---
title: CALMS Framework for DevOps Transformation
description: CALMS Framework in DevOps for assessing your organization's ability to adopt DevOps and measure progress of your DevOps transformation
image: https://www.xenonstack.com/hubfs/calms-framework-devops.png
---

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      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/)
      
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      ### Reasoning Stack
      
      Powers intelligent systems with unified orchestration, adaptive analytics, scalable infrastructure, and built-in trust
      
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      AI Agents
      
      Pre-built autonomous agents designed for domain-specific intelligence, seamless integrations, and governed enterprise deployment

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      [![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)
      
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      [![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/)
      
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# CALMS Framework for DevOps Transformation

[Navdeep Singh Gill](https://www.xenonstack.com/insights/author/navdeep-singh-gill) | 30 September 2022

![CALMS Framework for DevOps Transformation](https://www.xenonstack.com/hs-fs/hubfs/calms-framework-devops.png?width=1280&height=720&name=calms-framework-devops.png)

## Introducing CALMS in DevOps

A commercial enterprise has two important pillars: development and operations, which are dedicated to escalating and heightening the productivity of an organization. Where developers are devoted to creating and improving the applications, operations manage the creation process of services and products.

### What is DevOps?

In contrast to earlier times, where both the teams used to work separately, now both the teams are working in coordination, which is called [DevOps](https://www.xenonstack.com/blog/devops-implementation). It can be seen as a concatenation of the development and the operations team. This approach helped organizations maintain consonance with the evolving market changes and achieve business results more frequently, efficiently, and rapidly growing.

As more and more businesses migrate to the its process, defining the right path to its transformation strategy was important. For this, J[ez Humble, co-author of “The DevOps Handbook](https://www.oreilly.com/library/view/the-devops-handbook/9781457191381/),” coined the acronym CALMS (Culture, Automation, Lean, Measurement, and Sharing), a comprehensive framework that assesses a company’s ability to adopt it.

> A process in which, Modern software engineering Culture and Practices to develop software where the development and operation teams work hand in hand. Click to explore about, [What is DevOps and it's Processes?](https://www.xenonstack.com/blog/devops-processes)

## What is CALMS Framework?

DevOps and all its allies, including business, IT operations, QA, InfoSec, and development teams, and how they collectively deliver, deploy and integrate automated business processes. CALMS is a cipher for Collaboration, Automation, Lean, Measurement, and Sharing. It is structured around metrics that help organizations analyze its structure and its feasibility in any organization.  
The CALMS model provides a framework that works as a reference to compare the maturity of its team and reckon the state of teams for the transmuting change that goes with it. As the business demands are growing organizations need to lean towards faster through reliable ways of developing products.

### Culture

Inter and Intra team communication, the pace of deployment, handling outages, development to production cycle cohere culture in an organization. It has led to a culture change fostering the traditional development process. It can be seen as an evolution of agile teams, the difference being that the operations team is included. Earlier, developers mainly focused on building and developing products while the operations team handled features like availability, performance, security, and reliability. It provides a culture where the development and the operations team can collaborate for any incidence reporting that may cause business problems. For modern business purposes, the issues need to be resolved quickly, which is possible the teams have one source of data. This leads to a collaborative and shared responsibility environment.

[DevOps culture](https://www.xenonstack.com/insights/devops-cultural-transformation/) promotes increased transparency, communication, and alliance between the teams. The inclusion of automated processes fosters the SDLC, thus promoting organizational success and enhancing team performance.

> An agile approach or culture where both development and operational teamwork continuously together with each other while building a quality product. Click to explore about, [Building DevOps Build Pipeline](https://www.xenonstack.com/blog/devops-assembly-line)

### Automation

Systems can be made reliable by eliminating repetitive manual work, which can be done through automation. The companies that are new to automation start with continuous delivery. The code is passed through many automated tests, then packed up the builds and advanced to environments through automated deployments.   
To implement iterative updates faster and with total efficiency, automation helps to add technology to the tasks with reduced human assistance. By integrating API-centric design with automation, teams can deliver resources swiftly with supported proof of concept, development, testing, and deployment. This facilitates the development and operations team to deliver the product to customers faster and efficiently.

Tests executed by computers are more trustworthy and transparent than humans. These tests catch security vulnerabilities and bugs and inform the IT/Ops, thus helping to reduce failure sustainability at the time of release.

### Lean

In it, the lean process allows development teams to deploy quickly and imperfectly. The present software development culture finds it better to launch the product into the customer’s hands as soon as possible than to wait for the product to be perfect. In the context of it, teams assume that failure is inevitable and can happen anytime.

- Lean revolves around
- Escalating customer value
- Eliminating repeated tasks
- Continuous monitoring and improvement
- Setting up and working on long term goals

It can fully utilize lean methodologies by delivering value products to customers and aligning with the business.

### Measurement

Data metrics play an important role in implementing best practices in the its environment. A successful[DevOps implementation](https://www.xenonstack.com/blog/devops-implementation) should measure the people metrics like feature usage, [service level agreements (SLAs),](https://www.elixirdata.com/blog/service-level-agreement) their feedback, etc.  
Data can help analyze the performance, business workflow, customer feedback, etc. This data teams to make decisions could be more useful when shared with other teams. IT performance includes four measures:

- Deployment frequencies.
- Lead time for changes.
- Meantime to restore.
- Change failure rate.

It must look into two types of key measures: inputs and outcomes.  
For example, if the development team wants to add new features to the product, but you are seeing a high customer churn over other aspects of the product, the data you provide could be helpful.

### Sharing

Collaboration of teams converges better communication among the members. It do not expect a developer to possess the skills of an operations specialist. Rather it forages both the development and the operations team to work together throughout the development lifecycle. Breaking down the Development and operations siloes leads to more reliable deployments, faster product releases, and better feedback and trust between customers and teams.

Sharing is necessary for organizations adopting it to create an environment of candor and empowerment for SDLC. An organization can achieve expeditious development by promoting learning and spreading best practices throughout teams and processes.

> Assessment for DevOps enables your organization to identify the new opportunities where you can use it and associated technologies with the greatest business impact and ROI. Click to explore about, [DevOps Assessment](https://www.xenonstack.com/readiness-assessment/devops-strategy/)

## Conclusion

Though DevOps is based on software tools and processes, it mainly focuses on enabling culture and people. It support a blameless culture, where teams focus more on resolving customer issues than finding who caused the bugs. Organizations shifting towards automation have to build the relationship between the operations and the development team. CALMS framework ensures the best way to assess the extent and capability of an organization to lean towards its methodologies.

- Read more about [Top Six Challenges in DevOps Adoption](https://www.xenonstack.com/insights/challenges-devops/)
- Explore more about[Google Cloud Platform Benefits](https://www.xenonstack.com/insights/devops-google-cloud-platform)
- Explore here our [DevOps Consulting Services](https://www.xenonstack.com/services/devops/)

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## Explore Related Topics

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![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)

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## Agent SRE for Reliability and Observability Solutions

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- ![Performance Icon](https://www.xenonstack.com/hubfs/performance.svg)Proactive detection of performance and availability issues
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[Explore Agent SRE](https://agentsre.ai/)

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## Physical Surveillance with Vision AI Agent Technology

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- ![Motion Icon](https://www.xenonstack.com/hubfs/motion.svg)Real-time detection of suspicious motion or intrusion
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[See Vision AI in Action](https://www.xenonstack.ai/)

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## 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

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    "@id" : "https://www.xenonstack.com/insights/calms-in-devops",
    "@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",
     "mainEntityOfPage":{
          "@type":"WebPage",
          "@id":"https://www.xenonstack.com/insights/calms-in-devops",
          "description": "CALMS Framework in DevOps for assessing your organization's ability to adopt DevOps and measure progress of your DevOps transformation 
"
     },
     "url": "https://www.xenonstack.com/",
     "logo": "https://f.hubspotusercontent30.net/hubfs/8161231/Xenonstack-Serives%20-3-2-2021-10.png",
     "name": "XenonStack",
      "description": "XenonStack is the #1 Data and AI foundry and technology services company to simplify and scale Enterprise and Generative AI Journeys.",
     "address": {
          "@type": "PostalAddress",
          "streetAddress": "7700 Windrose Ave. ",
          "addressLocality": "Plano",
          "addressRegion": "Texas",
          "addressCountry": "USA",
          "postalCode": "75024"
     },
     "telephone": "",
     "email": "business@xenonstack.com",
     "sameAs": [
          "https://www.facebook.com/XenonStack",
          "https://www.linkedin.com/company/xenonstack/",
          "https://www.youtube.com/c/XenonStackOfficial",
          "https://twitter.com/xenonstack"
     ]
}
```