The lab/tutorial format has recently been updated! New labs are designed to closely follow online courses offered at https://learn.chipwhisperer.io. Labs are also designed to encourage greater engagement and problem solving than the earlier tutorials (less shift+enter).

This page covers some the labs currently available in the latest version of ChipWhisperer. These labs are all in the form of Jupyter notebooks with the output generated to follow along. Generally, tutorials that are missing are more explorative and open ended in nature, or are currently in development.


This page usually displays solution files, which have solutions for blank code blocks in the labs. For the best learning experience, try running the labs yourself first.

The plots in the tutorials keep their interactivity. This allows you to zoom in and explore the traces we collected and compare with yours to help you complete the tutorials.

The tutorials here are grouped by course.


An introduction to side channel power analysis attacks. These attacks involve measuring the power consumption of a device while it’s performing sensitive operations. This can be used to attack password checks and even recover full encryption keys. Goes from the basics to attacking real AES-128 implementations. Follows https://learn.chipwhisperer.io/courses/power-analysis-101.


Extends what was shown in SCA101. Explore techniques to resynchronize traces, attack different AES-128 implementations, and break an AES-256 bootloader. Online course in development.


Shifts away from symmetric cryptography and instead focuses on asymmetric crypto. Attacks an avrcryptolib RSA implementation using simple power analysis. Online course planned.


Focuses on “Test Vector Leakage Assessment”, which is a testing methodology used to evaluate a device’s vulnerability to power analysis. Online course planned.

Fault 101

An introduction to voltage and clock glitching attacks. By disrupting a device’s power or clock, we can cause unintended behaviour, such as corrupting variables or even skipping password checks. Online course in development.


Use the fault attacks your learned about in Fault101 to attack cryptographic implementations and recover their keys. Covers multiple fault attacks against AES-128, as well as a fault attack against RSA. Online course planned.

Each tutorial section on this page has links for the jupyter notebook tutorial with the output for your target. Your hardware will not have exactly the same output when you follow through with the target, however, it will be close.


Use the power of power measurements. Measuring the power consumption of the target during sensitive operations can allow you to determine if the target is leaking information about its sensitive operation (such as encryption). Analysis of the power consumption may allow you to recover the secret that should have been inaccessible inside the target (such as the encyption key).

Lab 2_1B - Power Analysis for Password Bypass

Use power analysis to defeat a password check with a timing vulnerability.

Lab 3_1 - Large Hamming Weight Swings

Explore whether or not power traces differ noticeably based on what data a device is manipulating.

Lab 3_2 - Recovering Data from a Single Bit

See how knowing the value of a single bit of an AES intermediate can be used to recover an entire byte of the key. Also explore how “noise” affects your ability to recover a key byte.

Lab 3_3 - DPA on Firmware Implementation of AES

Attack and defeat an AES implementation using differential power analysis.

Lab 4_1 - Power and Hamming Weight Relationship

Explore the relationship between power consumption and the Hamming weight of data being manipulated by a microcontroller.

Lab 4_2 - CPA on Firmware Implementation of AES

Use the Power Hamming weight relationship to implement a more effective attack than DPA, called Correlation Power Analysis


Build upon SCA101 and explore more advanced techniques in the field of power analysis. Includes things like using Sum of Absolute Difference to resynchronize jittery traces, exploring different AES implementations, and attacking more complete target setups, such as a bootloader.

Work in Progress!


In other courses on side channel attacks against cryptography, we generally focused on symmetric cryptographic algorithms like AES. In this set of labs, you can explore how asymmetric cryptographic algorithms can be vulnerable to side channel attacks.

Work in Progress!


Explores how Test Vector Leakage Assessment (TVLA) can be used to evaluate how and where side channel data is leaked from power measurements.

Work in Progress!

Fault 101

There are multiple ways to cause a device under test or target to perform unintended operations, or skip operations. These unintended side effects (faults) can be used to skip operations, corrupt the target, perform unintended operations, etc.. The ChipWhisperer platform supports generating faults using the target’s clock, and supplied voltage; referred to as clock glitching, and voltage glitching, respectively.

Lab 1_1 - Introduction to Clock Glitching

Embedded devices require a consistant clock to operate. Explore how inserting small glitches into the clock signal for a device can corrupt the result of operations.

Lab 1_2 - Clock Glitching to Bypass Password

Clock glitches can also be used to get a device to skip instructions. Use this to bypass a password check.

Lab 1_3 - Clock Glitching to Memory Dump

Devices often place messages in an array, then use a loop to print out each character. Use clock glitching to skip the check for the end of the loop and cause the target to spill much of its memory, including secret data.

Lab 2_1 - Introduction to Voltage Glitching

There are many situations where clock glitching won’t be a feasible attack vector, such as when the target device is using an internal clock. Voltage glitching is another method of glitching a target - by interrupting a device’s power supply for a short time, we can get many of the same effects as clock glitching. In this lab, repeat the Lab 1_1 attack with voltage glitching.

Lab 2_1B - Introduction to Voltage Glitching with CWNano

The ChipWhisperer-Nano has a very different glitch interface and different capabilities than the Lite and Pro. This lab is a Nano specific version of Lab 2_1

Lab 2_2 - Voltage Glitching to Bypass Password

Repeat Lab 1_1 with voltage glitching

Lab 2_2B - Voltage Glitching to Bypass Password with CWNano

CWNano specific version of Lab 2_2

Lab 2_3 - Voltage Glitching to Memory Dump

Repeat Lab 1_3 with voltage glitching


Fault attacks aren’t just useful against things like password checks and print loops, they can also effectively attack encryption algorithms as well. This set of labs explores three different fault attacks against AES, as well as one against RSA.