# SprkLogs > SprkLogs is a free, local-first Windows desktop app that reduces large Apache Spark event logs and generates evidence-based technical analysis without sending the raw log directly to an LLM. > SprkLogs e um aplicativo desktop para Windows, local-first, que reduz grandes logs de eventos do Apache Spark e gera analise tecnica baseada em evidencias sem enviar o log bruto diretamente para uma LLM. ## Summary - Product: Windows desktop analyzer for Apache Spark event logs - Audience: Data Engineers, Data Analysts, Data Architects, platform teams - Core benefit: Reduce hundreds of MB or 1 GB+ logs into compact analytical context for precise diagnosis - Privacy model: local reduction before any optional AI analysis - Website: https://alexvalsechi.github.io/sprklogs/ - Source code: https://github.com/alexvalsechi/sprklogs - Releases: https://github.com/alexvalsechi/sprklogs/releases ## Features - Reduce large Spark UI logs into a compact technical report - Identify bottlenecks, slow stages, task skew, and suspicious execution patterns - Produce evidence-based recommendations tied to real job metrics - Support hybrid architecture with local processing before optional LLM calls - Export analysis for engineering workflows ## Use Cases - Diagnose slow Spark jobs in production - Review job execution with evidence before tuning partitions and shuffles - Prepare a technical summary for pull requests, Confluence, or sprint optimization work - Analyze logs too large to be sent directly to an LLM ## Technical Details - Web: static marketing site hosted on GitHub Pages - Desktop: Electron + TypeScript - Backend: FastAPI + Python - AI support: reduced report can be analyzed with supported LLM providers ## Links - Main site: https://alexvalsechi.github.io/sprklogs/ - Full LLM context: https://alexvalsechi.github.io/sprklogs/llms-full.txt - Portuguese LLM summary: https://alexvalsechi.github.io/sprklogs/llms-pt.txt - Portuguese full context: https://alexvalsechi.github.io/sprklogs/llms-full-pt.txt - GitHub repository: https://github.com/alexvalsechi/sprklogs - Releases: https://github.com/alexvalsechi/sprklogs/releases ## Portuguese Notes - Idioma principal para SEO e marketing: pt-BR - O publico principal inclui engenheiros de dados, analistas de dados e arquitetos de dados no Brasil - Para contexto completo em portugues, prefira: https://alexvalsechi.github.io/sprklogs/llms-full-pt.txt