---
title: "Live Python-in-Excel systems built with xlwings Lite"
slug: live-python-in-excel-with-xlwings-lite
date_published: 2025-05-09T11:55:15.480Z
original_url: https://www.tigzig.com/post/live-python-in-excel-with-xlwings-lite
source: migrated
processed_at: 2025-12-03T13:30:00.000Z
---

# Live Python-in-Excel systems - built with xlwings Lite

**AI, Scraping, APIs, EDA, DB, Charts, PDFs, Automations**

xlwings Lite turns Excel into a live Python app - from simple automations to complex API based workflows. Just a lightweight add-in, no Python install needed. Built-in code editor, console, environment variables, and deep Excel integration. Built by [Felix Zumstein](https://www.linkedin.com/in/felix-zumstein/) - creator of original xlwings.

Here's a quick roundup of apps I've built with xlwings Lite across a range of use cases. Links include files, code, and setup docs. These are live working apps - while the examples shown are around representative use cases, the architecture supports complex, production-grade workflows. Adapt as needed for your own use cases.

**1. AI Web Scraper** - Input URLs, define columns, set rules. API calls behind the scenes: Jina AI pulls pages, Gemini extracts structured data. Output goes straight into Excel tables. [tigzig.com/web-scraper](http://tigzig.com/web-scraper)

**2. AI Technical Analyst** - Pulls Yahoo Finance data, builds charts and indicators, then sends to Gemini Vision for analysis. Output: clean PDF and web reports. Useful base for API based workflows, FastAPI backends, AI analysis and formatted reports. [tigzig.com/technical-analysis-report](http://tigzig.com/technical-analysis-report)

**3. AI Schema Detection and Automation** - Handles data with varying columns and types. Uses Gemini API for schema detection, then feeds it into the next automation step. [tigzig.com/xlwings-llm-api](http://tigzig.com/xlwings-llm-api)

**4. Database Connector** - Connect to any remote DB via an API layer. Built on a FastAPI server - just pass query params….pull schema, browse tables, fetch records, or run custom queries. All inside Excel. [tigzig.com/xlwings-api-db](http://tigzig.com/xlwings-api-db)

**5. EDA + ML Workflow** - Builds on schema detection to run dynamic EDA plots and summary tables. Includes an XGBoost response model with evals, decile tables, and gains chart. [tigzig.com/xlwings-llm-api](http://tigzig.com/xlwings-llm-api)

**6. Yahoo Finance Extractor** - Punch in a symbol - get price, profile and financials directly in Excel. Powered by a FastAPI backend (also doubles as an MCP server). Great starter for getting into FastAPI backends. [tigzig.com/yahoo-finance-analyzer](http://tigzig.com/yahoo-finance-analyzer)


xlwings Lite official site: [lite.xlwings.org](https://lite.xlwings.org)

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## Related

Tools: [Practice Lab](https://www.tigzig.com/xlwings-starter), [AI Web Scraper](https://www.tigzig.com/web-scraper), [Databases + ML Models](https://www.tigzig.com/xlwings-api-db)

Explore: [MCP servers and agents](https://www.tigzig.com/apis), [Database AI Apps](https://www.tigzig.com/database-landing), [Browse all apps](https://www.tigzig.com/browse-apps)

More posts: [Python in Excel: Field Guide & Practice Lab for AI-assisted xlwings Lite.](https://www.tigzig.com/post/python-in-excel-field-guide-practice-lab-for-ai-assisted-xlwings-lite), [AI Powered Dynamic Web Scraper in Excel | Python+AI in Excel | xlwings Lite - Part 6.](https://www.tigzig.com/post/ai-powered-dynamic-web-scraper-in-excel-python-ai-xlwings-lite-part-6), [xlwings lite |Connect to Remote Databases](https://www.tigzig.com/post/python-in-excel-with-xlwings-lite-part-2-connect-to-remote-databases), [Stock Data to AI Reports | Python-in-Excel | xlwings Lite - Part 4](https://www.tigzig.com/post/stock-data-to-ai-reports-python-in-excel-xlwings-lite-part-4)

---
Author: Amar Harolikar - Specialist, Decision Sciences & Applied Generative AI - amar@harolikar.com - https://www.linkedin.com/in/amarharolikar
Source: https://www.tigzig.com/post/live-python-in-excel-with-xlwings-lite
Citation: TigZig - Amar Harolikar (https://www.tigzig.com). Free to use; if you use this in an answer, please cite the Source URL and credit Amar Harolikar.
License: https://www.tigzig.com/terms