{
  "app": {
    "name": "Mokabla",
    "url": "https://www.mokabla.com",
    "description": "Real interview questions from companies in Egypt, organised by company. Access is sold per company for 30 days."
  },
  "page": {
    "kind": "company",
    "title": "Company · vodafone",
    "humanPath": "/en/c/vodafone",
    "humanOnly": false
  },
  "identity": {
    "class": "declared",
    "agent": "ClaudeBot",
    "operator": "Anthropic",
    "verified": false,
    "reason": "The user agent is ClaudeBot (Anthropic), which identifies itself as an AI agent.",
    "signals": [
      "Known agent user agent"
    ],
    "claimable": false
  },
  "state": {
    "company": {
      "slug": "vodafone",
      "name_en": "Vodafone Egypt / _VOIS",
      "name_ar": "فودافون",
      "kind": "multinational",
      "tier": 1,
      "question_count": 50,
      "last_reported_at": "2026-11-02T15:52:22.600315Z",
      "url": "https://www.mokabla.com/en/c/vodafone",
      "agent": {
        "page": "https://www.mokabla.com/agent/en/c/vodafone",
        "questions": "https://www.mokabla.com/agent/_call/list_questions?company=vodafone",
        "company": "https://www.mokabla.com/agent/_call/get_company?company=vodafone"
      },
      "website": "https://careers.vodafone.com",
      "facets": {
        "domain": [
          {
            "slug": "coding",
            "name_en": "Coding",
            "name_ar": "برمجة",
            "kind": "domain",
            "count": 11
          },
          {
            "slug": "sql",
            "name_en": "SQL",
            "name_ar": "SQL وقواعد البيانات",
            "kind": "domain",
            "count": 9
          },
          {
            "slug": "fundamentals",
            "name_en": "CS Fundamentals",
            "name_ar": "أساسيات كمبيوتر ساينس",
            "kind": "domain",
            "count": 7
          },
          {
            "slug": "data",
            "name_en": "Data",
            "name_ar": "بيانات",
            "kind": "domain",
            "count": 6
          },
          {
            "slug": "system-design",
            "name_en": "System Design",
            "name_ar": "تصميم الأنظمة",
            "kind": "domain",
            "count": 5
          },
          {
            "slug": "behavioral",
            "name_en": "Behavioral",
            "name_ar": "أسئلة سلوكية",
            "kind": "domain",
            "count": 5
          },
          {
            "slug": "frontend",
            "name_en": "Frontend",
            "name_ar": "واجهات أمامية",
            "kind": "domain",
            "count": 5
          },
          {
            "slug": "devops",
            "name_en": "DevOps",
            "name_ar": "DevOps وبنية تحتية",
            "kind": "domain",
            "count": 5
          },
          {
            "slug": "oop-design",
            "name_en": "OOP Design",
            "name_ar": "التصميم الكائني",
            "kind": "domain",
            "count": 4
          },
          {
            "slug": "ml",
            "name_en": "Machine Learning",
            "name_ar": "تعلم الآلة",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "networking",
            "name_en": "Networking",
            "name_ar": "شبكات",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "algorithms-theory",
            "name_en": "Algorithms Theory",
            "name_ar": "نظرية الخوارزميات",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "product",
            "name_en": "Product",
            "name_ar": "برودكت",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "design",
            "name_en": "Design & UX",
            "name_ar": "ديزاين و UX",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "business",
            "name_en": "Business & Ops",
            "name_ar": "بيزنس وأوبريشنز",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "aptitude",
            "name_en": "Aptitude & IQ",
            "name_ar": "أبتيتيود و IQ",
            "kind": "domain",
            "count": 1
          }
        ],
        "stage": [
          {
            "slug": "technical",
            "name_en": "Technical Interview",
            "name_ar": "انترفيو تقني",
            "kind": "stage",
            "count": 34
          },
          {
            "slug": "oa",
            "name_en": "Online Assessment",
            "name_ar": "اختبار أونلاين",
            "kind": "stage",
            "count": 6
          },
          {
            "slug": "onsite",
            "name_en": "Onsite",
            "name_ar": "انترفيو في المقر",
            "kind": "stage",
            "count": 5
          },
          {
            "slug": "phone",
            "name_en": "Phone Screen",
            "name_ar": "مكالمة هاتفية",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "take-home",
            "name_en": "Take-home Task",
            "name_ar": "تاسك في البيت",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "hr",
            "name_en": "HR Interview",
            "name_ar": "انترفيو HR",
            "kind": "stage",
            "count": 1
          }
        ],
        "role": [
          {
            "slug": "swe",
            "name_en": "Software Engineer",
            "name_ar": "مهندس برمجيات",
            "kind": "role",
            "count": 13
          },
          {
            "slug": "data-eng",
            "name_en": "Data Engineer",
            "name_ar": "مهندس بيانات",
            "kind": "role",
            "count": 11
          },
          {
            "slug": "backend",
            "name_en": "Backend Engineer",
            "name_ar": "مهندس باك إند",
            "kind": "role",
            "count": 8
          },
          {
            "slug": "role-frontend",
            "name_en": "Frontend Engineer",
            "name_ar": "مهندس فرونت إند",
            "kind": "role",
            "count": 5
          },
          {
            "slug": "intern",
            "name_en": "Intern",
            "name_ar": "متدرب",
            "kind": "role",
            "count": 4
          },
          {
            "slug": "role-devops",
            "name_en": "DevOps Engineer",
            "name_ar": "مهندس DevOps",
            "kind": "role",
            "count": 4
          },
          {
            "slug": "data-sci",
            "name_en": "Data Scientist",
            "name_ar": "عالم بيانات",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "qa",
            "name_en": "QA Engineer",
            "name_ar": "مهندس اختبار",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "role-ml",
            "name_en": "ML Engineer",
            "name_ar": "مهندس تعلم آلة",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "product-manager",
            "name_en": "Product Manager",
            "name_ar": "برودكت مانجر",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "product-designer",
            "name_en": "Product Designer",
            "name_ar": "برودكت ديزاينر",
            "kind": "role",
            "count": 1
          }
        ]
      }
    },
    "questions": [
      {
        "slug": "vois-hr-screening",
        "title": "HR Screening and Salary Questions",
        "difficulty": "easy",
        "tags": [
          "behavioral",
          "phone",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 1,
        "last_reported_at": "2025-12-19T08:51:20.211968Z",
        "url": "https://www.mokabla.com/en/c/vodafone/vois-hr-screening",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/vois-hr-screening",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=vois-hr-screening"
        }
      },
      {
        "slug": "discover-iq-patterns",
        "title": "Discover Assessment: IQ Patterns",
        "difficulty": "medium",
        "tags": [
          "oa",
          "intern",
          "aptitude"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.833,
        "last_reported_at": "2026-07-22T09:51:04.462471Z",
        "url": "https://www.mokabla.com/en/c/vodafone/discover-iq-patterns",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/discover-iq-patterns",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=discover-iq-patterns"
        }
      },
      {
        "slug": "discover-english-questions",
        "title": "Discover Assessment: English Questions",
        "difficulty": "medium",
        "tags": [
          "behavioral",
          "oa",
          "intern"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.833,
        "last_reported_at": "2026-04-06T22:51:05.117071Z",
        "url": "https://www.mokabla.com/en/c/vodafone/discover-english-questions",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/discover-english-questions",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=discover-english-questions"
        }
      },
      {
        "slug": "test-automation-manual-api",
        "title": "Testing: Automation, Manual and API",
        "difficulty": "medium",
        "tags": [
          "technical",
          "qa",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.833,
        "last_reported_at": "2026-02-01T18:51:10.792199Z",
        "url": "https://www.mokabla.com/en/c/vodafone/test-automation-manual-api",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/test-automation-manual-api",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=test-automation-manual-api"
        }
      },
      {
        "slug": "oop-dsa-and-app-design",
        "title": "OOP, DSA and Designing an App",
        "difficulty": "medium",
        "tags": [
          "coding",
          "oop-design",
          "technical",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.667,
        "last_reported_at": "2025-01-13T18:51:17.041316Z",
        "url": "https://www.mokabla.com/en/c/vodafone/oop-dsa-and-app-design",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/oop-dsa-and-app-design",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=oop-dsa-and-app-design"
        }
      },
      {
        "slug": "rpa-basics-and-uipath-task",
        "title": "RPA Basics and the UiPath Task",
        "difficulty": "medium",
        "tags": [
          "swe",
          "fundamentals",
          "take-home"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.667,
        "last_reported_at": "2024-08-07T16:51:15.431542Z",
        "url": "https://www.mokabla.com/en/c/vodafone/rpa-basics-and-uipath-task",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/rpa-basics-and-uipath-task",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=rpa-basics-and-uipath-task"
        }
      },
      {
        "slug": "transactional-pitfalls",
        "title": "Transactional Pitfalls",
        "difficulty": "medium",
        "tags": [
          "coding",
          "technical",
          "swe",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-08-25T15:55:14.462784Z",
        "url": "https://www.mokabla.com/en/c/vodafone/transactional-pitfalls",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/transactional-pitfalls",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=transactional-pitfalls"
        }
      },
      {
        "slug": "nth-highest-bill",
        "title": "Nth Highest Bill",
        "difficulty": "easy",
        "tags": [
          "sql",
          "oa",
          "intern",
          "data-eng"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 0.5,
        "last_reported_at": "2026-08-04T16:55:11.858921Z",
        "url": "https://www.mokabla.com/en/c/vodafone/nth-highest-bill",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/nth-highest-bill",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=nth-highest-bill"
        }
      },
      {
        "slug": "cdr-sessionizer",
        "title": "CDR Sessionizer",
        "difficulty": "medium",
        "tags": [
          "coding",
          "data",
          "onsite",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-07-23T08:55:13.239239Z",
        "url": "https://www.mokabla.com/en/c/vodafone/cdr-sessionizer",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/cdr-sessionizer",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=cdr-sessionizer"
        }
      },
      {
        "slug": "blue-green-rollout",
        "title": "Blue-Green Rollout",
        "difficulty": "medium",
        "tags": [
          "devops",
          "onsite"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-07-04T18:55:15.128378Z",
        "url": "https://www.mokabla.com/en/c/vodafone/blue-green-rollout",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/blue-green-rollout",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=blue-green-rollout"
        }
      },
      {
        "slug": "why-vodafone",
        "title": "Why Vodafone",
        "difficulty": "easy",
        "tags": [
          "behavioral",
          "hr",
          "swe",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-06-27T16:55:15.754354Z",
        "url": "https://www.mokabla.com/en/c/vodafone/why-vodafone",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/why-vodafone",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=why-vodafone"
        }
      },
      {
        "slug": "churn-candidates",
        "title": "Churn Candidates",
        "difficulty": "medium",
        "tags": [
          "sql",
          "technical",
          "data-eng"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 0.5,
        "last_reported_at": "2026-06-01T11:55:11.190816Z",
        "url": "https://www.mokabla.com/en/c/vodafone/churn-candidates",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/churn-candidates",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=churn-candidates"
        }
      },
      {
        "slug": "time-series-nlp-and-p-value",
        "title": "Time Series, NLP and the p-value",
        "difficulty": "medium",
        "tags": [
          "ml",
          "technical",
          "data-sci",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-01-14T09:51:16.479932Z",
        "url": "https://www.mokabla.com/en/c/vodafone/time-series-nlp-and-p-value",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/time-series-nlp-and-p-value",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=time-series-nlp-and-p-value"
        }
      },
      {
        "slug": "stakeholder-conflicts",
        "title": "Handling Stakeholder Conflicts",
        "difficulty": "medium",
        "tags": [
          "behavioral",
          "technical",
          "product-manager",
          "business"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2025-11-25T09:51:19.710804Z",
        "url": "https://www.mokabla.com/en/c/vodafone/stakeholder-conflicts",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/stakeholder-conflicts",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=stakeholder-conflicts"
        }
      },
      {
        "slug": "contact-centre-platforms",
        "title": "Contact-centre Platforms: Genesys, Verint, WFM",
        "difficulty": "medium",
        "tags": [
          "technical",
          "swe",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2025-10-01T17:51:18.484147Z",
        "url": "https://www.mokabla.com/en/c/vodafone/contact-centre-platforms",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/contact-centre-platforms",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=contact-centre-platforms"
        }
      },
      {
        "slug": "data-engineer-sql-and-python",
        "title": "Data Engineer: SQL and Python Tasks",
        "difficulty": "medium",
        "tags": [
          "sql",
          "data",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2025-07-12T09:51:05.683436Z",
        "url": "https://www.mokabla.com/en/c/vodafone/data-engineer-sql-and-python",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/data-engineer-sql-and-python",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=data-engineer-sql-and-python"
        }
      },
      {
        "slug": "js-typing-equality-promises",
        "title": "JS Typing, Object Equality, Promises",
        "difficulty": "medium",
        "tags": [
          "frontend",
          "technical",
          "role-frontend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2025-06-15T22:51:09.546509Z",
        "url": "https://www.mokabla.com/en/c/vodafone/js-typing-equality-promises",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/js-typing-equality-promises",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=js-typing-equality-promises"
        }
      },
      {
        "slug": "devops-scenarios",
        "title": "DevOps Scenarios: Docker, K8s, Terraform, Ansible, CI/CD",
        "difficulty": "hard",
        "tags": [
          "devops",
          "technical",
          "role-devops"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2025-04-13T10:51:11.849920Z",
        "url": "https://www.mokabla.com/en/c/vodafone/devops-scenarios",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/devops-scenarios",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=devops-scenarios"
        }
      },
      {
        "slug": "big-data-and-governance-basics",
        "title": "Big Data and Governance Basics",
        "difficulty": "medium",
        "tags": [
          "data",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2023-06-17T09:51:07.122740Z",
        "url": "https://www.mokabla.com/en/c/vodafone/big-data-and-governance-basics",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/big-data-and-governance-basics",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=big-data-and-governance-basics"
        }
      },
      {
        "slug": "design-a-url-shortener",
        "title": "Design a url shortener",
        "difficulty": "medium",
        "tags": [
          "coding",
          "system-design",
          "onsite",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2026-11-02T14:27:22.018997Z",
        "url": "https://www.mokabla.com/en/c/vodafone/design-a-url-shortener",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/design-a-url-shortener",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=design-a-url-shortener"
        }
      },
      {
        "slug": "data-structure",
        "title": "Data Structure",
        "difficulty": "easy",
        "tags": [
          "coding",
          "technical",
          "swe",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2026-10-31T05:39:26.649932Z",
        "url": "https://www.mokabla.com/en/c/vodafone/data-structure",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/data-structure",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=data-structure"
        }
      },
      {
        "slug": "cdr-pipeline-design",
        "title": "CDR Pipeline Design",
        "difficulty": "hard",
        "tags": [
          "system-design",
          "data",
          "onsite",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2026-04-23T09:55:13.889488Z",
        "url": "https://www.mokabla.com/en/c/vodafone/cdr-pipeline-design",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/cdr-pipeline-design",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=cdr-pipeline-design"
        }
      },
      {
        "slug": "duplicate-subscribers",
        "title": "Duplicate Subscribers",
        "difficulty": "easy",
        "tags": [
          "sql",
          "phone",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2026-03-07T10:55:12.504124Z",
        "url": "https://www.mokabla.com/en/c/vodafone/duplicate-subscribers",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/duplicate-subscribers",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=duplicate-subscribers"
        }
      },
      {
        "slug": "call-stack-closures-and-request-flow",
        "title": "Call Stack, Closures and the Request Flow",
        "difficulty": "medium",
        "tags": [
          "frontend",
          "technical",
          "swe",
          "role-frontend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2025-07-18T09:51:09.005419Z",
        "url": "https://www.mokabla.com/en/c/vodafone/call-stack-closures-and-request-flow",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/call-stack-closures-and-request-flow",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=call-stack-closures-and-request-flow"
        }
      },
      {
        "slug": "var-let-const",
        "title": "var vs let vs const",
        "difficulty": "easy",
        "tags": [
          "frontend",
          "technical",
          "role-frontend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2025-06-23T09:51:08.092783Z",
        "url": "https://www.mokabla.com/en/c/vodafone/var-let-const",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/var-let-const",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=var-let-const"
        }
      },
      {
        "slug": "designer-portfolio-review",
        "title": "Designer Portfolio Review",
        "difficulty": "medium",
        "tags": [
          "technical",
          "design",
          "product-designer"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2025-06-09T16:51:20.843084Z",
        "url": "https://www.mokabla.com/en/c/vodafone/designer-portfolio-review",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/designer-portfolio-review",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=designer-portfolio-review"
        }
      },
      {
        "slug": "product-lifecycle-and-personality-test",
        "title": "Product Lifecycle and the Personality Test",
        "difficulty": "medium",
        "tags": [
          "oa",
          "product",
          "product-manager"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2025-03-02T20:51:19.290949Z",
        "url": "https://www.mokabla.com/en/c/vodafone/product-lifecycle-and-personality-test",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/product-lifecycle-and-personality-test",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=product-lifecycle-and-personality-test"
        }
      },
      {
        "slug": "data-analyst-sql-excel-powerbi",
        "title": "Data Analyst: SQL, Excel and Power BI",
        "difficulty": "easy",
        "tags": [
          "sql",
          "data",
          "technical",
          "data-sci"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2025-02-12T22:51:07.632346Z",
        "url": "https://www.mokabla.com/en/c/vodafone/data-analyst-sql-excel-powerbi",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/data-analyst-sql-excel-powerbi",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=data-analyst-sql-excel-powerbi"
        }
      },
      {
        "slug": "react-in-single-page-apps",
        "title": "How React Works in a SPA",
        "difficulty": "medium",
        "tags": [
          "frontend",
          "technical",
          "role-frontend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2024-07-22T22:51:08.420512Z",
        "url": "https://www.mokabla.com/en/c/vodafone/react-in-single-page-apps",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/react-in-single-page-apps",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=react-in-single-page-apps"
        }
      },
      {
        "slug": "java-solid-patterns-microservices",
        "title": "Java: SOLID, Patterns, Microservices",
        "difficulty": "hard",
        "tags": [
          "system-design",
          "oop-design",
          "technical",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2024-02-22T14:51:13.975243Z",
        "url": "https://www.mokabla.com/en/c/vodafone/java-solid-patterns-microservices",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/java-solid-patterns-microservices",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=java-solid-patterns-microservices"
        }
      },
      {
        "slug": "java-spring-assessment",
        "title": "Java Spring Online Test",
        "difficulty": "medium",
        "tags": [
          "coding",
          "oa",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2024-02-06T13:51:13.579030Z",
        "url": "https://www.mokabla.com/en/c/vodafone/java-spring-assessment",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/java-spring-assessment",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=java-spring-assessment"
        }
      },
      {
        "slug": "rank-vs-dense-rank",
        "title": "RANK vs DENSE_RANK",
        "difficulty": "easy",
        "tags": [
          "sql",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2023-12-27T14:51:06.482477Z",
        "url": "https://www.mokabla.com/en/c/vodafone/rank-vs-dense-rank",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/rank-vs-dense-rank",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=rank-vs-dense-rank"
        }
      },
      {
        "slug": "high-latency-api",
        "title": "High Latency API",
        "difficulty": "easy",
        "tags": [
          "coding",
          "system-design",
          "technical",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2026-11-02T15:52:22.600315Z",
        "url": "https://www.mokabla.com/en/c/vodafone/high-latency-api",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/high-latency-api",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=high-latency-api"
        }
      },
      {
        "slug": "types-of-database-indexs",
        "title": "types of database indexs",
        "difficulty": "medium",
        "tags": [
          "coding",
          "sql",
          "technical",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2026-11-02T12:42:33.122807Z",
        "url": "https://www.mokabla.com/en/c/vodafone/types-of-database-indexs",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/types-of-database-indexs",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=types-of-database-indexs"
        }
      },
      {
        "slug": "difference-between-etl-elt",
        "title": "Difference between ETl & ELT",
        "difficulty": "medium",
        "tags": [
          "sql",
          "onsite",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2026-11-02T12:38:11.095291Z",
        "url": "https://www.mokabla.com/en/c/vodafone/difference-between-etl-elt",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/difference-between-etl-elt",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=difference-between-etl-elt"
        }
      },
      {
        "slug": "ragai",
        "title": "RAGAi",
        "difficulty": "easy",
        "tags": [
          "data",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2026-11-02T12:32:08.802788Z",
        "url": "https://www.mokabla.com/en/c/vodafone/ragai",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/ragai",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=ragai"
        }
      },
      {
        "slug": "top-customers-spending-last-30-days",
        "title": "Top customers spending last 30 days",
        "difficulty": "medium",
        "tags": [
          "sql",
          "technical",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2026-10-30T19:37:09.078268Z",
        "url": "https://www.mokabla.com/en/c/vodafone/top-customers-spending-last-30-days",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/top-customers-spending-last-30-days",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=top-customers-spending-last-30-days"
        }
      },
      {
        "slug": "two-sum",
        "title": "Two sum",
        "difficulty": "easy",
        "tags": [
          "coding",
          "algorithms-theory",
          "technical",
          "backend",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2026-10-30T19:35:47.461294Z",
        "url": "https://www.mokabla.com/en/c/vodafone/two-sum",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/two-sum",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=two-sum"
        }
      },
      {
        "slug": "reduce-docker-image-size",
        "title": "Reduce a Docker Image Size",
        "difficulty": "medium",
        "tags": [
          "devops",
          "technical",
          "role-devops"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2026-07-04T15:51:12.359297Z",
        "url": "https://www.mokabla.com/en/c/vodafone/reduce-docker-image-size",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/reduce-docker-image-size",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=reduce-docker-image-size"
        }
      },
      {
        "slug": "ansible-execution-environment",
        "title": "Ansible Execution Environments and Tower",
        "difficulty": "medium",
        "tags": [
          "devops",
          "networking",
          "technical",
          "role-devops"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2026-05-26T13:51:12.772035Z",
        "url": "https://www.mokabla.com/en/c/vodafone/ansible-execution-environment",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/ansible-execution-environment",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=ansible-execution-environment"
        }
      },
      {
        "slug": "customer-frustration-scenario",
        "title": "Frustrated Customer Scenario",
        "difficulty": "easy",
        "tags": [
          "behavioral",
          "technical",
          "intern"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2026-02-17T15:51:21.240653Z",
        "url": "https://www.mokabla.com/en/c/vodafone/customer-frustration-scenario",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/customer-frustration-scenario",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=customer-frustration-scenario"
        }
      },
      {
        "slug": "design-pattern-fix",
        "title": "Identify and Fix the Design Pattern",
        "difficulty": "medium",
        "tags": [
          "oop-design",
          "technical",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2024-12-13T20:51:17.693591Z",
        "url": "https://www.mokabla.com/en/c/vodafone/design-pattern-fix",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/design-pattern-fix",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=design-pattern-fix"
        }
      },
      {
        "slug": "sip-server-basics",
        "title": "How a SIP Server Works",
        "difficulty": "medium",
        "tags": [
          "networking",
          "technical",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2024-05-28T14:51:18.091090Z",
        "url": "https://www.mokabla.com/en/c/vodafone/sip-server-basics",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/sip-server-basics",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=sip-server-basics"
        }
      },
      {
        "slug": "fullstack-fundamentals-and-scenario",
        "title": "Full-stack Fundamentals and a Scenario",
        "difficulty": "medium",
        "tags": [
          "system-design",
          "technical",
          "swe",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2024-03-16T19:51:18.967394Z",
        "url": "https://www.mokabla.com/en/c/vodafone/fullstack-fundamentals-and-scenario",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/fullstack-fundamentals-and-scenario",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=fullstack-fundamentals-and-scenario"
        }
      },
      {
        "slug": "selenium-cucumber-assignment",
        "title": "Selenium + Cucumber Assignment",
        "difficulty": "medium",
        "tags": [
          "coding",
          "qa",
          "take-home"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2024-03-12T13:51:11.412989Z",
        "url": "https://www.mokabla.com/en/c/vodafone/selenium-cucumber-assignment",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/selenium-cucumber-assignment",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=selenium-cucumber-assignment"
        }
      },
      {
        "slug": "ml-engineer-fundamentals",
        "title": "ML Engineer: DS, CI/CD, Cloud",
        "difficulty": "medium",
        "tags": [
          "ml",
          "technical",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2024-03-01T19:51:15.991435Z",
        "url": "https://www.mokabla.com/en/c/vodafone/ml-engineer-fundamentals",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/ml-engineer-fundamentals",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=ml-engineer-fundamentals"
        }
      },
      {
        "slug": "overriding-vs-overloading",
        "title": "Overriding vs Overloading",
        "difficulty": "easy",
        "tags": [
          "oop-design",
          "technical",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2024-02-15T21:51:14.543536Z",
        "url": "https://www.mokabla.com/en/c/vodafone/overriding-vs-overloading",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/overriding-vs-overloading",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=overriding-vs-overloading"
        }
      },
      {
        "slug": "kubernetes-and-vsphere",
        "title": "Kubernetes Clusters and vSphere",
        "difficulty": "medium",
        "tags": [
          "devops",
          "technical",
          "role-devops"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2023-05-09T15:51:13.207211Z",
        "url": "https://www.mokabla.com/en/c/vodafone/kubernetes-and-vsphere",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/kubernetes-and-vsphere",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=kubernetes-and-vsphere"
        }
      },
      {
        "slug": "frontend-automated-mcq-test",
        "title": "Frontend Automated Test: HTML/CSS/React",
        "difficulty": "medium",
        "tags": [
          "frontend",
          "oa",
          "role-frontend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2023-03-19T17:51:10.285529Z",
        "url": "https://www.mokabla.com/en/c/vodafone/frontend-automated-mcq-test",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/frontend-automated-mcq-test",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=frontend-automated-mcq-test"
        }
      },
      {
        "slug": "java-threads-docker-live-coding",
        "title": "Java Threads, Docker and Live Coding",
        "difficulty": "medium",
        "tags": [
          "coding",
          "technical",
          "backend",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.167,
        "last_reported_at": "2022-08-04T15:51:14.900005Z",
        "url": "https://www.mokabla.com/en/c/vodafone/java-threads-docker-live-coding",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/vodafone/java-threads-docker-live-coding",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=java-threads-docker-live-coding"
        }
      }
    ],
    "total_questions": 50,
    "access": "Question bodies are paid content: a person buys 30 days of access per company (200 EGP or 200 points) in the human app. Agents get titles, tags and difficulty; bodies only for free questions."
  },
  "actions": [
    {
      "name": "list_questions",
      "description": "The questions reported at a company: titles, tags, difficulty, whether each is free or paid.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string",
        "page": "number?"
      },
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=vodafone",
      "ready": true,
      "missing": []
    },
    {
      "name": "get_question",
      "description": "One question with its body. Bodies are paid content unless the question is free.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string",
        "question": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone",
      "ready": false,
      "missing": [
        "question"
      ],
      "humanPath": "https://www.mokabla.com/en/pricing"
    },
    {
      "name": "get_company",
      "description": "One company: names, kind, tier, counts, facets.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/get_company?company=vodafone",
      "ready": true,
      "missing": []
    },
    {
      "name": "buy_access",
      "description": "Buy 30 days of access to a company.",
      "permission": "block",
      "reason": "This action is for people only",
      "ruleId": "R1",
      "sideEffect": "payment",
      "input": {
        "company": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/buy_access?company=vodafone",
      "ready": true,
      "missing": [],
      "humanPath": "https://www.mokabla.com/en/pricing"
    },
    {
      "name": "submit_question",
      "description": "Report a question you were asked in an interview.",
      "permission": "block",
      "reason": "This action is for people only",
      "ruleId": "R1",
      "sideEffect": "write",
      "input": {
        "company": "string",
        "title": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/submit_question?company=vodafone",
      "ready": false,
      "missing": [
        "title"
      ],
      "humanPath": "https://www.mokabla.com/en/contribute/new"
    }
  ],
  "navigate": [
    {
      "label": "This company's questions, as data",
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=vodafone"
    },
    {
      "label": "Next page of questions",
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=vodafone&page=2"
    },
    {
      "label": "Back to all companies",
      "href": "https://www.mokabla.com/agent/en/companies"
    },
    {
      "label": "Vodafone Egypt / _VOIS · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone"
    },
    {
      "label": "Vodafone Egypt / _VOIS · company",
      "href": "https://www.mokabla.com/agent/_call/get_company?company=vodafone"
    },
    {
      "label": "HR Screening and Salary Questions · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/vois-hr-screening"
    },
    {
      "label": "HR Screening and Salary Questions · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=vois-hr-screening"
    },
    {
      "label": "Discover Assessment: IQ Patterns · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/discover-iq-patterns"
    },
    {
      "label": "Discover Assessment: IQ Patterns · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=discover-iq-patterns"
    },
    {
      "label": "Discover Assessment: English Questions · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/discover-english-questions"
    },
    {
      "label": "Discover Assessment: English Questions · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=discover-english-questions"
    },
    {
      "label": "Testing: Automation, Manual and API · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/test-automation-manual-api"
    },
    {
      "label": "Testing: Automation, Manual and API · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=test-automation-manual-api"
    },
    {
      "label": "OOP, DSA and Designing an App · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/oop-dsa-and-app-design"
    },
    {
      "label": "OOP, DSA and Designing an App · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=oop-dsa-and-app-design"
    },
    {
      "label": "RPA Basics and the UiPath Task · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/rpa-basics-and-uipath-task"
    },
    {
      "label": "RPA Basics and the UiPath Task · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=rpa-basics-and-uipath-task"
    },
    {
      "label": "Transactional Pitfalls · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/transactional-pitfalls"
    },
    {
      "label": "Transactional Pitfalls · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=transactional-pitfalls"
    },
    {
      "label": "Nth Highest Bill · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/nth-highest-bill"
    },
    {
      "label": "Nth Highest Bill · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=nth-highest-bill"
    },
    {
      "label": "CDR Sessionizer · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/cdr-sessionizer"
    },
    {
      "label": "CDR Sessionizer · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=cdr-sessionizer"
    },
    {
      "label": "Blue-Green Rollout · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/blue-green-rollout"
    },
    {
      "label": "Blue-Green Rollout · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=blue-green-rollout"
    },
    {
      "label": "Why Vodafone · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/why-vodafone"
    },
    {
      "label": "Why Vodafone · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=why-vodafone"
    },
    {
      "label": "Churn Candidates · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/churn-candidates"
    },
    {
      "label": "Churn Candidates · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=churn-candidates"
    },
    {
      "label": "Time Series, NLP and the p-value · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/time-series-nlp-and-p-value"
    },
    {
      "label": "Time Series, NLP and the p-value · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=time-series-nlp-and-p-value"
    },
    {
      "label": "Handling Stakeholder Conflicts · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/stakeholder-conflicts"
    },
    {
      "label": "Handling Stakeholder Conflicts · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=stakeholder-conflicts"
    },
    {
      "label": "Contact-centre Platforms: Genesys, Verint, WFM · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/contact-centre-platforms"
    },
    {
      "label": "Contact-centre Platforms: Genesys, Verint, WFM · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=contact-centre-platforms"
    },
    {
      "label": "Data Engineer: SQL and Python Tasks · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/data-engineer-sql-and-python"
    },
    {
      "label": "Data Engineer: SQL and Python Tasks · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=data-engineer-sql-and-python"
    },
    {
      "label": "JS Typing, Object Equality, Promises · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/js-typing-equality-promises"
    },
    {
      "label": "JS Typing, Object Equality, Promises · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=js-typing-equality-promises"
    },
    {
      "label": "DevOps Scenarios: Docker, K8s, Terraform, Ansible, CI/CD · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/devops-scenarios"
    },
    {
      "label": "DevOps Scenarios: Docker, K8s, Terraform, Ansible, CI/CD · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=devops-scenarios"
    },
    {
      "label": "Big Data and Governance Basics · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/big-data-and-governance-basics"
    },
    {
      "label": "Big Data and Governance Basics · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=big-data-and-governance-basics"
    },
    {
      "label": "Design a url shortener · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/design-a-url-shortener"
    },
    {
      "label": "Design a url shortener · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=design-a-url-shortener"
    },
    {
      "label": "Data Structure · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/data-structure"
    },
    {
      "label": "Data Structure · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=data-structure"
    },
    {
      "label": "CDR Pipeline Design · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/cdr-pipeline-design"
    },
    {
      "label": "CDR Pipeline Design · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=cdr-pipeline-design"
    },
    {
      "label": "Duplicate Subscribers · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/duplicate-subscribers"
    },
    {
      "label": "Duplicate Subscribers · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=duplicate-subscribers"
    },
    {
      "label": "Call Stack, Closures and the Request Flow · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/call-stack-closures-and-request-flow"
    },
    {
      "label": "Call Stack, Closures and the Request Flow · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=call-stack-closures-and-request-flow"
    },
    {
      "label": "var vs let vs const · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/var-let-const"
    },
    {
      "label": "var vs let vs const · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=var-let-const"
    },
    {
      "label": "Designer Portfolio Review · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/designer-portfolio-review"
    },
    {
      "label": "Designer Portfolio Review · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=designer-portfolio-review"
    },
    {
      "label": "Product Lifecycle and the Personality Test · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/product-lifecycle-and-personality-test"
    },
    {
      "label": "Product Lifecycle and the Personality Test · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=product-lifecycle-and-personality-test"
    },
    {
      "label": "Data Analyst: SQL, Excel and Power BI · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/data-analyst-sql-excel-powerbi"
    },
    {
      "label": "Data Analyst: SQL, Excel and Power BI · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=data-analyst-sql-excel-powerbi"
    },
    {
      "label": "How React Works in a SPA · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/react-in-single-page-apps"
    },
    {
      "label": "How React Works in a SPA · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=react-in-single-page-apps"
    },
    {
      "label": "Java: SOLID, Patterns, Microservices · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/java-solid-patterns-microservices"
    },
    {
      "label": "Java: SOLID, Patterns, Microservices · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=java-solid-patterns-microservices"
    },
    {
      "label": "Java Spring Online Test · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/java-spring-assessment"
    },
    {
      "label": "Java Spring Online Test · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=java-spring-assessment"
    },
    {
      "label": "RANK vs DENSE_RANK · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/rank-vs-dense-rank"
    },
    {
      "label": "RANK vs DENSE_RANK · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=rank-vs-dense-rank"
    },
    {
      "label": "High Latency API · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/high-latency-api"
    },
    {
      "label": "High Latency API · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=high-latency-api"
    },
    {
      "label": "types of database indexs · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/types-of-database-indexs"
    },
    {
      "label": "types of database indexs · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=types-of-database-indexs"
    },
    {
      "label": "Difference between ETl & ELT · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/difference-between-etl-elt"
    },
    {
      "label": "Difference between ETl & ELT · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=difference-between-etl-elt"
    },
    {
      "label": "RAGAi · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/ragai"
    },
    {
      "label": "RAGAi · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=ragai"
    },
    {
      "label": "Top customers spending last 30 days · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/top-customers-spending-last-30-days"
    },
    {
      "label": "Top customers spending last 30 days · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=top-customers-spending-last-30-days"
    },
    {
      "label": "Two sum · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/two-sum"
    },
    {
      "label": "Two sum · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=two-sum"
    },
    {
      "label": "Reduce a Docker Image Size · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/reduce-docker-image-size"
    },
    {
      "label": "Reduce a Docker Image Size · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=reduce-docker-image-size"
    },
    {
      "label": "Ansible Execution Environments and Tower · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/ansible-execution-environment"
    },
    {
      "label": "Ansible Execution Environments and Tower · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=ansible-execution-environment"
    },
    {
      "label": "Frustrated Customer Scenario · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/customer-frustration-scenario"
    },
    {
      "label": "Frustrated Customer Scenario · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=customer-frustration-scenario"
    },
    {
      "label": "Identify and Fix the Design Pattern · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/design-pattern-fix"
    },
    {
      "label": "Identify and Fix the Design Pattern · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=design-pattern-fix"
    },
    {
      "label": "How a SIP Server Works · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/sip-server-basics"
    },
    {
      "label": "How a SIP Server Works · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=sip-server-basics"
    },
    {
      "label": "Full-stack Fundamentals and a Scenario · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/fullstack-fundamentals-and-scenario"
    },
    {
      "label": "Full-stack Fundamentals and a Scenario · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=fullstack-fundamentals-and-scenario"
    },
    {
      "label": "Selenium + Cucumber Assignment · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/selenium-cucumber-assignment"
    },
    {
      "label": "Selenium + Cucumber Assignment · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=selenium-cucumber-assignment"
    },
    {
      "label": "ML Engineer: DS, CI/CD, Cloud · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/ml-engineer-fundamentals"
    },
    {
      "label": "ML Engineer: DS, CI/CD, Cloud · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=ml-engineer-fundamentals"
    },
    {
      "label": "Overriding vs Overloading · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/overriding-vs-overloading"
    },
    {
      "label": "Overriding vs Overloading · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=overriding-vs-overloading"
    },
    {
      "label": "Kubernetes Clusters and vSphere · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/kubernetes-and-vsphere"
    },
    {
      "label": "Kubernetes Clusters and vSphere · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=kubernetes-and-vsphere"
    },
    {
      "label": "Frontend Automated Test: HTML/CSS/React · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/frontend-automated-mcq-test"
    },
    {
      "label": "Frontend Automated Test: HTML/CSS/React · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=frontend-automated-mcq-test"
    },
    {
      "label": "Java Threads, Docker and Live Coding · page",
      "href": "https://www.mokabla.com/agent/en/c/vodafone/java-threads-docker-live-coding"
    },
    {
      "label": "Java Threads, Docker and Live Coding · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=vodafone&question=java-threads-docker-live-coding"
    }
  ],
  "notices": [
    {
      "severity": "info",
      "message": "This classification is final for the session: it came from a strong signal, not a guess. The human pages are not served to agents."
    },
    {
      "severity": "info",
      "message": "Unverified agents are read-only. Signed requests (Web Bot Auth) are the path to write access."
    }
  ],
  "meta": {
    "requestId": "ag_bd40adea1244",
    "policyVersion": "mokabla-2026-11-03",
    "generatedAt": "2026-11-03T17:39:17.325Z",
    "jsonUrl": "https://www.mokabla.com/agent/en/c/vodafone?format=json",
    "manifestUrl": "https://www.mokabla.com/.well-known/agentgate.json",
    "humanUrl": "https://www.mokabla.com/en/c/vodafone",
    "humanClaimUrl": "https://www.mokabla.com/agent/_claim/human?to=%2Fen%2Fc%2Fvodafone"
  }
}