--- title: Applied Observability for Modern Applications description: Applied observability is collecting and analyzing observability data across multiple technology tiers and domains and disseminating that data to business image: https://www.xenonstack.com/hubfs/applied-observability.png --- - [![xenonstack-logo](https://www.xenonstack.com/hubfs/xenonstack-logo-new-relase.svg)](https://www.xenonstack.com/) - - Foundry Foundry Unified reasoning foundation enabling seamless orchestration, analytics, infrastructure, and trust across intelligent ecosystems [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/our-purpose-line-icon.svg) Akira AI - Reasoning and Agent Orchestration Turn models into collaborative, policy-governed agents that learn and act together](https://www.xenonstack.com/agentic-platforms/akira-ai/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/autonomous-operations-icon.svg) ElixirData - Agentic Analytics Intelligence Explainable, decision-centric analytics for measurable business outcomes](https://www.xenonstack.com/agentic-platforms/elixirdata/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/digital-immune-system-icon.svg) NexaStack - Agentic Infrastructure Automation Secure, compliant, and high-performance AI deployment across cloud, edge, and on-prem](https://www.xenonstack.com/agentic-platforms/nexastack-unified-inference/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ai-driven-industries-hr-and-recruitment.svg) MetaSecure - Trust, Compliance, and Defense Continuous assurance with AI-BOMs, risk scoring, and agentic security](https://www.xenonstack.com/agentic-platforms/metasecure/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/decision-intelligence-header-icon.svg) Neural AI – Agentic Intelligence & Autonomous Innovation AI agents for intelligent automation and adaptive innovation](https://www.xenonstack.com/agentic-platforms/neural-ai/) ### Reasoning Stack Powers intelligent systems with unified orchestration, adaptive analytics, scalable infrastructure, and built-in trust [See in action ![cta-arrow](https://www.elixirclaw.ai/hubfs/dropdown-assets/cta-arrow.svg)](https://www.xenonstack.com/agentic-ai/analytics-platform/) ![platfom-image](https://9471087.fs1.hubspotusercontent-na1.net/hubfs/9471087/Imported%20images/build-your-next-intelligent-workflows-banner-image.svg) - AI Agents AI Agents Pre-built autonomous agents designed for domain-specific intelligence, seamless integrations, and governed enterprise deployment By Domain [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/adaptive-ai-enterprise-operational-analytics.svg) Agentic Operations AgentSRE and AgentOps for automated reliability and IT operations](https://www.xenonstack.com/ai-agents/agentic-operations/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-fintech.svg) Agentic Finance FinOps Agent and Budget Enforcer for optimized financial governance](https://www.xenonstack.com/ai-agents/agentic-finance/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/case-study-icon.svg) Agentic Risk and Compliance Audit Agent and Risk Assurance to automate compliance monitoring](https://www.xenonstack.com/ai-agents/agentic-risk-compliance/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-digital-experience-platform.svg) Agentic Analytics Analyst Agent and Decision Advisor for AI-driven insights and strategy](https://www.xenonstack.com/ai-agents/agentic-analytics/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/developer-experience-icon.svg) Agentic Supply Chain AI-powered advisor for smart sourcing, vendor insights, and strategic procurement](https://www.xenonstack.com/ai-agents/agentic-procurement/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-serverless-application-development.svg) Agentic Security AI-driven defense delivering proactive threat detection and autonomous security orchestration](https://www.xenonstack.com/ai-agents/agentic-security/) By Integration [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/decision-intelligence-metaverse.svg) Snowflake AI Agents Pre-built connectors for real-time data intelligence on Snowflake](https://www.xenonstack.com/ai-agents/snowflake-ai-agents/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/optimize-cloud-migration.svg) Databricks AI Agents AI agents for automated data workflows and insights on Databricks](https://www.xenonstack.com/ai-agents/databricks-ai-agents/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/optimize-application-modernization.svg) ServiceNow AI Agents AI workflows to streamline service, incident, and operations automation](https://www.xenonstack.com/ai-agents/servicenow-ai-agents/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/cloud-native-devsecops.svg) Jira/Project Management Agents AI agents for backlog grooming, sprint planning, and real-time project visibility](https://www.xenonstack.com/ai-agents/jira-agents-actions/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-digital-experience-platform.svg) SAP AI Agents AI copilots for finance, supply chain, and HR decisions across your SAP landscape](https://www.xenonstack.com/ai-agents/sap-agents-actions/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ai-driven-industries-hr-and-recruitment.svg) Oracle AI Agents AI agents for financials, risk, and operations intelligence across Oracle applications](https://www.xenonstack.com/ai-agents/oracle-agents-actions/) - Solutions Solutions Governed AI solutions driving measurable business outcomes across operations, finance, security, and analytics [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/cloud-native-devops.svg) ReliabilityOps — Cloud Reliability Automation Automate reliability checks and optimize uptime with continuous reasoning](https://www.xenonstack.com/ai-agents/cloudops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/cloud-native-kubernetes.svg) IncidentOps — AI-Driven Site Reliability Resolve incidents faster with AI-led triage, contextual RCA, and adaptive recovery](https://www.xenonstack.com/ai-agents/sre-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-custom-software-development.svg) PlatformOps — Unified Platform Automation Unify infrastructure and AI systems with reasoning-driven automation and compliance](https://www.xenonstack.com/ai-agents/platformops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/decision-intelligence-customer-analytics.svg) DefenseOps — Autonomous Threat Defense Detect, analyze, and neutralize threats autonomously with adaptive defense intelligence](https://www.xenonstack.com/ai-agents/responsible-ai-aviator/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/optimize-business-intelligence.svg) TrustOps — Responsible AI and Continuous Governance Ensure transparency, fairness, and compliance in every AI system and decision](https://www.xenonstack.com/ai-agents/secops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ai-driven-industries-manufacturing.svg) RiskOps — Predictive Risk Intelligence Predict, score, and mitigate risks proactively with real-time assurance intelligence](https://www.xenonstack.com/ai-agents/risk-management-aviator/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/adaptive-ai-explainable-ai.svg) FactoryOps — AI-Driven Industrial Automation Predict equipment failures and optimize production with adaptive intelligence](https://www.xenonstack.com/ai-agents/industrial-automation-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/adaptive-ai-enterprise-operational-analytics.svg) AssetOps — Automated Asset Reliability Enable predictive maintenance and optimize lifecycle performance continuously](https://www.xenonstack.com/ai-agents/asset-operations-and-maintenance-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ai-driven-industries-infrastructure%20.svg) QualityOps — Continuous Testing Intelligence Accelerate testing cycles with autonomous validation and reasoning feedback](https://www.xenonstack.com/ai-agents/qaops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-insurance.svg) SourcingOps — Intelligent Procurement Automate sourcing, vendor analysis, and spend insights for agile procurement](https://www.xenonstack.com/ai-agents/procurement-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/decision-intelligence-augmented-data-management.svg) DataOps — Autonomous Data Pipeline Governance Ensure reliability, detect anomalies, and self-heal data pipelines automatically](https://www.xenonstack.com/ai-agents/dataops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/decision-intelligence-metaverse.svg) DecisionOps — Intelligent Decisioning Deliver explainable, auditable, and measurable outcomes with reasoning AI](https://www.xenonstack.com/ai-agents/desicison-reimagined/) - Industries Industries Industry blueprints showcasing agentic transformation, real-world impact, and measurable outcomes across key sectors [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/adaptive-ai-computer-vision.svg) Aerospace and Defense Autonomous flight systems and predictive maintenance powered by AI](https://www.xenonstack.com/industries/aerospace/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-fintech.svg) Banking - Finance - Payments AI governance for secure, compliant, and adaptive financial operations](https://www.xenonstack.com/industries/banking/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-retail.svg) Manufacturing and Industrial Automation Smart factories using reasoning systems for real-time quality optimization](https://www.xenonstack.com/industries/digital-manufacturing-services/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/optimize-cloud-infrastrcuture.svg) Enterprise - IT Operations AI-powered IT operations ensuring reliability, scalability, and cost efficiency](https://www.xenonstack.com/industries/enterprise-technology/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-scale-clients-and-partners.svg) Consumer – Experience – Tech Personalized digital experiences driven by explainable and trusted AI](https://www.xenonstack.com/industries/consumer-technology/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-platform-engineering.svg) Retail and Supply Chain Autonomous retail analytics enhancing operations, engagement, and forecasting accuracy](https://www.xenonstack.com/industries/retail/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-healthcare.svg) Travel – Hospitality – Guest Experience Agentic systems delivering personalized guest journeys with contextual intelligence](https://www.xenonstack.com/industries/travel-hospitality/) - Resources Resources Explore insights, success stories, and learning programs that build knowledge and strengthen the AI transformation journey [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-scale-xenonstack-university.svg) Blogs Stay updated with the latest industry trends, news, and thought leadership](https://www.xenonstack.com/blog) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/insights.svg) Insights Explore in-depth AI articles, use cases, and innovative applications](https://www.xenonstack.com/insights) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/use-case.svg) Use Cases Discover real-world applications of Agentic AI across industries](https://www.xenonstack.com/use-cases) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/scale-cloud-native-applications.svg) Case Studies Learn how organizations are achieving success with our solutions](https://xenonstack.com/case-studies) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/video.svg) Video Library Explore our collection of product demos, webinars, and AI thought leadership videos](https://www.xenonstack.com/videos/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ebook.svg) E-Books Download comprehensive e-books on AI, SRE, and more](https://www.xenonstack.com/e-book) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/presentation.svg) Presentations View our AI presentations, talks, and conference sessions on AI innovation](https://www.xenonstack.com/presentations/) - Company Company Discover our people, principles, and purpose driving innovation, trust, and meaningful careers in the AI era [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-journey-about-us.svg) About Us Discover our mission, story, and the values driving our innovation and impact](https://www.xenonstack.com/about-us/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-scale-xenonstack-university.svg) Xenonstack Academy Enhance your skills with our comprehensive training programs and courses designed for modern tech professionals](https://www.xenonstack.com/xenonstack-academy/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-scale-clients-and-partners.svg) Contact Us Get in touch with us for support, business inquiries, or collaboration opportunities](https://www.xenonstack.com/contact-us/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ai-driven-industries-public-safety.svg) Leadership Team Meet the visionary leaders guiding Xenonstack’s strategic direction and innovation](https://www.xenonstack.com/about-us/leadership-team/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/adaptive-ai-enterprise-knowledge-graph.svg) Tao of Xenonstack Learn about the guiding principles and philosophies that shape our culture and solutions](https://www.xenonstack.com/about-us/tao-of-xenonstack/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-journey-how-we-work.svg) How We Work Understand our collaborative approach and work culture that drive successful outcomes](https://www.xenonstack.com/about-us/how-we-work/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-journey-how-we-grow.svg) How We Grow Explore how we nurture talent, foster innovation, and promote sustainable growth](https://www.xenonstack.com/about-us/how-we-grow/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-journey-our-purpose.svg) Careers Join our growing team! Explore career opportunities to work at the forefront of innovation](https://www.xenonstack.com/careers/) - Book Strategy Call [![xenonstack-logo](https://www.xenonstack.com/hubfs/xenonstack-logo-new-relase.svg)](https://www.xenonstack.com/) - Foundry ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [Akira AI](https://www.xenonstack.com/agentic-platforms/akira-ai/) [ElixirData](https://www.xenonstack.com/agentic-platforms/elixirdata/) [NexaStack](https://www.xenonstack.com/agentic-platforms/nexastack-unified-inference/) [MetaSecure](https://www.xenonstack.com/agentic-platforms/metasecure/) [Neural AI](https://www.xenonstack.com/agentic-platforms/neural-ai/) - AI Agents ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [Agentic Operations](https://www.xenonstack.com/ai-agents/agentic-operations/) [Agentic Finance](https://www.xenonstack.com/ai-agents/agentic-finance/) [Agentic Risk and Compliance](https://www.xenonstack.com/ai-agents/agentic-risk-compliance/) [Agentic Analytics](https://www.xenonstack.com/ai-agents/agentic-analytics/) [Agentic Supply Chain](https://www.xenonstack.com/ai-agents/agentic-procurement/) [Agentic Security](https://www.xenonstack.com/ai-agents/agentic-security/) [Snowflake AI Agents](https://www.xenonstack.com/ai-agents/snowflake-ai-agents/) [Databricks AI Agents](https://www.xenonstack.com/ai-agents/databricks-ai-agents/) [ServiceNow AI Agents](https://www.xenonstack.com/ai-agents/servicenow-ai-agents/) [Jira/Project Management Agents](https://www.xenonstack.com/ai-agents/jira-agents-actions/) [SAP AI Agents](https://www.xenonstack.com/ai-agents/sap-agents-actions/) [Oracle AI Agents](https://www.xenonstack.com/ai-agents/oracle-agents-actions/) - Solutions ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [ReliabilityOps](https://www.xenonstack.com/ai-agents/cloudops-reimagined/) [IncidentOps](https://www.xenonstack.com/ai-agents/sre-reimagined/) [PlatformOps](https://www.xenonstack.com/ai-agents/platformops-reimagined/) [DefenseOps](https://www.xenonstack.com/ai-agents/responsible-ai-aviator/) [TrustOps](https://www.xenonstack.com/ai-agents/secops-reimagined/) [RiskOps](https://www.xenonstack.com/ai-agents/risk-management-aviator/) [FactoryOps](https://www.xenonstack.com/ai-agents/industrial-automation-reimagined/) [AssetOps](https://www.xenonstack.com/ai-agents/asset-operations-and-maintenance-reimagined/) [QualityOps](https://www.xenonstack.com/ai-agents/qaops-reimagined/) [SourcingOps](https://www.xenonstack.com/ai-agents/procurement-reimagined/) [DataOps](https://www.xenonstack.com/ai-agents/dataops-reimagined/) [DecisionOps](https://www.xenonstack.com/ai-agents/desicison-reimagined/) - Industries ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [Aerospace and Defense](https://www.xenonstack.com/industries/aerospace/) [Banking - Finance - Payments](https://www.xenonstack.com/industries/banking/) [Manufacturing and Industrial Automation](https://www.xenonstack.com/industries/digital-manufacturing-services/) [Enterprise - IT Operations](https://www.xenonstack.com/industries/enterprise-technology/) [Consumer – Experience – Tech](https://www.xenonstack.com/industries/consumer-technology/) [Retail and Supply Chain](https://www.xenonstack.com/industries/retail/) [Travel – Hospitality – Guest Experience](https://www.xenonstack.com/industries/travel-hospitality/) - Resources ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [Blogs](https://www.xenonstack.com/blog) [Insights](https://www.xenonstack.com/insights) [Use Cases](https://www.xenonstack.com/use-cases) [Case Studies](https://www.xenonstack.com/case-studies) [Video Library](https://www.xenonstack.com/videos/) [E-Books](https://www.xenonstack.com/e-book) [Presentations](https://www.xenonstack.com/presentations/) - Company ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [About Us](https://www.xenonstack.com/about-us/) [Xenonstack Academy](https://www.xenonstack.com/xenonstack-academy/) [Contact Us](https://www.xenonstack.com/contact-us/) [Leadership Team](https://www.xenonstack.com/about-us/leadership-team/) [Tao of Xenonstack](https://www.xenonstack.com/about-us/tao-of-xenonstack/) [How We Work](https://www.xenonstack.com/about-us/how-we-work/) [How We Grow](https://www.xenonstack.com/about-us/how-we-grow/) [Careers](https://www.xenonstack.com/careers/) - Book Strategy Call ![slider-cross-icon](https://www.xenonstack.com/hubfs/slider-cross-icon.svg) ## Interested in Solving your Challenges with XenonStack Team ## Get Started Get Started with your requirements and primary focus, that will help us to make your solution First Name \* Please enter a valid First Name Last Name \* Please enter a valid Last Name Business Email ID \* Please enter a valid Business Email ID Contact Number \* Please enter a valid Contact Number Company \* Please enter a valid Company Name Industry Belongs To \* Please Select your Industry Banking Fintech Payment Providers Wealth Management Discrete Manufacturing Semiconductor Machinery Manufacturing / Automation Appliances / Electrical / Electronics Elevator Manufacturing Defense & Space Manufacturing Computers & Electronics / Industrial Machinery Motor Vehicle Manufacturing Food and Beverages Distillery & Wines Beverages Shipping Logistics Mobility (EV / Public Transport) Energy & Utilities Hospitality Digital Gaming Platforms SportsTech with AI Public Safety - Explosives Public Safety - Firefighting Public Safety - Surveillance Public Safety - Others Media Platforms City Operations Airlines & Aviation Defense Warfare & Drones Robotics Engineering Drones Manufacturing AI Labs for Colleges AI MSP / Quantum / AGI Institutes Retail Apparel and Fashion Please select all the required fields before proceeding Proceed Next ## Interested in Solving your Challenges with XenonStack ## Personalization Get Started with your requirements and primary focus, that will help us to make your solution ### What is your Key focus areas? \* AI Workflow and Operations Data Management and Operations AI Governance Analytics and Insights Observability Security Operations Risk and Compliance Procurement and Supply Chain Private Cloud AI Vision AI ### In Which Agentic Platform and Accelerator you are Interested? \* Akira AI - Agentic AI Platform Multi Agent System Metasecure - Autonomous SOC Nexastack – Build and Managed Compound AI Stack Data Foundry XAI – Vision and AI Platform – Visual AI Agents Strategy Consulting AI Managed Services Others (Please Specify) ### Which segment does your company belong to? \* Startup Scale Startup SME Mid Enterprises Large Enterprises Federal Government Non Profits Others (Please Specify) ### At what stage is your AI use case currently in? \* Conceptualized: Use case defined, PoC pending POC Completed In Production with challenges Not yet defined Others (Please Specify) ### What are the primary challenges in adopting AI? \* Data Quality Issues Data Privacy and Compliance Aligning AI with business goals Unclear ROI from POCs Integration with existing ERP systems Scalability Challenges Moving POCs in Production Infrastructure Limitation High Implementation costs Others (Please Specify) ### What kind of infrastructure does your organization currently using? \* AWS Microsoft Azure GCP IBM Cloud Oracle Cloud On Premises Others (Please Specify) ### Are you using any Data platform? \* Databricks SnowFlake Amazon Redshift Azure Synapse Analytics Microsoft Fabric Teradata Oracle Database SAP Hana Informatica Google Cloud BigQuery Others (Please Specify) ### Preferred Approach for AI Transformation \* Assisted Intelligence Agents as Co-Pilot Collaborative Intelligence Agents as AI Teammates Autonomous Intelligence Agents – AI Agents Agentic Actions Agentic Process Automation ### In Which Domain your Solution/Organization belongs to in-terms of Data Privacy, Trustworthy AI \* Internal Organization Highly Regulated Industry (Healthcare, Financials etc) Medium Regulated Non Regulated ### Captcha Verification \* captcha text ![Refresh Icon](https://www.xenonstack.com/hs-fs/hubfs/refresh.png?width=20&height=20&name=refresh.png) Please select all the required fields Review Previous Submit ![green-checkmark](https://www.xenonstack.com/hubfs/green-checkmark.svg) ## your request has been submitted successfully ! Our XenonStack Team will shortly reach out to you. We are looking forward to showcase how XenonStack can transform your business. ![usecase-banner (1)](https://www.xenonstack.com/hs-fs/hubfs/usecase-banner%20(1).webp?width=1921&height=622&name=usecase-banner%20(1).webp) [Observability](https://www.xenonstack.com/insights/tag/observability) # Applied Observability for Modern Applications [Navdeep Singh Gill](https://www.xenonstack.com/insights/author/navdeep-singh-gill) | 28 August 2024 Applied Observability for Modern Applications 18:00 ![Applied Observability for Modern Applications](https://www.xenonstack.com/hs-fs/hubfs/applied-observability.png?width=1280&height=720&name=applied-observability.png) ## Introduction to Observability Observability is a key concept in software engineering and systems architecture and is typically achieved through the use of monitoring, logging, and tracing tools and techniques. These [data observability tools](https://www.xenonstack.com/insights/data-observability) allow engineers and operators to collect and analyze data about a system's behavior, both in real-time and over time, to understand how the system is functioning and identify any issues or areas for improvement. ## What is Applied Observability? It is the practice of using its techniques and tools to gain insights and understanding of a system's behavior and performance, identify and resolve issues, optimize performance, and improve reliability. In it, these techniques and tools are used proactively and strategically to identify and address issues before they impact the system's performance or availability. This can involve identifying patterns in the observable data that indicate potential problems, analyzing performance and resource utilization trends, and identifying opportunities for optimization and improvement. ![benefits-of-observability](https://www.xenonstack.com/hubfs/benefits-of-observability.svg) Observability is a way to get insights into the whole infrastructure. It is essential for the operations team. [Click here to know more](https://www.xenonstack.com/insights/what-is-observability). ### Why is Applied Observability important for organizations? It is important because it helps organizations understand and manage their systems more effectively. By collecting and analyzing data about a system's behavior and performance, organizations can identify and resolve issues, optimize performance, and improve reliability. In today's complex and dynamic systems landscape, it is increasingly important for organizations to be able to quickly and accurately diagnose and resolve issues that may impact the performance or availability of their systems. It helps organizations to do this by providing them with a rich set of data and insights that can help them identify and address problems as they arise. Additionally, applied observability can help organizations optimize the performance of their systems by providing them with a better understanding of how their systems are being used and by identifying areas where resources are being over or under-utilized. This can lead to more efficient use of resources, resulting in cost savings and improved performance. ## What are the benefits of Applied Observability? The benefits of applying observability to software systems include the following: 1. **Improved Visibility:** Gaining real-time visibility into the behavior of systems in production, even in complex and highly distributed environments. 2. **Faster Issue Resolution:** Quickly identifying and diagnosing issues in production, reducing downtime, and improving system performance. 3. **Data-driven Decision Making:** Moving away from guesswork and intuition to make informed decisions based on data, reducing the risk of costly mistakes. 4. **Improved User Experience:** Understanding how systems behave in production to identify and fix issues before they impact users, leading to improved user experiences. 5. **Better Resource Utilization:** Using resources better by relying on data to make informed decisions and optimize system behavior. 6. **Collaboration and Alignment:** Encouraging collaboration and alignment across teams and organizations to ensure everyone is working with the same information and understanding of the system. 7. **Continuous Improvement:** Continuously improving system performance and reliability by applying data-driven insights. 8. **Increased Reliability:** Reducing downtime and improving overall system reliability through a better understanding of system behavior and faster issue resolution. > Organizations that adopt the DevOps mindset often begin to decompose the application in microservices architecture to gain performance and reduce repair time. Click to explore about our, [Full-Stack Observability Benefits](https://www.xenonstack.com/blog/full-stack-observability-benefits) ### Disadvantages of Applied Observability  The disadvantages of applying observability to software systems include the following:  1. **Complexity:** Collecting, analyzing, and representing data can be complex and require significant technical expertise. 2. **Cost:** Implementing an observability solution can be costly regarding time and resources. 3. **Overhead:** Collecting and analyzing data can add overhead to a system, potentially affecting performance. 4. **Data Privacy:** Collecting and storing data can raise privacy concerns and require organizations to implement appropriate data privacy measures. 5. **Tools and Technology:** Choosing the right tools and technology for data collection, analysis, and representation can be challenging and require significant research and evaluation. 6. **Data Interpretation:** Interpreting data and understanding system behavior can be difficult and require significant technical expertise. 7. **Culture Change:** Adopting an observability-driven approach, which focuses on data-driven decision-making and continuous improvement, can require a cultural shift within an organization. ### Ways to overcome disadvantages of Applied observability The disadvantages of applied observability can be overcome through the following steps: - Proper Tool Selection: It is crucial to choose the right tools and technology for data collection, analysis, and representation. Organizations should conduct thorough research and evaluation to select the best solution. - Technical Expertise: Investing in technical expertise, such as data engineers and system administrators, can help organizations implement and use observability solutions effectively. - Data Privacy: Implementing appropriate data privacy measures, such as encryption and secure data storage, can help organizations address privacy concerns and ensure the safety of their data. - Culture Change: Adopting an observability-driven approach requires an organization's cultural shift, focusing on data-driven decision-making and continuous improvement. Organizations should work to encourage and support this cultural change through training, collaboration, and communication. - Performance Optimization: Optimizing the performance of observability solutions, such as reducing data collection overhead, can help to minimize the impact on system performance. - Process Improvement: Continuously improving the observability process, such as streamlining data collection and analysis, can help organizations become more efficient and effective in using observability. - Collaboration and Communication: Encouraging collaboration and communication across teams and organizations can ensure everyone is working with the same information and understanding of the system, which can help address challenges and resolve issues more quickly. > By monitoring and analyzing data about the various components of a system, you can identify and resolve problems more quickly. Taken From Article, [Data Observability Tools](https://www.xenonstack.com/insights/data-observability) ## What are the critical elements of Applied Observability? Applied observability involves several key elements, including: 1. **Data Collection:** Collecting data from various sources, such as logs, metrics, and traces, to gain insight into system behavior. 2. **Data Analysis:** Using tools and techniques to analyze data and understand what is happening in the system. 3. **Instrumentation:** Instrumenting the system to collect relevant data and provide visibility into system behavior. 4. **Representation:** Creating meaningful representations of the data, such as dashboards, alerts, and traces, to help understand system behavior. 5. **Hypothesis-driven Approach:** Using a data-driven, hypothesis-driven approach to problem-solving rather than relying on preconceived notions of how a system should behave. 6. **Real-time Visibility:** Gaining real-time visibility into system behavior in production to quickly identify and diagnose issues. 7. **Collaboration:** Encouraging collaboration between teams and across the organization to ensure everyone is working with the same information and understanding of the system. 8. **Continuous Improvement:** Continuously improving system performance and reliability by applying data-driven insights. ### Industries that are adopting Applied Observability It can be valuable for a wide range of industries that rely on complex and dynamic systems to support their operations, including: #### Technology and Software Development [Software development](https://www.gartner.com/en/information-technology/glossary/software-development)teams can use it to understand and improve the performance and reliability of their systems and to identify and resolve issues that may arise during development or deployment. #### IT and Operations IT and operations teams can use it to monitor and manage the performance and availability of systems in production environments and to identify and resolve issues that may impact those systems' performance or availability. #### Financial Services Financial services organizations can use applied observability to monitor and manage the performance and availability of systems that support critical business processes, such as trading systems, risk management systems, and customer service systems. #### Healthcare Healthcare organizations can use it to monitor and manage the performance and availability of systems that support patient care and treatment, such as electronic health records systems, billing and insurance systems, and patient communication systems. #### Retail Retail organizations can use applied observability to monitor and manage the performance and availability of systems that support critical business processes, such as inventory management systems, point-of-sale systems, and customer relationship management systems. > IT teams can automate routine tasks and leverage machine learning algorithms to identify patterns and trends to make better-informed decisions. Taken From Article, [Observability and AIOps are Transforming](https://www.xenonstack.com/insights/observability-aiops-for-transformation) ### Checklist for the adoption of Applied Observability Here are some things to consider when preparing to adopt it in your organization: 1. Define your goals and objectives It is important to clearly define them for adopting applied observability. This will help you identify the specific areas of your systems that you want to focus on and measure the success of your observability efforts. 2. Assess your current state Take a thorough inventory of your current systems, tools, and processes and assess how well they serve your needs. This will help you identify areas where observability may be particularly valuable and determine what changes or improvements may be necessary. 3. Identify your stakeholders Consider who will be affected by adopting it, and involve those stakeholders in the planning and implementation process. This will help to ensure that the observability efforts align with the needs and priorities of the organization as a whole. 4. Determine your data sources Identify the data sources that will be most relevant and valuable for your observability efforts. This may include system logs, performance metrics, application logs, and other data types. 5. Choose your tools and technologies Select the tools and technologies that will be most effective for collecting, storing, and analyzing the data you have identified as relevant for your observability efforts. This may include monitoring tools, logging tools, and visualization tools, among others. 6. Establish processes and best practices Develop processes and best practices for collecting, storing, and analyzing the data you have identified as relevant for your observability efforts. This may include establishing standards for data collection and management and defining roles and responsibilities for different teams and individuals within the organization. 7. Implement and test Roll out your observability efforts and test and validate that they are functioning as expected. This may include setting up monitoring and alerting systems and conducting performance tests and other types of validation. 8. Monitor and refine Monitor the effectiveness of your observability efforts regularly and refine them as needed based on your experience and the data you collect. This may include adjusting your data sources, tools and technologies, or processes and best practices. > Observability can help enterprises to identify problems in distributed systems more quickly, allowing you to diagnose and resolve issues. Taken From Article, [Distributed Systems Observability](https://www.xenonstack.com/insights/distributed-systems-observability) ## What are the best practices for Applied Observability? The following are some best practices for applying observability to software systems: - **Start with a clear Goal:** Define what you want to achieve through observability and ensure everyone on the team understands and is aligned with the goal. - **Use the Right Tools:** Choose observability tools that meet the needs of your specific environment and are well-suited to your goals. - **Centralize Data:** Centralize data collection, analysis, and storage to make it easier to work with and ensure everyone has access to the same information. - **Focus on metrics that matter:** Collect and monitor metrics relevant to your specific environment and goals. - **Where Possible:** Automate data collection, analysis, and alerting processes to reduce manual effort and ensure consistency. - **Continuously Improve:** Improve your observability process by making data-driven decisions and iterating based on the results. - **Encourage Collaboration:** Encourage collaboration and communication across teams and organizations to ensure everyone is working with the same information and understanding of the system. - **Follow Data Privacy Laws:** Ensure you comply with all relevant privacy laws and regulations when collecting, storing, and analyzing data. ### Use-Case of Applied Observability Some everyday use cases of applied observability include: - **Monitoring and troubleshooting complex systems:** Observability allows organizations to identify and diagnose problems quickly, reducing downtime and improving overall system performance. - **Performance optimization:** By understanding how a system performs, organizations can identify bottlenecks and optimize to improve performance. - **DevOps and Continuous Integration/Continuous Deployment (CI/CD):** Observability is essential for DevOps teams to monitor and debug their systems as they iterate on their code. - **Distributed systems:** Observability is critical for organizations that operate complex, distributed systems, such as microservices or cloud-based infrastructure, where it can be challenging to identify the source of a problem. - **Cybersecurity:** Observability is increasingly used to detect and respond to security threats, such as cyberattacks and data breaches.  > Complex data pipelines and systems are more prone to break in such settings due to a lack of coordination, miscommunication, or concurrent changes. Click to explore about our, [Data Observability for Data Analytics Platform](https://www.xenonstack.com/insights/data-observability-in-the-data-analytics) ## What are the Future Trends of Applied Observability? Several trends are likely to shape the future of applied observability: ### Increased focus on real-time data As systems become more complex and dynamic, there will be an increasing need for real-time data and insights to help organizations understand and manage their systems effectively. This will likely lead to an increased focus on tools and techniques that can provide real-time data and insights, such as distributed tracing and event streaming. ### Greater emphasis on artificial intelligence and machine learning As organizations generate more data about their systems, there will be an increasing need for tools and techniques to help analyze and make sense of that data.[Artificial intelligence](https://www.xenonstack.com/artificial-intelligence-solutions/) and machine learning will likely play a key role in this by enabling organizations to identify patterns and trends in their data and to make more informed decisions based on that data. ### Increased adoption of cloud-based observability solutions As more organizations move their systems to the cloud, there will likely be increased adoption of [cloud-based observability](https://www.forbes.com/sites/splunk/2022/04/05/why-all-eyes-are-on-observability-in-the-cloud/?sh=144baf9323ed) solutions that are specifically designed to support cloud-based systems. These solutions will likely offer greater scalability and flexibility and will be easier to integrate with other cloud-based tools and technologies. ### Greater emphasis on collaboration and shared knowledge As organizations become more reliant on complex and dynamic systems, there will likely be an increased emphasis on collaboration and shared knowledge to help teams understand and manage those systems effectively. This may include the use of knowledge management systems, as well as increased collaboration between teams and across organizational boundaries. ### Increased focus on security and privacy As organizations collect and analyze more data about their systems, they will focus more on security and privacy and the need to protect sensitive data from unauthorized access. This will likely lead to the development of new tools and technologies to help organizations secure their data and protect their systems from potential threats. ## Conclusion Overall, these trends are likely to shape the future of applied observability and will help organizations to better understand and manage their systems in an increasingly complex and dynamic digital landscape. - Discover more about [Observability vs Monitoring](https://www.xenonstack.com/insights/observability-vs-monitoring-get-the-difference) - Explore here about [Docker Container Architecture and Monitoring](https://www.xenonstack.com/blog/docker-container)   ## Share Article - [![XenonStack Facebook](https://www.xenonstack.com/hubfs/xenonstack-facebook-service.svg)](http://www.facebook.com/share.php?u=https://www.xenonstack.com/insights/applied-observability) - [![XenonStack Twitter](https://www.xenonstack.com/hubfs/xs-twitter-white-updated-icon.svg)](https://twitter.com/intent/tweet?text=I+found+this+interesting+blog+post&url=https://www.xenonstack.com/insights/applied-observability) - [![XenonStack Linked In](https://www.xenonstack.com/hubfs/xenonstack-linkedin-service.svg)](http://www.linkedin.com/shareArticle?mini=true&url=https://www.xenonstack.com/insights/applied-observability) - [![XenonStack Email Icon](https://www.xenonstack.com/hubfs/xenonstack-email-service.svg)](mailto:?subject=Check%20out%20https://www.xenonstack.com/insights/applied-observability%20&body=Check%20out%20https://www.xenonstack.com/insights/applied-observability) ## Table of Contents ## Share Article - [![XenonStack Facebook](https://www.xenonstack.com/hubfs/xenonstack-facebook-service.svg)](http://www.facebook.com/share.php?u=https://www.xenonstack.com/insights/applied-observability) - [![XenonStack Twitter](https://www.xenonstack.com/hubfs/xs-twitter-white-updated-icon.svg)](https://twitter.com/intent/tweet?text=I+found+this+interesting+blog+post&url=https://www.xenonstack.com/insights/applied-observability) - [![XenonStack Linked In](https://www.xenonstack.com/hubfs/xenonstack-linkedin-service.svg)](http://www.linkedin.com/shareArticle?mini=true&url=https://www.xenonstack.com/insights/applied-observability) - [![XenonStack Email Icon](https://www.xenonstack.com/hubfs/xenonstack-email-service.svg)](mailto:?subject=Check%20out%20https://www.xenonstack.com/insights/applied-observability%20&body=Check%20out%20https://www.xenonstack.com/insights/applied-observability) ## Explore Related Topics [Platform Engineering](https://www.xenonstack.com/insights/tag/platform-engineering) [DevSecOps](https://www.xenonstack.com/insights/tag/devsecops) [Deployment Automation](https://www.xenonstack.com/insights/tag/deployment-automation) [Continuous Security](https://www.xenonstack.com/insights/tag/continuous-security) [Generative AI](https://www.xenonstack.com/blog/tag/generative-ai) [Cyber Security](https://www.xenonstack.com/insights/tag/cyber-security) [Enterprise Cloud](https://www.xenonstack.com/insights/tag/enterprise-cloud) [Data Science](https://www.xenonstack.com/insights/tag/data-science) [Kubernetes](https://www.xenonstack.com/insights/tag/kubernetes) ![navdeep-singh-gill](https://www.xenonstack.com/hubfs/navdeep-gill-ceo-xenonstack.svg) ## Navdeep Singh Gill Global CEO and Founder of XenonStack Navdeep Singh Gill is serving as Chief Executive Officer and Product Architect at XenonStack. He holds expertise in building SaaS Platform for Decentralised Big Data management and Governance, AI Marketplace for Operationalising and Scaling. His incredible experience in AI Technologies and Big Data Engineering thrills him to write about different use cases and its approach to solutions. [Explore More by Navdeep Singh Gill ![cta-blue-arrow](https://www.xenonstack.com/hubfs/cta-arrow-blue.svg)](https://www.xenonstack.com/insights/author/navdeep-singh-gill) ![Subscribe background](https://www.xenonstack.com/hubfs/blog-post-subscribe.svg) ## Subscribe to our Latest Technology Insights and Resources Subscribe Now ![slider-cross-icon](https://www.xenonstack.com/hubfs/slider-cross-icon.svg) ## Get the latest articles in your inbox Business Email ID \* Please enter a valid Business Email ID Company Name \* Please enter a valid Company Name Yes, I would like to receive the XenonStack newsletter as well as marketing emails regarding XenonStack products, services, and events. 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Subscribe Now ## Related Articles ![Observability vs Monitoring - Know the Difference](https://www.xenonstack.com/hs-fs/hubfs/observability-vs-monitoring-xenonstack.png?width=1200&height=675&name=observability-vs-monitoring-xenonstack.png) ### [Observability vs Monitoring - Know the Difference](https://www.xenonstack.com/insights/observability-vs-monitoring) 06 December 2024 ![Set up Jenkins on Kubernetes Cluster | Step-by-Step Guide](https://www.xenonstack.com/hs-fs/hubfs/xenonstack-how-to-setup-jenkins-on-kubernetes.png?width=1200&height=675&name=xenonstack-how-to-setup-jenkins-on-kubernetes.png) ### [Set up Jenkins on Kubernetes Cluster | Step-by-Step Guide](https://www.xenonstack.com/insights/setup-jenkins-kubernetes) 21 October 2022 ![Performance Monitoring Tools and Management | A Quick Guide](https://www.xenonstack.com/hs-fs/hubfs/xenonstack-performance-monitoring-tools.png?width=1200&height=675&name=xenonstack-performance-monitoring-tools.png) ### [Performance Monitoring Tools and Management | A Quick Guide](https://www.xenonstack.com/insights/what-is-performance-monitoring) 09 February 2023 ![xenonstack-logo](https://www.xenonstack.com/hubfs/xenonstack-new-logo-release.svg) XenonStack Agentic Foundry powers enterprise agentic systems with unified infra, analytics, workflows, and security to drive automation and compliance. 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[Privacy Policy](https://www.xenonstack.com/privacy-policy/) [Terms and Conditions](https://www.xenonstack.com/terms-and-conditions/) Global Presence : ![india-flag-icon](https://www.xenonstack.com/hubfs/united-states.svg) USA ![india-flag-icon](https://www.xenonstack.com/hubfs/uae-flag-icon.svg) Dubai ![india-flag-icon](https://www.xenonstack.com/hubfs/india-flag-icon.svg) India ![india-flag-icon](https://www.xenonstack.com/hubfs/united-kingdom.svg) UK ![india-flag-icon](https://www.xenonstack.com/hubfs/australia-flag-icon.svg) Australia ✕ ## Agent SRE for Reliability and Observability Solutions AI continuously monitors systems for risks before they escalate. It correlates signals across logs, metrics, and traces. This ensures faster detection, fewer incidents, and stronger reliability - ![Performance Icon](https://www.xenonstack.com/hubfs/performance.svg)Proactive detection of performance and availability issues - ![Root Cause Icon](https://www.xenonstack.com/hubfs/root-cause.svg)Root-cause analysis across microservices and environments - ![Remediation Icon](https://www.xenonstack.com/hubfs/remediation.svg)Automated remediation playbooks to reduce MTTR [Explore Agent SRE](https://agentsre.ai/) ![akira-ai-banner-illustration](https://www.xenonstack.com/hubfs/akira-ai-banner-illustration.svg) ✕ ## Physical Surveillance with Vision AI Agent Technology AI converts camera feeds into instant situational awareness. It detects unusual motion and unsafe behavior in real time. Long hours of video become searchable and summarized instantly - ![Motion Icon](https://www.xenonstack.com/hubfs/motion.svg)Real-time detection of suspicious motion or intrusion - ![Video Search Icon](https://www.xenonstack.com/hubfs/video-search.svg)Natural language video search and instant playback - ![Summary Icon](https://www.xenonstack.com/hubfs/summary.svg)Smart summaries for audits, investigations, and compliance [See Vision AI in Action](https://www.xenonstack.ai/) ![physical-surveillance](https://www.xenonstack.com/hubfs/xai-banner-image.svg) ✕ ## Agentic Data Intelligence Across Your Full Data Stack Your data stack becomes intelligent and conversational. Agents surface insights, detect anomalies, and explain trends. Move from dashboards to autonomous, always-on analytics - ![Connects warehouses](https://www.xenonstack.com/hubfs/data-icon.svg)Connects to warehouses, lakes, and streaming sources - ![Question Answering](https://www.xenonstack.com/hubfs/answers.svg)Question-answering in natural language - ![Continuous monitoring](https://www.xenonstack.com/hubfs/monitoring-2.svg)Continuous monitoring for anomalies and KPI deviations [See in Action](https://elixirdata.co/) ![agentic-data-intelligence](https://www.xenonstack.com/hubfs/empowerment-of-analysts.svg) ✕ ## Intelligent Diagnostic for Self-Healing System Automation Agents identify recurring failures and performance issues. They trigger workflows that resolve common problems automatically. Your infrastructure evolves into a self-healing environment - ![Diagnostics Icon](https://www.xenonstack.com/hubfs/diagnostic.svg)Automated diagnostics for recurring errors - ![Playbook Icon](https://www.xenonstack.com/hubfs/playbook.svg)Playbook execution: restart services, scale pods, clear queues - ![Feedback Icon](https://www.xenonstack.com/hubfs/feedback.svg)Feedback loop for improving remediation strategies [See in Action](https://agentanalyst.ai/) ![intelligent-diagnostic](https://www.xenonstack.com/hubfs/dataops-reimagined-banner-image.svg) ✕ ## Agentic GRC - Monitoring Risk and Compliance Controls AI continuously checks controls and compliance posture. It detects misconfigurations and risks before they escalate. Evidence collection becomes automatic and audit-ready - ![Controls Icon](https://www.xenonstack.com/hubfs/controls.svg)Continuous control checks across infrastructure and SaaS - ![Audit Icon](https://www.xenonstack.com/hubfs/audit.svg)Automated evidence collection for audits - ![Risk Icon](https://www.xenonstack.com/hubfs/risk.svg)Risk scoring and prioritized remediation recommendations [Explore Agent GRC](https://agentgrc.ai/) ![monitoring-risk-and-compliance](https://www.xenonstack.com/hubfs/enhanced-security-measures.svg) ✕ ## Agentic Finance and Procurement Intelligent Agents Financial and procurement workflows become proactive and insight-driven. Agents monitor spend, vendors, and contracts in real time. Approvals and sourcing decisions become faster and smarter - ![Visibility Icon](https://www.xenonstack.com/hubfs/visibility.svg)Real-time visibility into spend and commitments - ![Anomaly Icon](https://www.xenonstack.com/hubfs/anomaly.svg)Anomaly detection on invoices and vendor performance - ![Workflow Icon](https://www.xenonstack.com/hubfs/workflow.svg)Intelligent workflows for approvals and sourcing decisions [Optimize Finance & Procurement](https://www.xenonify.ai/) ![agentic-finance-and-procurement](https://www.xenonstack.com/hubfs/responsible-ai-aviators-banner-illustration.svg) ```json { "@context" : "https://schema.org", "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Navdeep Singh Gill", "url" : "https://www.xenonstack.com/insights/author/navdeep-singh-gill" }, "dateModified" : "2024-08-28T13:20:01.984Z", "datePublished" : "2024-08-22T13:51:00.000Z", "headline" : "Applied Observability for Modern Applications", "image" : [ "https://www.xenonstack.com/hubfs/applied-observability.png" ], "mainEntityOfPage" : { "@id" : "https://www.xenonstack.com/insights/applied-observability", "@type" : "WebPage" }, "publisher" : { "@type" : "Organization", "logo" : { "@type" : "ImageObject", "url" : "https://www.xenonstack.com/hubfs/Xenonstack-Serives%20-3-2-2021-10.png" }, "name" : "Xenonstack Inc" } } ``` ```json { "@context" : "http://schema.org", "@type" : "Organization", "address" : { "@type" : "PostalAddress", "addressCountry" : "USA", "addressLocality" : "Plano", "addressRegion" : "Texas", "postalCode" : "75024", "streetAddress" : "7700 Windrose Ave. " }, "description" : "XenonStack is the #1 Data and AI foundry and technology services company to simplify and scale Enterprise and Generative AI Journeys.", "email" : "business@xenonstack.com", "logo" : "https://f.hubspotusercontent30.net/hubfs/8161231/Xenonstack-Serives%20-3-2-2021-10.png", "mainEntityOfPage" : { "@id" : "https://www.xenonstack.com/insights/applied-observability", "@type" : "WebPage", "description" : "Applied observability is collecting and analyzing observability data across multiple technology tiers and domains and disseminating that data to business" }, "name" : "XenonStack", "sameAs" : [ "https://www.facebook.com/XenonStack", "https://www.linkedin.com/company/xenonstack/", "https://www.youtube.com/c/XenonStackOfficial", "https://twitter.com/xenonstack" ], "telephone" : "", "url" : "https://www.xenonstack.com/" } ```