# digma.ai > AI-optimized mirror of digma.ai containing 50 pages totalling 39,618 words of clean markdown content, structured data, and semantic HTML. Original source: https://digma.ai/. Last updated: 2026-05-01T13:29:27.492Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [Agentic AI SRE](/site-root.html): Digma is a fully autonomous AI SRE, an agentic system that identifies issues at both the code and infrastructure levels, pinpoints the root cause, and proposes a remediation (like a PR or change request) (1,259 words) ## Articles & Blog Posts - [Uncover performance issues in the code](/team-leaders-architects/index.html): Identify and prioritize code issues that impact your application performance before they materialize in production (1,001 words) - [Digma Pricing](/pricing/index.html): Digma is free for individual developers seeking to remove performance issues while running the code locally. Digma runs completely locally. (951 words) - [Digma Content Source](/video-sitemap-xml.html) (133 words) - [About Digma’s Dynamic Code Analysis](/about-us/index.html): In contrast to traditional observability tools that focus on retrospective problem detection, Digma employs a Dynamic Code Analysis (DCA) engine. This engine identifies issues at the code level in pre-production environments, enabling teams to address and prevent them earlier. (567 words) - [post-sitemap-xml.html](/post-sitemap-xml.html) (499 words) - [events-sitemap-xml.html](/events-sitemap-xml.html) (26 words) - [We currently don’t have any openings](/careers/index.html): We are flattered. Thank you for your interest in working with us. We currently don't have any openings, but please check back at a later date. (310 words) - [page-sitemap-xml.html](/page-sitemap-xml.html) (150 words) - [sitemap_index-xml.html](/sitemap_index-xml.html) (8 words) - [quarkus-vs-micronaut/index.html](/quarkus-vs-micronaut/index.html) (1 words) - [privacy-policy/index.html](/privacy-policy/index.html) (1 words) - [terms-of-use/index.html](/terms-of-use/index.html) (1 words) - [The Modern Developer Stack](/the-modern-developer-stack-2022-edition/index.html): What is the modern development stack? Explore the latest tools and practices that have emerged within the past few years (2,317 words) - [Table of Contents](/performance-testing-in-ci-4-key-benefits/index.html): This article examines the benefits of having performance testing in the continuous integration pipeline and see what improvements it creates (1,616 words) - [coding-horrors-refactoring-and-feature-creep/index.html](/coding-horrors-refactoring-and-feature-creep/index.html) (1 words) - [spring-boot-3-4-what-to-keep-an-eye-on/index.html](/spring-boot-3-4-what-to-keep-an-eye-on/index.html) (1 words) - [how-observability-can-increase-team-velocity-instead-of-slowing-you-down.html](/how-observability-can-increase-team-velocity-instead-of-slowing-you-down.html) (1 words) - [taming-the-code-generation-beast-how-responsible-is-your-ai-adoption-in-java.html](/taming-the-code-generation-beast-how-responsible-is-your-ai-adoption-in-java.html) (1 words) - [whats-your-go-to-java-framework/index.html](/whats-your-go-to-java-framework/index.html) (1 words) - [kotlin-modern-java-the-17-differences-experienced-developers-should-know.html](/kotlin-modern-java-the-17-differences-experienced-developers-should-know.html) (1 words) - [10-common-problems-of-working-with-a-monorepo/index.html](/10-common-problems-of-working-with-a-monorepo/index.html) (1 words) - [n1-query-problem-and-how-to-detect-it/index.html](/n1-query-problem-and-how-to-detect-it/index.html) (1 words) - [how-slow-code-decreases-user-conversions/index.html](/how-slow-code-decreases-user-conversions/index.html) (1 words) - [how-to-optimize-slow-sql-queries/index.html](/how-to-optimize-slow-sql-queries/index.html) (1 words) - [pre-production-observability-vs-traditional-apms/index.html](/pre-production-observability-vs-traditional-apms/index.html) (1 words) - [observability-for-cloud-native-java-applications/index.html](/observability-for-cloud-native-java-applications/index.html) (1 words) - [a-guide-to-performance-testing-results-to-ci-pipeline.html](/a-guide-to-performance-testing-results-to-ci-pipeline.html) (1 words) - [how-indexing-enhances-query-performance/index.html](/how-indexing-enhances-query-performance/index.html) (1 words) - [A short introduction to Spring AI](/4-observability-functionality-in-spring-ai-milestone-2.html): In this article, we will explore observability functionality that was added to Spring AI 1.0.0 M2.. Spring AI project helps devs create AI-powered apps. (1,891 words) - [Crafting the Ultimate Docker Image for Spring Applications by Pasha Finkelshteyn](/devoxx-belgium-2024/index.html): Devoxx Belgium 2024 just wrapped up, and it was again a magnificent event packed with new insights and interactions with community members.. (1,256 words) - [1. Externalize your configuration:](/the-spring-way-of-doing-things-9-ways-to-improve-your-spring-boot-skills.html): 9 Ways to Improve Your Spring Boot Skills: The "Spring Way" of Doing Things. How to make sure you're unlocking the full potential of Spring (3,821 words) - [What does RestTemplate lack from its competitors?](/restclient-vs-webclient-vs-resttemplate/index.html): In this article, we will compare RestClient, WebClient, and RestTemplate for choosing the right library to call REST APIs in Spring Boot. (3,038 words) - [Digma’s DCA Engine](/technology/index.html): Digma's Dynamic Code Analysis engine identifies issues earlier by integrating with IDEs and AI code editors to prevent performance issues and identify their root cause. (981 words) - [Here are topics that Java people want to talk about:](/11-non-ai-java-trends-from-graalvm-to-spring-modulith.html): Apparently, Java developers and I would assume the rest of the world, are tired of reading about AI. So, what else do Java developers want to talk about? I (4,210 words) - [Events & Webinars](/events/index.html): Events Archive - Digma (456 words) - [Ready to see more?](/book-a-demo/index.html): Ready to see more? Schedule a time and we will demonstrate how Digma can uncover performance issues and more. (663 words) - [How to Stay Ahead of the Curve: Find Issues Earlier Instead of Putting Out Fires Later](/find-issues-earlier-in-the-sdlc/index.html): Find Issues Earlier in the SDLC Instead of Putting Out Fires Later. Most defects end up costing more than it would have cost to prevent them. (1,489 words) - [Why Multi-Team Projects Fail: Shared Code and Sync Challenges](/why-multi-team-projects-fail-shared-code-and-sync-challenges.html): Multi-team work introduces friction: someone needs to carry information back and forth between them and make sure they’re all working towards the same goal. (1,740 words) - [Table of Contents](/27-tips-how-to-reduce-cloud-costs/index.html): How to reduce cloud costs: EC2 Instances, Databases, Data Transfer Costs, AWS Cost Optimization Tips, Kubernetes cost optimization tips. (1,432 words) - [But why is Java so dominant in the financial sector?  Below are the two given reasons:](/25-reasons-why-financial-enterprise-companies-use-java.html): I’ve been a Java developer for almost two decades, and one thing has stood out to me: nearly all fintech enterprise companies rely on Java. This trend has (1,362 words) - [Table of Contents](/6-tips-for-structured-logging-in-spring-boot-3-4/index.html): One of the useful enhancements coming up in Spring Boot 3.4 is the out-of-the-box support for structured logging with support for Elastic. (1,646 words) - [**The Hidden Risks of AI Code**](/how-to-make-your-your-genai-code-better/index.html): Makie your GenAI code better. AI adoption means building feedback loops that validate the AI’s suggestions at every stage. (1,414 words) - [Table of Contents](/3-useful-ways-to-leverage-mcps/index.html): I kept hearing people talk about MCPs, and honestly, I didn’t fully get what the hype was all about. (1,499 words) - [MCPs and Inverted Apps - A Conversation with Eran Broder](/talking-with-eran-broder-about-mcps/index.html): Insightful conversation about MCPs. They discuss how MCPs will completely transform software from human-centric to agent-centric. (1,385 words) - [Start a free trial](/sign-up/index.html) (348 words) - [How to know more about your code and know it earlier](/continuous-feedback-udemy-course/index.html): In our Continuous Feedback course, you will learn how to collect important information about your code using observability data. (674 words) - [Digma makes coding with AI smarter](/a-farewell-to-apms-the-future-of-observability-is-mcp.html): I wrote and published a post on TDS explaining why I believe MCPs are an even bigger disrupt than AI agents, as they invert how applications are built, which (468 words) - [Key Insights](/the-hidden-costs-of-production-issues-insights-from-280-companies.html): Software teams constantly balance speed and quality, but production issues remain a major drain on resources. Our latest State of Shift Left study, based on (504 words) - [I captured some of my dev lessons working on the [Digma](https://www.linkedin.com/company/digma-ai/) MCP server on [Toward Data Science](https://www.linkedin.com/company/toward-data-science/).](/how-not-to-write-an-mcp-server/index.html): I captured some of my dev lessons working on the Digma MCP server on Toward Data Science. The technology is simple, but getting consistently great results (487 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/content/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/content/robots.txt): Crawler directives