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  1. 1
    asked to show id
    Times asked 2
    Official solution

    SimpleCamera pe clearly college/IITM ID dikhao — naam aur photo match hone chahiye.

    Viva tipPehle se ID haath mein rakho, glare mat aane do. Iske baad GitHub + project run.

  2. 2
    what is onmounded()
    Times asked 1
    Official solution

    SimpleonMounted / mounted = component DOM pe aa gaya. Yahan API fetch, Chart init. (Typo onmounded = onMounted)

  3. 3
    what are different types of vue life cycle hooks
    Times asked 2
    Official solution

    SimpleVue = UI ka smart assistant. Data badlo, screen khud update. MAD1 Jinja har click pe naya HTML.

    Progressive frontend framework. Components, reactivity, directives.

    MAD2 SPA: ek index.html, Vue Router pages, Flask sirf JSON.

    Fayde: easy, SFC, docs. Vs React: templates HTML-like, course sikhata hai. Vs plain JS: baar-baar DOM mat chhedo.

    Example

    <!-- HelloWorld.vue -->
    <template>
      <h1>{{ msg }}</h1>
    </template>
    <script>
    export default { data() { return { msg: 'Hello' } } }
    </script>

    Project example: Navbar.vue + views (Login, Dashboard). data() / setup() reactive. fetch APIs.

    Viva tipFayde: easy, SFC, reactivity. Vs React: chhota learning curve. Vs plain JS: UI state auto-update.

  4. 4
    vue code to add two numbers and display a message
    Times asked 2
    Official solution

    SimpleVue = UI ka smart assistant. Data badlo, screen khud update. MAD1 Jinja har click pe naya HTML.

    Progressive frontend framework. Components, reactivity, directives.

    MAD2 SPA: ek index.html, Vue Router pages, Flask sirf JSON.

    Fayde: easy, SFC, docs. Vs React: templates HTML-like, course sikhata hai. Vs plain JS: baar-baar DOM mat chhedo.

    Example

    <!-- HelloWorld.vue -->
    <template>
      <h1>{{ msg }}</h1>
    </template>
    <script>
    export default { data() { return { msg: 'Hello' } } }
    </script>

    Project example: Navbar.vue + views (Login, Dashboard). data() / setup() reactive. fetch APIs.

    Viva tipFayde: easy, SFC, reactivity. Vs React: chhota learning curve. Vs plain JS: UI state auto-update.

  5. 5
    python code to fetch all the trek which have difficulty level set easy 9.why do we use caching
    Times asked 1
    Official solution

    SimpleCache isliye taaki 100 users same dashboard pe DB ko 100 baar na maror dein.

    Problem: repeated reads, slow page, extra load. Cache seconds ke liye snapshot deta hai.

    Nahi use karna: har second badalne wala live stock, user-private secret data bina soch ke (key mein user_id hona chahiye).

    Memoization caching ka subset hai (function args). HTTP 304 / browser cache alag layer.

    Redis in-memory key-value store hai — fridge pe sticky note, poori kitchen (SQL database) har baar mat kholo.

    MAD2 mein Redis do kaam: (1) cache — same venues/shows/dashboard JSON baar-baar DB se nahi (2) Celery broker — Flask task queue mein daalta hai, worker uthata hai.

    Flow: cache.get(key) → hit pe return, miss pe SQLAlchemy + SET with timeout. Admin write ke baad cache.delete, warna stale list.

    Source of truth database hi hai. Redis crash/band = cache miss (app chalni chahiye) + queue ruk sakti hai. Important bookings sirf Redis mein mat rakho.

    Alag: Redis ≠ Memcached (Celery broker nahi). Redis ≠ localStorage (woh browser). redis-cli ping → PONG viva proof.

    Project example: Shows list har user dekhta hai — perfect cache. Booking POST cache nahi — har baar write.

Advice: he is very nice I messed up while starting my application process as i opend the wrong folder so he gave me type to redo everything and gave me time . he is not that responsive he gave me q to code and i was sitting there i thought he will see it and say something but he didn't i had to tell him i am done. he then told me that don't be nervous for viva 2 and asked my name and were i am from and stuff like that - over all hes very sweet and nice , will not grind you too much as simple question ehich u can answer in layman term .
  1. 1
    Write a code to create a table name "report" with,id ,name and is_generated..in notepad
    Times asked 2
    Official solution

    SimpleNaya Flask route: URL, method, auth if needed, query, jsonify. Postman pehle.

    Examiner number/filter change easy rakhna. CORS. Frontend tabhi jab bole.

    Status codes sahi. Password JSON mein nahi.

    Examiner 2 cheezein: simple desi line + tumhare project ki exact file.

    Pehle ID, GitHub, portal ZIP. Phir run: Redis + Flask + worker + beat + Vue. Feature demo: login, RBAC, cache hit/miss, Celery mail, search.

    Line pe ungli: input kahan, kaunsa check, query/cache/task, JSON/UI. Copilot band. Jo nahi kiya honestly bolo + kaise add karte.

    Example

    @app.route('/api/sum', methods=['POST'])
    def sum_num():
        d = request.get_json()
        return jsonify(result=d['a'] + d['b'])

    Project example: resources.py new Resource. Test Thunder. Optional Vue fetch.

  2. 2
    Difference between cache and redis.
    Times asked 2
    Official solution

    SimpleUngli rakhe to 4-line formula — panic ki jagah structure.

    1) File ka role: model / Flask route / Vue SFC / celery task / config
    2) Input kahan: JSON, params, token, props, $route
    3) Kya kaam: query, cache, validation, .delay()
    4) Output: jsonify, this.items, email, redirect

    Unknown keyword: import, decorator, if, commit — har ka reason. Bluff mat.

    Suggested flow1) Kaunsi layer?
    2) Input?
    3) DB/cache/task?
    4) Response/UI?

    Project example: Booking POST: jwt, seats check, commit, 201, Vue list push.

    Viva tipUnknown keyword: import, decorator, if, commit — har ka reason. Panic mat.

  3. 3
    What type of authentication you have used?
    Times asked 2
    Official solution

    SimpleAuthentication: tu kaun hai? (login). Authorization: tujhe permission hai? (role check).

    Example

    # auth
    if check_password_hash(user.password, pwd):
        session['user_id'] = user.id
    
    # authz
    if user.role != 'admin':
        abort(403)
  4. 4
    And some more easy questions.
    Times asked 2
    Official solution

    SimpleViva wrap-up hai. Short thanks + confirm submission ZIP latest hai.

Advice: I think it was my luckiest day that I got him as my proctored.He was so calm and sweet ,talked very nicely , he corrected all my mistakes and at last he said all the best for level2 and also said that they will ask more tough questions so be prepared and he suggest me to practice coding questions as well..agar koi dusra Banda rahta to main fail thi..
  1. 1
    Explain lifecycle
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  2. 2
    How they communicate ( question was like that but I forgot exactly what it was )
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  3. 3
    A term which I never heard so I dont remember
    Times asked 2
    Official solution

    SimpleViva wrap-up hai. Short thanks + confirm submission ZIP latest hai.

  4. 4
    Some follow up questions.
    Times asked 2
    Official solution

    SimpleViva wrap-up hai. Short thanks + confirm submission ZIP latest hai.

Advice: He is good.
  1. 1
    What is cascade
    Times asked 2
    Official solution

    SimpleCascade parent ke saath child pe automatic action (generally delete).

    Company delete → uski drives bhi delete, warna orphan rows / FK error.
    SQLAlchemy: db.relationship('Drive', cascade='all, delete-orphan', backref='company')
    SQL: ForeignKey(..., ondelete='CASCADE')

    Cascade sirf delete nahi: save-update, merge, refresh-expire, expunge, delete-orphan.
    Cascade Update: parent PK change to child FK update (rare, PK mat badlo).
    Parent delete jab children active hon: constraint error, ya cascade se children gayab, ya pehle children handle karo — design choice examiner poochta hai.
    CSS cascading alag topic hai (styles inherit/override).

  2. 2
    lifecycle hooks and where you have used them
    Times asked 2
    Official solution

    SimpleLifecycle = component ki zindagi ke stages. API call tab jab DOM ready ho — mounted.

    created: instance bani, this data, DOM nahi. mounted/onMounted: page pe aa gaya — fetch, Chart.js, setInterval.
    updated: data change ke baad. unmounted: cleanup (clearInterval) warna memory leak.

    Dashboards onMounted isliye: canvas/API tab valid. created mein $el nahi.

    Composition: onMounted(() => {}) setup ke andar.

    Example

    export default {
      async mounted() {
        const r = await fetch('/api/venues')
        this.venues = await r.json()
      }
    }

    Project example: Venues.vue mounted fetch list. Clock component unmounted pe interval clear.

    Viva tipcreated: data setup, DOM nahi. mounted/onMounted: $el mil gaya — fetch yahi. Dashboards isliye onMounted use karti hain.

  3. 3
    write an api route to compile the list of completed treks
    Times asked 2
    Official solution

    SimpleLive Flask coding: chhota route likho, save, browser/curl se test. Syntax error terminal mein padho.

    Example

    @app.route('/ping')
    def ping():
        return jsonify(ok=True)
    
    @app.route('/even/<int:n>')
    def even(n):
        return 'even' if n % 2 == 0 else 'odd'
Advice: he is very chill. i had some trouble running the app, and he gave me extra time to figure out the errors. he asks the same questions as in the sheet
  1. 1
    Change the colour of the form body
    Times asked 2
    Official solution

    SimpleORM = Object Relational Mapping. Tables → Python classes. Raw SQL kam likhte ho.

    Example

    class User(db.Model):
        id = db.Column(db.Integer, primary_key=True)
        email = db.Column(db.String(120), unique=True)
    
    User.query.get(5)  # SELECT ... WHERE id=5
  2. 2
    Write route which takes a username and prints its role.
    Times asked 2
    Official solution

    SimpleLive Flask coding: chhota route likho, save, browser/curl se test. Syntax error terminal mein padho.

    Example

    @app.route('/ping')
    def ping():
        return jsonify(ok=True)
    
    @app.route('/even/<int:n>')
    def even(n):
        return 'even' if n % 2 == 0 else 'odd'
  3. 3
    Difference between filter and filter_by
    Times asked 1
    Official solution

    Simplefilter_by simple keyword arguments, filter full SQL-style conditions.

    User.query.filter_by(email='a@x.com').first()  # column=value, easy
    User.query.filter(User.age > 18, User.city == 'Delhi').all()  # comparisons, OR, LIKE

    filter_by sirf equals ke liye. Greater-than, LIKE, joins ke liye filter() use karo.

    Example search

    Trek.query.filter(Trek.name.ilike(f'%{q}%')).all()

    Yeh filter_by se nahi hoga.

  4. 4
    Create 2 staffs and approve them .
    Times asked 2
    Official solution

    SimpleDemo script pehle se practice: 5–7 min, Admin + User roles, saare mandatory features.

    Suggested flow1) Register/login user
    2) Admin login — CRUD
    3) Approval/blacklist
    4) Booking/apply + edge case
    5) Search
    6) Logout

    Viva tipBolte-bolte dikhao. Code tab kholna jab poochhein.

  5. 5
    Blacklist one of the staffs and try to login
    Times asked 2
    Official solution

    SimpleBlacklist/block: user.status='blocked' check login/booking pe. Temporary flag vs hard delete permanent.

  6. 6
    Show where this logic is implemented
    Times asked 1
    Official solution

    SimpleDemo 5–7 min ki kahani: saari roles, koi milestone skip nahi, bolte-bolte dikhao.

    Examiner list tick karta hai. Crash ho to panic nahi — terminal error padho.

    Code tab kholna jab poochhein. Extra uncommitted features mat dikhana agar portal ZIP mein nahi.

    Suggested flow1) Register/login user
    2) Admin login — CRUD
    3) Approval/blacklist
    4) Booking/apply + edge case
    5) Search + charts
    6) CSV export / email job
    7) Logout

    Project example: Jo statement/parking/jobs/tickets hai uske user+admin journeys.

    Viva tipBol: 'Yahan overbooking rokta hoon'. Mandatory features pehle, polish baad.

  7. 7
    What is server
    Times asked 1
    Official solution

    SimpleMAD1 typical: Browser → Flask routes → validate/auth → SQLAlchemy → SQLite → Jinja response.

    Suggested flowRequest → Route → Auth check → DB → render_template / redirect

Advice: He is a helpful proctor and he will ask follow up questions on the basis of what you are saying.
  1. 1
    Intro:-
    Times asked 2
    Official solution

    Simple30 second: naam, degree, project kya hai, stack (Flask + Jinja + SQLAlchemy + SQLite).

    Example

    Main Priya, IITM BS. MAD1 mein parking/ticket app — Flask backend, Jinja templates, session login, SQLite.
  2. 2
    Show ID card
    Times asked 4
    Official solution

    SimpleCamera pe clearly IITM/college ID dikhao — naam photo match.

    Pehle se ID haath mein rakho. Glare mat aane do. Examiner screenshot/verify karta hai. Iske baad GitHub + project run.

  3. 3
    Download submitted project or checksum
    Times asked 2
    Official solution

    SimpleExaminer portal wala submitted ZIP chahta hai. Local extra changes mat dikhana.

    Suggested flow1) Portal ZIP download
    2) Extract
    3) venv + pip install -r requirements.txt
    4) flask run / python app.py

Advice: Best proctor in my say , He is calm , sweet , and very very helpful
  1. 1
    Same as in Documents
    Times asked 2
    Official solution

    SimpleViva wrap-up hai. Short thanks + confirm submission ZIP latest hai.

Advice: His voice may feel like he's strict but he's very calm and supportive person. Just be honest.
  1. 1
    Questions asked by the Viva Examiner
    Times asked 2
    Official solution

    SimpleViva wrap-up hai. Short thanks + confirm submission ZIP latest hai.

  2. 2
    Implement and explain the code.
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  3. 3
    Show backend and frontend implementation.
    Times asked 2
    Official solution

    SimpleDemo 5–7 min ki kahani: saari roles, koi milestone skip nahi, bolte-bolte dikhao.

    Examiner list tick karta hai. Crash ho to panic nahi — terminal error padho.

    Code tab kholna jab poochhein. Extra uncommitted features mat dikhana agar portal ZIP mein nahi.

    Suggested flow1) Register/login user
    2) Admin login — CRUD
    3) Approval/blacklist
    4) Booking/apply + edge case
    5) Search + charts
    6) CSV export / email job
    7) Logout

    Project example: Jo statement/parking/jobs/tickets hai uske user+admin journeys.

    Viva tipBol: 'Yahan overbooking rokta hoon'. Mandatory features pehle, polish baad.

  4. 4
    Explain application execution flow.
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  5. 5
    Explain CSV-related code.
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  6. 6
    Show email reminders/notifications.
    Times asked 2
    Official solution

    SimpleDemo 5–7 min ki kahani: saari roles, koi milestone skip nahi, bolte-bolte dikhao.

    Examiner list tick karta hai. Crash ho to panic nahi — terminal error padho.

    Code tab kholna jab poochhein. Extra uncommitted features mat dikhana agar portal ZIP mein nahi.

    Suggested flow1) Register/login user
    2) Admin login — CRUD
    3) Approval/blacklist
    4) Booking/apply + edge case
    5) Search + charts
    6) CSV export / email job
    7) Logout

    Project example: Jo statement/parking/jobs/tickets hai uske user+admin journeys.

    Viva tipBol: 'Yahan overbooking rokta hoon'. Mandatory features pehle, polish baad.

  7. 7
    Explain database tables and relationships.
    Times asked 2
    Official solution

    Simpledb.relationship se object graph: lot.spots, booking.user. backref reverse side auto deta hai.

    Example

    spots = db.relationship('Spot', backref='lot', cascade='all, delete-orphan')
Advice: Suggestions/Tips Read your entire code thoroughly. Know your frontend, backend, database, and execution flow. Understand every feature you implemented. Practice basic SQL queries. Be honest if you don't know an answer—the examiner is helpful, but you should know your own code.
  1. 1
    This was my Level-2 viva. I don't remember everything because for the most part it was follow-up questions to test how deep I can go.
    Times asked 2
    Official solution

    SimpleViva wrap-up hai. Short thanks + confirm submission ZIP latest hai.

  2. 2
    - ID check, no GitHub collaborator check.
    Times asked 2
    Official solution

    SimpleGitHub repo open karo: commits, collaborators, README. Examiner check karta hai tumne khud kaam kiya.

    Example

    Settings → Collaborators
    Commits: regular messages, last-day dump nahi.

    Viva tipPrivate repo access pehle de do. Main branch submitted ZIP se match honi chahiye.

  3. 3
    - I started demo, during Admin demo he asked a system-design related question, this is my strong suit so I explained very well the rationale behind the design, he said very good. This went on for 10-12 mins.
    Times asked 2
    Official solution

    SimpleDemo script pehle se practice: 5–7 min, Admin + User roles, saare mandatory features.

    Suggested flow1) Register/login user
    2) Admin login — CRUD
    3) Approval/blacklist
    4) Booking/apply + edge case
    5) Search
    6) Logout

    Viva tipBolte-bolte dikhao. Code tab kholna jab poochhein.

  4. 4
    - After this he asked me to open tasks and asked "What is that `with.app_context`? I stumbled for a few mins then said I don't remember exactly now. He said it's ok.
    Times asked 2
    Official solution

    SimpleViva wrap-up hai. Short thanks + confirm submission ZIP latest hai.

  5. 5
    - Then there were questions on SMTP, but he wasn't interested in the textbook definitions, he probed deeper, I gave shallow answer here, so he understood I am not knowledgeable in this area, so he said "Ok" and moved on.
    Times asked 2
    Official solution

    SimpleSMTP = Simple Mail Transfer Protocol — email bhejne ka standard. Flask-Mail / smtplib se reminders/reports.

    Example

    from flask_mail import Message
    msg = Message('Subject', recipients=[user.email])
    msg.body = 'Hello'
    mail.send(msg)

    Viva tipViva mein MailHog/inbox dikhao. Port 587 TLS common; local pe MailHog 1025.

  6. 6
    - Finally we had a chat for 10-15 mins, asked how he would rate my performance (instead of directly asking a specific number), then asked where I can improve, this went on for a while.
    Times asked 2
    Official solution

    SimpleORM = Object Relational Mapping. Tables → Python classes. Raw SQL kam likhte ho.

    Example

    class User(db.Model):
        id = db.Column(db.Integer, primary_key=True)
        email = db.Column(db.String(120), unique=True)
    
    User.query.get(5)  # SELECT ... WHERE id=5
Advice: There are many more questions that I don't remember, but one thing is he asks the same questions that's mentioned in this sheet, but the follow-up questions depend on your project, your level of response, etc., so instead of preparing for the "what" focus more on the "why" of things. He is a very humble, to-the-point, no-nonsense, knowledgeable guy. He'll keep you on ice but will test your real knowledge.
  1. 1
    What should I do in demonstration of this project
    Times asked 2
    Official solution

    SimpleDemo script pehle se practice: 5–7 min, Admin + User roles, saare mandatory features.

    Suggested flow1) Register/login user
    2) Admin login — CRUD
    3) Approval/blacklist
    4) Booking/apply + edge case
    5) Search
    6) Logout

    Viva tipBolte-bolte dikhao. Code tab kholna jab poochhein.

  2. 2
    Search api by name
    Times asked 2
    Official solution

    SimpleSearch: form/query param → ilike filter → results template.

    Example

    q = request.args.get('q', '').strip()
    lots = Lot.query.filter(Lot.name.ilike(f'%{q}%')).all()
  3. 3
    Give code (for search API)
    Times asked 2
    Official solution

    SimpleSearch: form/query param → ilike filter → results template.

    Example

    q = request.args.get('q', '').strip()
    lots = Lot.query.filter(Lot.name.ilike(f'%{q}%')).all()
  4. 4
    Where in the code is the change button color option in create trek
    Times asked 1
    Official solution

    SimpleLive UI change: relevant CSS/HTML template kholo — color, margin, flex, bootstrap class. Save + hard refresh.

    Example

    /* button red */
    .btn-primary { background: red; }
    
    /* center navbar item */
    .navbar { justify-content: center; }

    Viva tipDevTools se pehle try, phir file mein permanent change.

  5. 5
    Give me code to change the color of btn from green to red
    Times asked 2
    Official solution

    SimpleLive UI change: relevant CSS/HTML template kholo — color, margin, flex, bootstrap class. Save + hard refresh.

    Example

    /* button red */
    .btn-primary { background: red; }
    
    /* center navbar item */
    .navbar { justify-content: center; }

    Viva tipDevTools se pehle try, phir file mein permanent change.

  6. 6
    Implementation of redis
    Times asked 2
    Official solution

    SimpleRedis fridge pe sticky note hai — poori kitchen (database) kholne ki zarurat nahi.

    Redis in-memory key-value store hai. Data RAM mein rehta hai, isliye disk wale SQLite/Postgres se kai guna tez.

    MAD2 mein Redis do kaam karta hai:
    1) Cache — same venue/show/dashboard JSON baar-baar DB se mat nikaalo.
    2) Celery message broker — Flask task queue mein daalta hai, worker uthata hai.

    Source of truth database hi hai. Redis band ho to cache miss ho jaata hai aur Celery queue ruk sakti hai. Crash pe cache gayab ho sakta hai — isliye important data sirf Redis mein mat rakho.

    Example

    import redis
    r = redis.Redis(host='localhost', port=6379, db=0)
    r.set('venues', json.dumps(data), ex=30)
    print(r.get('venues'))

    Project example: GET /api/venues pehle Redis dekho. Miss pe SQLAlchemy query, phir SET with timeout. Celery worker Redis list se daily reminder uthata hai.

    Viva tipCache ke liye db=1, broker ke liye db=0 rakhna smart hai taaki keys mix na hon. Viva mein redis-cli ping → PONG dikhana strong hai.

  7. 7
    Explain how the tables in db are related
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  8. 8
    What is a reactive framework?
    Times asked 4
    Official solution

    SimpleReactive: data change → UI auto. Vue/React. jQuery manual.

    Why Vue. Lose reactivity Vue2 new field. Vue3 proxy better.

    Pehle 1-line definition, phir related MAD2 layer (Vue SFC / Flask route / models.py / tasks.py / Redis).

    4-line formula: input kahan se aaya, auth/validation kaunsa, DB ya cache ya Celery, kya return.

    Related mix mat karo — cache ≠ Celery, authentication ≠ authorization, v-if ≠ v-show, Beat ≠ Worker. Follow-up ke liye ek difference ready rakho.

    Project example: Change data, list updates.

  9. 9
    What is memoization?
    Times asked 4
    Official solution

    SimpleMemoize = function(args) ka answer copy. Caching broader (HTTP, Redis, page).

    Fibonacci textbook. Flask @cache.memoize. cached whole view.

    Redis in-memory key-value store hai — fridge pe sticky note, poori kitchen (SQL database) har baar mat kholo.

    MAD2 mein Redis do kaam: (1) cache — same venues/shows/dashboard JSON baar-baar DB se nahi (2) Celery broker — Flask task queue mein daalta hai, worker uthata hai.

    Flow: cache.get(key) → hit pe return, miss pe SQLAlchemy + SET with timeout. Admin write ke baad cache.delete, warna stale list.

    Source of truth database hi hai. Redis crash/band = cache miss (app chalni chahiye) + queue ruk sakti hai. Important bookings sirf Redis mein mat rakho.

    Alag: Redis ≠ Memcached (Celery broker nahi). Redis ≠ localStorage (woh browser). redis-cli ping → PONG viva proof.

    Project example: get_user(id) memoize. venues list cached.

  10. 10
    What is a rainbow table?
    Times asked 3
    Official solution

    SimplePrecomputed hash→password tables. Unique salt per user se useless. Slow hash.

    Why hashing + salt viva combo.

    Pehle 1-line definition, phir related MAD2 layer (Vue SFC / Flask route / models.py / tasks.py / Redis).

    4-line formula: input kahan se aaya, auth/validation kaunsa, DB ya cache ya Celery, kya return.

    Related mix mat karo — cache ≠ Celery, authentication ≠ authorization, v-if ≠ v-show, Beat ≠ Worker. Follow-up ke liye ek difference ready rakho.

    Project example: Werkzeug salts included in hash string.

  11. 11
    What is v-cloak?
    Times asked 2
    Official solution

    Simplev-cloak compile se pehle {{ }} hide. CSS [v-cloak]{display:none}.

    CDN flash of mustache.

    Directives Vue ke special attributes hain — HTML ko superpower: v-if/v-show, v-for, v-bind (:), v-on (@), v-model.

    v-if DOM se hataata/jodta. v-show sirf CSS display. Rare/permission: v-if. Bar-bar toggle: v-show. v-model two-way form. v-bind one-way JS→attribute.

    :key v-for pe zaroori warna Vue galat reuse. v-html XSS. Secret UI ke liye sirf v-if kaafi nahi — API 403 bhi.

    MAD1 Jinja server HTML. MAD2 yeh directives browser mein reactive.

    Project example: index.html v-cloak if CDN.

  12. 12
    How can you access the server without using browser and url?
    Times asked 1
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  13. 13
    Difference between memoization and caching
    Times asked 1
    Official solution

    SimpleMemoize args-aware. cached view/URL. Prefixes differ.

    Same Redis. Different key recipe.

    Redis in-memory key-value store hai — fridge pe sticky note, poori kitchen (SQL database) har baar mat kholo.

    MAD2 mein Redis do kaam: (1) cache — same venues/shows/dashboard JSON baar-baar DB se nahi (2) Celery broker — Flask task queue mein daalta hai, worker uthata hai.

    Flow: cache.get(key) → hit pe return, miss pe SQLAlchemy + SET with timeout. Admin write ke baad cache.delete, warna stale list.

    Source of truth database hi hai. Redis crash/band = cache miss (app chalni chahiye) + queue ruk sakti hai. Important bookings sirf Redis mein mat rakho.

    Alag: Redis ≠ Memcached (Celery broker nahi). Redis ≠ localStorage (woh browser). redis-cli ping → PONG viva proof.

    Project example: Two decorators two files explain.

  14. 14
    What is celery?
    Times asked 6
    Official solution

    SimpleCelery background tasks (email, CSV, reports) async chalaata hai. Redis broker/queue + cache.

    User 'Export' click → Celery task queue → Redis message → worker CSV banaata hai → user baad mein download.
    Saath isliye: Celery ko broker chahiye, Redis tez in-memory. MAD2 topic zyada, MAD1 mein optional.
    Priority: task queues/routing. Caching: Redis mein key-value, DB hits kam.
    Pub/Sub: publisher channel pe message, subscribers sunte hain — Redis yeh bhi karta hai.

  15. 15
    What was the default hashing algorithm in mad1?
    Times asked 3
    Official solution

    SimpleMAD1 mein common: Werkzeug generate_password_hash — default usually pbkdf2:sha256. Apna code dikhao.

    Example

    from werkzeug.security import generate_password_hash
    print(generate_password_hash('secret'))  # pbkdf2:sha256:...
  16. 16
    What is sha256? Can it be decrypted back? How many hashing algorithms do you know?
    Times asked 2
    Official solution

    SimpleMAD1 mein common: Werkzeug generate_password_hash — default usually pbkdf2:sha256. Apna code dikhao.

    Example

    from werkzeug.security import generate_password_hash
    print(generate_password_hash('secret'))  # pbkdf2:sha256:...
  17. 17
    What is axios?
    Times asked 1
    Official solution

    SimpleAxios HTTP library: JSON auto, interceptors, timeout. fetch built-in alternative.

    Na use kiya: 'fetch native, extra lib nahi' valid.
    Use kiya: interceptor mein token. Why didn't: deps kam.

    Pehle 1-line definition, phir related MAD2 layer (Vue SFC / Flask route / models.py / tasks.py / Redis).

    4-line formula: input kahan se aaya, auth/validation kaunsa, DB ya cache ya Celery, kya return.

    Related mix mat karo — cache ≠ Celery, authentication ≠ authorization, v-if ≠ v-show, Beat ≠ Worker. Follow-up ke liye ek difference ready rakho.

    Example

    axios.get('/api/venues', { headers: { Authorization: 'Bearer ' + token } })

    Project example: axios.defaults.headers.common.Authorization. baseURL :5000.

    Viva tipNa use kiya to bolo: fetch native hai, extra lib nahi. Use kiya to interceptor mein token set karna dikhao.

  18. 18
    Why didn't I implement that the user can choose where to download the csv file?
    Times asked 2
    Official solution

    SimplePehle 1-line definition, phir apne MAD1 project mein file dikhao, phir chhota example.

    Suggested flow1) Concept kya hai?
    2) Mere code mein kahan?
    3) Example / demo
    4) Edge case

    Example

    # related file: models.py / routes / template
    # formula: request → check/auth → DB → render/redirect

    Viva tipExact line yaad nahi to honestly related part dikhao. Bluff mat karo.

  19. 19
    Where did you implement caching?
    Times asked 4
    Official solution

    SimpleCache = pehli baar hisaab karke copy rakh lo, doosri baar copy dikha do.

    Baar-baar same expensive kaam (DB query, counting bookings) mat karo. Result Redis jaise store mein timeout ke saath rakh do.

    Cache hit: key mil gayi, DB skip. Cache miss: DB se lao, SET karo, return karo.

    Tradeoff: speed vs stale data. Admin naya venue add kare aur cache 50s ka ho to user purani list dekh sakta hai — isliye write pe invalidation zaroori hai.

    Browser cache, Flask-Caching, Redis alag layers hain. MAD2 examiner Redis + @cache.cached code dekhta hai.

    Example

    @cache.cached(timeout=50, query_string=True)
    @app.route('/api/shows')
    def shows():
        return jsonify([s.serialize() for s in Show.query.all()])

    Project example: Admin dashboard counts / venues list cache. Create/update/delete ke baad cache.delete('venues').

    Viva tipprint('DB queried') function ke andar laga ke miss/hit demo karo — hit pe print nahi chalega.

  20. 20
    Improvement in both implementation and code from mad1 to mad2
    Times asked 2
    Official solution

    SimpleImprove ideas: caching, better validation, tests, pagination, email reminders, accessibility, mobile UI, logging.

    Viva tip1-2 concrete features bolo jo time milne pe add karte — vague 'AI' mat.

  21. 21
    What are vue lifecycles and which all you used?
    Times asked 4
    Official solution

    SimpleLifecycle = component ki zindagi ke stages. API call tab jab DOM ready ho — mounted.

    created: instance bani, this data, DOM nahi. mounted/onMounted: page pe aa gaya — fetch, Chart.js, setInterval.
    updated: data change ke baad. unmounted: cleanup (clearInterval) warna memory leak.

    Dashboards onMounted isliye: canvas/API tab valid. created mein $el nahi.

    Composition: onMounted(() => {}) setup ke andar.

    Example

    export default {
      async mounted() {
        const r = await fetch('/api/venues')
        this.venues = await r.json()
      }
    }

    Project example: Venues.vue mounted fetch list. Clock component unmounted pe interval clear.

    Viva tipcreated: data setup, DOM nahi. mounted/onMounted: $el mil gaya — fetch yahi. Dashboards isliye onMounted use karti hain.

  22. 22
    Explain how 'watch' works in vue and where you used it
    Times asked 1
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  23. 23
    If you want to change the database from sqlite to any other, what all changes should be made?
    Times asked 2
    Official solution

    SimpleSQLite file-based DB — setup easy, MAD1 ke liye perfect. Production heavy traffic pe Postgres better.

    Example

    SQLALCHEMY_DATABASE_URI = 'sqlite:///app.db'
  24. 24
    What is the need of virtual environment?
    Times asked 3
    Official solution

    SimpleVirtualenv isolated Python env — project deps system Python ko nahi bigaadte.

    Example

    python -m venv .venv
    source .venv/bin/activate
    pip install -r requirements.txt
  25. 25
    What is client server architecture
    Times asked 1
    Official solution

    SimpleMAD1 typical: Browser → Flask routes → validate/auth → SQLAlchemy → SQLite → Jinja response.

    Suggested flowRequest → Route → Auth check → DB → render_template / redirect

  26. 26
    In line 8 i defined create app what benefit do i get
    Times asked 2
    Official solution

    SimpleDemo script pehle se practice: 5–7 min, Admin + User roles, saare mandatory features.

    Suggested flow1) Register/login user
    2) Admin login — CRUD
    3) Approval/blacklist
    4) Booking/apply + edge case
    5) Search
    6) Logout

    Viva tipBolte-bolte dikhao. Code tab kholna jab poochhein.

  27. 27
    In create app function, is it giving any benefit
    Times asked 2
    Official solution

    SimpleDemo script pehle se practice: 5–7 min, Admin + User roles, saare mandatory features.

    Suggested flow1) Register/login user
    2) Admin login — CRUD
    3) Approval/blacklist
    4) Booking/apply + edge case
    5) Search
    6) Logout

    Viva tipBolte-bolte dikhao. Code tab kholna jab poochhein.

  28. 28
    Tell me two pros and cons using jwt
    Times asked 1
    Official solution

    SimpleJWT teen tukde ki signed chitthi: header.payload.signature. Padhi ja sakti hai, badli nahi ja sakti.

    Encoded (Base64) + signed, encrypted nahi (JWE alag). Payload mein password mat daalo — koi jwt.io pe dekh lega.

    Login pe server secret se HMAC (HS256). Har API Authorization: Bearer <token>.
    Expiry exp. Change payload → signature fail → 401.

    Session MAD1 server yaad rakhta. JWT MAD2 client rakhta, server stateless-ish.

    Example

    eyJhbGciOiJIUzI1NiJ9.{"sub":1,"role":"admin"}.signature
    # Authorization: Bearer <token>

    Project example: POST /login → token LS. fetch interceptor header. @jwt_required APIs.

    Viva tipAlgo HS256. Secret env var. jwt.io pe payload dikhao, secret public site pe mat paste.

  29. 29
    In this file why i use underscore
    Times asked 2
    Official solution

    Simplemodels.py = har table ki class: columns, PK/FK, relationships. Yeh Model layer hai.

    Suggested flow1) Classes list karo
    2) Har table ka kaam 1 line
    3) Relationships (1-M / M-M)
    4) Constraints (unique, nullable)

    Example

    class Lot(db.Model):
        id = db.Column(db.Integer, primary_key=True)
        name = db.Column(db.String(80), nullable=False)
        spots = db.relationship('Spot', backref='lot', lazy=True)
  30. 30
    Is every arrow function an anonymous function
    Times asked 1
    Official solution

    SimplePehle 1-line definition, phir apne MAD1 project mein file dikhao, phir chhota example.

    Suggested flow1) Concept kya hai?
    2) Mere code mein kahan?
    3) Example / demo
    4) Edge case

    Example

    # related file: models.py / routes / template
    # formula: request → check/auth → DB → render/redirect

    Viva tipExact line yaad nahi to honestly related part dikhao. Bluff mat karo.

  31. 31
    What is view directives what purpose they serve
    Times asked 2
    Official solution

    SimplePehle 1-line definition, phir apne MAD1 project mein file dikhao, phir chhota example.

    Suggested flow1) Concept kya hai?
    2) Mere code mein kahan?
    3) Example / demo
    4) Edge case

    Example

    # related file: models.py / routes / template
    # formula: request → check/auth → DB → render/redirect

    Viva tipExact line yaad nahi to honestly related part dikhao. Bluff mat karo.

  32. 32
    Explain what is promises
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  33. 33
    Are they tied (promises and async/await)
    Times asked 2
    Official solution

    Simpleasync function promise return karti hai. await us promise ka result wait karta hai — callback hell kam.

    Example

    async function loadLots() {
      const res = await fetch('/api/lots');
      const data = await res.json();
      return data;
    }
  34. 34
    What are props
    Times asked 2
    Official solution

    SimpleProps parent ki thali child ko dena. Child thali tod ke parent ki thali na badle — emit bolo.

    Declare props, parent :venue="v". One-way. Mutate mat. Types/required Vue 3.

    List parent, card child — classic viva.

    Component = reusable UI block (Navbar, Card). Props parent→child data, emit child→parent event. Slots parent HTML inner content.

    computed cache + reactive derive (filtered list). watch side-effect (query change pe API). methods events. ref() primitive, reactive() object. Vuex/Pinia global store; localStorage persist, store nahi.

    SFC: template + script + style ek .vue file. Parent-child exam favourite: list parent, row child :item + @delete.

    Example

    <VenueCard :venue="v" @select="onSelect" />
    props: ['venue']
    this.$emit('select', this.venue.id)

    Project example: VenueCard :venue. Child $emit('select', id).

  35. 35
    What name exports are in js
    Times asked 2
    Official solution

    SimpleJavaScript browser/Node pe chalta hai — DOM, events, fetch/axios. MAD1 mein thoda JS; MAD2 mein Vue JS pe.

  36. 36
    What is default export
    Times asked 1
    Official solution

    Simpleexport default ek. named { foo }. SFC default component.

    index.js import App from. routes named maybe.

    Pehle 1-line definition, phir related MAD2 layer (Vue SFC / Flask route / models.py / tasks.py / Redis).

    4-line formula: input kahan se aaya, auth/validation kaunsa, DB ya cache ya Celery, kya return.

    Related mix mat karo — cache ≠ Celery, authentication ≠ authorization, v-if ≠ v-show, Beat ≠ Worker. Follow-up ke liye ek difference ready rakho.

    Project example: HelloWorld.vue default export.

    Project example: HelloWorld.vue default export.

  37. 37
    Instantiate a list of 5 integers in js
    Times asked 2
    Official solution

    SimpleDemo script pehle se practice: 5–7 min, Admin + User roles, saare mandatory features.

    Suggested flow1) Register/login user
    2) Admin login — CRUD
    3) Approval/blacklist
    4) Booking/apply + edge case
    5) Search
    6) Logout

    Viva tipBolte-bolte dikhao. Code tab kholna jab poochhein.

  38. 38
    Write the code for it
    Times asked 2
    Official solution

    SimpleNaya Flask route: URL, method, auth if needed, query, jsonify. Postman pehle.

    Examiner number/filter change easy rakhna. CORS. Frontend tabhi jab bole.

    Status codes sahi. Password JSON mein nahi.

    Examiner 2 cheezein: simple desi line + tumhare project ki exact file.

    Pehle ID, GitHub, portal ZIP. Phir run: Redis + Flask + worker + beat + Vue. Feature demo: login, RBAC, cache hit/miss, Celery mail, search.

    Line pe ungli: input kahan, kaunsa check, query/cache/task, JSON/UI. Copilot band. Jo nahi kiya honestly bolo + kaise add karte.

    Example

    @app.route('/api/sum', methods=['POST'])
    def sum_num():
        d = request.get_json()
        return jsonify(result=d['a'] + d['b'])

    Project example: resources.py new Resource. Test Thunder. Optional Vue fetch.

  39. 39
    Using higher order function i need to multiply every number with 70
    Times asked 2
    Official solution

    SimpleJavaScript browser/Node pe chalta hai — DOM, events, fetch/axios. MAD1 mein thoda JS; MAD2 mein Vue JS pe.

  40. 40
    How do i run single js file
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  41. 41
    How do i run that previous code
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

  42. 42
    Tell each and every step to run this code
    Times asked 2
    Official solution

    SimplePehle 1-line definition, phir apne MAD1 project mein file dikhao, phir chhota example.

    Suggested flow1) Concept kya hai?
    2) Mere code mein kahan?
    3) Example / demo
    4) Edge case

    Example

    # related file: models.py / routes / template
    # formula: request → check/auth → DB → render/redirect

    Viva tipExact line yaad nahi to honestly related part dikhao. Bluff mat karo.

  43. 43
    If we are creating a new trek in database we will not accept more than 30 slots
    Times asked 2
    Official solution

    SimpleProject overview: problem → roles → main entities → key flows (register, book, admin approve).

    Viva tip1 minute elevator pitch ready rakho, phir demo.

  44. 44
    I'm getting backend problem
    Times asked 2
    Official solution

    SimplePehle 1-line definition, phir apne MAD1 project mein file dikhao, phir chhota example.

    Suggested flow1) Concept kya hai?
    2) Mere code mein kahan?
    3) Example / demo
    4) Edge case

    Example

    # related file: models.py / routes / template
    # formula: request → check/auth → DB → render/redirect

    Viva tipExact line yaad nahi to honestly related part dikhao. Bluff mat karo.

  45. 45
    Change Logout button to pink color
    Times asked 1
    Official solution

    Simpleexaminer UI tweak maangta hai — CSS class ya inline, instantly dikhao.

    Button color: <button class='btn btn-success'> ya style='background:#22c55e;color:#fff'
    Navbar: navbar-dark bg-success / style='background:yellow' / fixed-bottom se neeche.
    Center: .wrap { display:flex; justify-content:center; align-items:center; min-height:100vh; }
    text-align:center heading ke liye. Bootstrap: d-flex justify-content-center, mx-auto, text-center.
    Hover: .btn:hover { opacity:0.8; transform:scale(1.02); }
    Half width: class='col-6' ya width:50%. Row→column: flex-direction:column / col-12 stack.
    Login card: card shadow p-4 mx-auto (max-width:400px).
    Table header green: th { background:green; color:white; } Bold column: td:nth-child(2){font-weight:bold}
    Box shadow: box-shadow: 4px 4px 12px rgba(0,0,0,.3);
    Background image: body { background: url('/static/bg.jpg') center/cover; }
    Reset button: <button type='reset'>Clear</button>
    Move button: ms-auto / position / flex order.
    Jinja dashboard heading: <h1>{{ user.name }}'s Dashboard</h1>

  46. 46
    How to run my code in terminal
    Times asked 2
    Official solution

    SimpleCode explain formula: input kya aaya → auth/validation → DB change → response/UI.

    Viva tipFunction signature + 3-4 important lines + edge case.

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