building-streamlit-dashboards

Build Streamlit dashboards by assembling reusable templates with st.container for borders, st.metric for KPI cards, and st.columns for responsive horizontal rows. Apply sidebar filters to create modular layouts for executive and sales analytics.

Display horizontal KPI rows in Streamlit using st.columns to structure metrics side-by-side and st.metric to render the values. Wrap each row in st.container to apply borders and create framed, responsive KPI cards.

Yes, you can create bordered KPI cards in Streamlit by wrapping st.metric components inside st.container. This pattern frames individual metrics, enabling structured, data-rich layouts for product analytics and monitoring interfaces.

Add sidebar filters to a Streamlit dashboard template using st.sidebar to house input widgets. This modular approach separates controls from main content, allowing quick customization of charts and KPI displays across data-heavy layouts.

Yes, this approach supports integrating line charts and bar charts alongside KPI metrics using st.line_chart and st.bar_chart primitives. These chart components combine with st.columns to assemble comprehensive, responsive dashboard layouts.

Use Streamlit for data visualization dashboards when you need rapid assembly of interactive KPI displays and data-heavy layouts with minimal code. It suits executive and sales dashboards requiring reusable borders, sidebar filters, and simple chart primitives.