Top 50 Streamlit Interview Questions and Answers
Basic Questions
What is Streamlit?
Streamlit is an open-source Python framework for building interactive and data-driven web applications easily.How does Streamlit differ from traditional web frameworks like Flask or Django?
- Streamlit is focused on data visualization and app creation with minimal coding.
- No need to define HTML, CSS, or JavaScript for the UI.
How do you install Streamlit?
bashpip install streamlit
How do you run a Streamlit app?
Use the command:bashstreamlit run app.py
What are Streamlit widgets?
Widgets in Streamlit allow users to interact with apps. Examples include sliders, buttons, and text inputs.What is the
st.write()
function used for?
Thest.write()
function is a versatile method to display text, data, or visualizations in a Streamlit app.Can Streamlit handle real-time data updates?
Yes, Streamlit can update data in real-time usingst.experimental_rerun()
orst.cache_data
to optimize performance.What is the
st.sidebar
used for?
Thest.sidebar
creates a side panel for widgets and inputs, improving the app’s organization.What kind of data visualizations can you create with Streamlit?
Streamlit supports visualizations using libraries like Matplotlib, Seaborn, Plotly, and Altair.How do you upload a file in Streamlit?
Usest.file_uploader()
to allow users to upload files in the app.
Intermediate Questions
How do you create a slider in Streamlit?
pythonslider_value = st.slider("Choose a value", 0, 100)
What is the use of
st.cache_data
?
It is used to cache expensive computations and prevent re-execution on every rerun.How do you display an image in Streamlit?
Usest.image()
with the image file path or a PIL image object.How can you create a multi-page Streamlit app?
Use the Streamlit App Template feature or custom routing logic with buttons and conditionals.How do you create a dropdown in Streamlit?
pythonoption = st.selectbox("Choose an option", ["Option 1", "Option 2"])
What is
st.pyplot()
used for?
Displays Matplotlib plots directly in the app.How do you display a table in Streamlit?
Usest.table()
orst.dataframe()
.How can you integrate a Plotly chart into Streamlit?
pythonimport plotly.express as px
fig = px.scatter(...)
st.plotly_chart(fig)How do you add a checkbox in Streamlit?
pythoncheckbox = st.checkbox("Check me!")
What is the difference between
st.table()
andst.dataframe()
?st.table()
: Displays a static table.st.dataframe()
: Displays an interactive table.
Advanced Questions
How do you deploy a Streamlit app?
Streamlit apps can be deployed on platforms like Streamlit Community Cloud, Heroku, or AWS.How do you make Streamlit apps reactive?
Streamlit automatically reruns the script when widget states change, making it inherently reactive.What is the purpose of
st.multiselect()
?
Allows users to select multiple options from a list.How do you handle session state in Streamlit?
Usest.session_state
to store and persist data across reruns.Can Streamlit integrate with APIs?
Yes, you can use Python libraries likerequests
to fetch and display API data.What is the role of
st.progress()
?
Displays a progress bar in the app.How do you create radio buttons in Streamlit?
pythonchoice = st.radio("Select an option", ["A", "B", "C"])
What is
st.metric()
used for?
Displays a numeric value with an optional delta indicator for comparisons.How do you use markdown in Streamlit?
Usest.markdown()
to display formatted text using Markdown syntax.Can you embed HTML in a Streamlit app?
Yes, but with limited support usingst.markdown(unsafe_allow_html=True)
.
Scenario-Based Questions
How would you implement real-time data updates in Streamlit?
Usest.experimental_rerun()
or a while loop withtime.sleep()
.How do you display multiple charts side by side?
Use thest.columns()
layout:pythoncol1, col2 = st.columns(2)
col1.write("Chart 1")
col2.write("Chart 2")How do you secure sensitive credentials in a Streamlit app?
Store them in environment variables or use secret management tools.How do you capture user inputs from multiple widgets?
Combine inputs from widgets like sliders, text inputs, and checkboxes using conditional logic.How can you export data from Streamlit?
Usest.download_button()
for users to download data files.
Debugging and Maintenance
How do you debug a Streamlit app?
Use Python debugging tools likepdb
or addst.write()
statements for insights.What are common performance issues in Streamlit?
- Inefficient data processing.
- Overuse of re-executing functions.
How do you optimize a Streamlit app?
- Use
st.cache_data
for caching. - Minimize redundant computations.
- Use
How do you test a Streamlit app?
Use Python testing frameworks likepytest
for unit testing the underlying logic.How do you monitor a deployed Streamlit app?
Use platform-specific monitoring tools or log analysis.
Trending Topics
What are some new features in Streamlit?
- Enhanced session state management.
- Improved layout options with
st.columns()
andst.container()
.
How do you use
st.camera_input()
?
Captures photos directly from the user’s webcam.What is
st.toast()
?
A feature for displaying temporary notifications.How do you integrate machine learning models into Streamlit?
Use libraries like Scikit-learn, TensorFlow, or PyTorch to load and run models.How can Streamlit work with large datasets?
- Use data processing tools like Pandas.
- Optimize memory usage.
Miscellaneous Questions
What is the purpose of
st.container()
?
Groups widgets and outputs together for better layout control.How do you customize the Streamlit app theme?
Modify theconfig.toml
file to set light or dark themes.What are some alternatives to Streamlit?
- Dash (by Plotly)
- Flask combined with visualization libraries
How do you handle multilingual support in Streamlit?
Use libraries likegettext
or create language-based dictionaries.What are the limitations of Streamlit?
- Not ideal for complex UI requirements.
- Limited scalability without external tools.