auth0's documentation on the subject.

Wrapping Up

JWTs are awesome and can be used in many scenarios. Learning how to handle them is something every web developer might need to know someday, and even though I just showed you how simple it is to create, verify, and decode JWTs in Python, it's worth mentioning that there's a lot of room for error when using JWTs for authorization.

Broken access control is consistently part of the OWASP Top Ten Web Application Security Risks, so it's important to follow industry standards and know what can go wrong if you're designing your own authorization solution.

If you'd like to offload the burden of managing this on your own, you can sign up for a free Auth0 account and start working with JWTs in just minutes.

Do you use JWTs? What package/library do you like the most for dealing with them?

Leave your comments and questions on the community forum. πŸ˜‰

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