It’s time for November’s monthly roundup! 
Check out some cool content shared this month by the Streamlit community, from fun apps to insightful tutorials. We love seeing what you build—be sure to share your projects in Show the Community! or tag Streamlit on LinkedIn and X so others can learn and get inspired! 
Apps + components
Personal Finance Dashboard—Visualize and analyze personal finance data with this open source app. @narek.arakelyan
Tris—Play Tic Tac Toe against AI or a friend in real time. @fabiogra
OOPS Bot—Generate witty, tailored excuses for missed texts. Unnati Chhabra and Keshav Gautam
keymap-drawer—Visualize keyboard keymaps with automatic parsing. Cem Aksoylar
War Thunder Data Science—Get insights into vehicle performance and player trends from the War Thunder video game. Adam Sanders
Videos
Code your first Streamlit web app with Python Maggie in Data
How to Build & Share Streamlit Apps WITHOUT Installing Python @Sven_CodingIsFun
Building a Simple Geocoder App with Streamlit Ujaval Gandhi
Building a twin celebrity app using Qdrant and Streamlit Miguel Otero Pedrido
Articles
Building an Interactive UI for Llamaindex Workflows Lingzhen Chen
Using Streamlit as a Dashboarding Framework in Sports Analytics Naveen Elliott
Building a Voice-Interactive Data Analysis App with Python and Streamlit LordPotter
Implementing Streamlit-Authenticator Across Multi-Page Apps @brian-dka
Build an Image Converter WebApp Using Python and Streamlit Lawani Elyon John- Automate invoice processing with Streamlit and Amazon Bedrock Deepika Kumar, Jobandeep Singh, and Ratan Kumar
Don’t see your project listed? Leave a link in the comments!