Lazy IITians – Viva Prep

See reviews Level3_49 MAD1 Level 1

Jul 30, 2026

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1

Explain the project directory structure.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
2

Explain the project architecture (MVC).

Times asked 1

Official solution

SimpleMVC = Model-View-Controller. Code ko 3 hisson mein baant ta hai taaki mix na ho.
Model: data + DB. models.py — User, Trek, Booking classes.
View: jo user dekhta hai. templates/*.html + Jinja.
Controller: beech ka logic. routes / app.py — request lo, model se data, view ko do.
Example flow (register):
Browser form POST → Controller register() → User model save → redirect → View dashboard.html
Draw: Browser → Controller → Model → DB, phir Controller → View → Browser.
ORM na ho to bhi MVC ho sakta hai — Model raw SQL functions ho sakte hain. Structure matter karta hai, library nahi.
MVP/MVVM doosri architectures hain; MAD1 mein MVC expected hai.
3

Demonstrate the complete application.

Times asked 33

Official solution

SimpleDemo script pehle se practice karo, 5-7 minute, saari roles.
Suggested flow
1) Register/login user 2) Admin login — CRUD 3) Approval/blacklist 4) Booking/apply 5) Search 6) Validation edge (slots 0, duplicate) 7) Logout
Bolte-bolte dikhao: 'Yahan overbooking rokta hoon'. Code tab kholna jab poochhein.
Crash ho to debug calmly: terminal error, typo, DB path.
Mandatory features skip mat karna — examiner list tick karta hai.
4
Explain the codebase.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
5
Explain models.py.

Times asked 21
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
6

Explain one controller/route in detail and why it is used.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
7

Show the APIs in your project.

Times asked 1

Official solution

Yeh feature demo hai. Account ready rakho, steps bol ke dikhao.
Role ke hisaab login → action (create/approve/book) → DB/UI pe result → edge case (fail when slots=0 / blacklisted).
Do browser windows: admin + user. Search/filter alag se dikhao.
Agar feature nahi hai to sach bolo aur 2 minute mein kaise add karoge (query + template) explain karo.
8
Explain how requests are handled in your project.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
9
If you had more time, what improvements would you make?

Times asked 2
Official solution

Simple2-3 honest improvements + 1 security + 1 UX.
Example
```
password hashing/CSRF tighter, Redis cache, tests, pagination, email verify, rate limit login, better mobile CSS.
```
Challenges: relationships/cascade, concurrent booking, Jinja inheritance.
Rate: 7-8/10 with reason — 10/10 arrogant, 3/10 confidence khatam.
Security extra: HTTPS, hashed passwords, CSRF, SQL injection (ORM), login attempts, file type check.
10

Advantages and disadvantages of SQLite.

Times asked 2

Official solution

SimpleSQLite file-based chhota DB, MySQL/Postgres server-based production DB.
SQLite fayde: zero setup, ek .db file, MAD1/dev ke liye perfect, portable.
Nuksaanconcurrent writes kam, user/password nahi, network access nahi, production scale nahi.
MySQL: users, permissions, concurrent, replica. App factory mein URI change karke switch: sqlite:///app.db → mysql://...
11
What is lazy loading in SQLAlchemy?

Times asked 1
Official solution

SimpleSQLAlchemy Python ka sabse popular ORM hai. MAD1 mein Flask-SQLAlchemy wrapper use hota hai.
db = SQLAlchemy(app)
```
class Book(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    title = db.Column(db.String(80), nullable=False)

Operations: db.session.add(obj), .commit(), .delete(obj), Model.query.all(), .filter_by(), .get_or_404(id).
db.Model ek class hai (function nahi). db object engine + session + metadata hold karta hai.
```
SQLALCHEMY_TRACK_MODIFICATIONS=False extra signals band karta hai, performance warning hatati hai.
12
Explain lazy loading parameters/options.

Times asked 1
Official solution

Simplelazy loading related objects tab load karta hai jab attribute access karte ho, pehle nahi.
```
user = User.query.get(1)  # posts query nahi
```
user.posts # ab query
lazy=True / 'select' default. lazy='joined' eager join. lazy='dynamic' query object.
uselist=False One-to-One (single object, list nahi). Hataoge to list mil sakti hai.
Frontend lazy loading images alag cheez hai (viewport mein aaye tab load).
13

Is your database normalized? Explain.

Times asked 1

Official solution

SimpleNormalization data ko split karke redundancy aur update-anomalies kam karti hai.
1NF: atomic values, repeating groups nahi (comma-separated skills mat rakho).
2NF: 1NF + non-key columns poori PK pe depend (composite keys pe).
3NF: 2NF + non-key columns ek doosre pe depend na hon (city→state alag table).
Examplehar booking mein user ka poora address copy vs user_id se User table.
MAD1 project generally 3NF ke kareeb. Higher NF (BCNF) theoretically, practical apps denormalize speed ke liye (cached counts).
Leaderboard: alag table better agar history/rank chahiye; sirf count hai to query se bhi ho sakta hai.
14

What is normalization?

Times asked 2

Official solution

SimpleNormalization data ko split karke redundancy aur update-anomalies kam karti hai.
1NF: atomic values, repeating groups nahi (comma-separated skills mat rakho).
2NF: 1NF + non-key columns poori PK pe depend (composite keys pe).
3NF: 2NF + non-key columns ek doosre pe depend na hon (city→state alag table).
Examplehar booking mein user ka poora address copy vs user_id se User table.
MAD1 project generally 3NF ke kareeb. Higher NF (BCNF) theoretically, practical apps denormalize speed ke liye (cached counts).
Leaderboard: alag table better agar history/rank chahiye; sirf count hai to query se bhi ho sakta hai.
15

What is referential integrity?

Times asked 1

Official solution

SimpleConstraints rules hain jo galat data rok te hain. Referential integrity FK valid parent ko point kare.
PK, FK, UNIQUE, NOT NULL, CHECK (age >= 18). ORM Column flags yahi map karte hain.
SQL = language tables se baat. Database organized data store.
SQL View: saved query, table jaisi dikhti hai, data copy nahi.
Cluster: kai DB servers together (HA/scale) — MAD1 SQLite single file.
Entity mapping: class User → table user, attributes → columns.
16
Explain different database keys (Primary, Foreign, Candidate, etc.).

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
17
What is backref?

Times asked 12
Official solution

Simplebackref relationship ki reverse side automatically bana deta hai.
```
class Post(db.Model):
    user_id = db.Column(db.Integer, db.ForeignKey('user.id'))
    user = db.relationship('User', backref='posts')
```
Ab post.user milta hai, aur user.posts bhi — Post model pe sirf ek line.
secondary Many-to-Many junction table ke liye: relationship(..., secondary=likes_table, backref='liked_by').
Explicit chahiye to back_populates use karo.
18
Difference between backref and back_populates.

Times asked 10
Official solution

Simpledono SQLAlchemy relationships ko do taraf se connect karte hain, farq sirf likhne ke style ka hai.
backref: relationship ek side pe likhte ho, doosri side SQLAlchemy khud bana deta hai. Short hai, lekin dono models dekh ke relationship clearly nahi dikhti.
back_populates: dono models pe relationship explicitly likhte ho. Code padhne wale ko turant samajh aa jaata hai ki User.posts aur Post.author linked hain.
Example
```
class User(db.Model):
    posts = db.relationship('Post', backref='author')
```
Yahan Post.author automatically mil jaata hai.
Explicit version:
```
class User(db.Model):
    posts = db.relationship('Post', back_populates='author')
class Post(db.Model):
    author = db.relationship('User', back_populates='posts')
```
Viva tipexaminer ko bolo — MAD1 project mein back_populates zyada clear hai, isliye preferred.
19
What is an API?

Times asked 8
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
20
What is a REST API?

Times asked 1
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
21

Are there alternatives to REST? (e.g., GraphQL)

Times asked 1

Official solution

SimpleREST multiple URLs/resources, GraphQL ek endpoint se exactly jo fields chahiye woh maango.
REST: GET /users/1, GET /users/1/posts — extra/under fetching ho sakti hai.
GraphQL: { user(id:1) { name posts { title } } } — ek call.
MAD1 REST/HTTP routes use karta hai; GraphQL extra complexity.
22

What are the advantages of GraphQL over REST?

Times asked 1

Official solution

SimpleREST multiple URLs/resources, GraphQL ek endpoint se exactly jo fields chahiye woh maango.
REST: GET /users/1, GET /users/1/posts — extra/under fetching ho sakti hai.
GraphQL: { user(id:1) { name posts { title } } } — ek call.
MAD1 REST/HTTP routes use karta hai; GraphQL extra complexity.
23
How would you implement search/filter using JavaScript only?

Times asked 1
Official solution

SimpleSearch box GET form, backend query filter, results template mein.
```
q = request.args.get('q', '').strip()
results = Doctor.query.filter(Doctor.name.ilike(f'%{q}%')).all() if q else []
return render_template('search.html', results=results, q=q)
```
Jinja: {{ results|length }} matches. Empty: 'No results'.
JS-only filter: saara data pehle load, client filter — chhote lists. Bada data: server search.
Search generally GET (shareable URL). Count: len(results) ya db.func.count.
24
How would you implement the same feature using Flask API endpoints?

Times asked 1
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
25

What is the DOM?

Times asked 3

Official solution

SimpleDOM = Document Object Model — HTML ka tree jo browser memory mein banata hai. JS isi ko change karta hai.
document.getElementById('btn').style.color = 'red'
Jinja server pe HTML banata hai, phir browser DOM parse karta hai. Vue DOM ko reactive update karta hai.
26

Types of CSS (Inline, Internal, External).

Times asked 3

Official solution

SimpleCSS 3 tarikon se lagti hai, priority Inline > Internal > External (same specificity pe).
Inline: style='color:red' element pe. Highest priority, lekin reuse nahi. Debugging mushkil.
Internal: <style> tag HTML head mein. Us page tak limited.
External: style.css file. Large project ke liye best — ek jagah change, saari pages update.
Example same button pe teeno:
/* external */ .btn { color: blue; }
/* internal */ .btn { color: green; }
 <button class='btn' style='color:red'> → red jeetega
ID (#box) class (.btn) se strong, class element (button) se strong.
!important sabko override karta hai — avoid karo.
Large project: external CSS preferred.
27

CSS precedence/specificity.

Times asked 1

Official solution

SimpleCSS 3 tarikon se lagti hai, priority Inline > Internal > External (same specificity pe).
Inline: style='color:red' element pe. Highest priority, lekin reuse nahi. Debugging mushkil.
Internal: <style> tag HTML head mein. Us page tak limited.
External: style.css file. Large project ke liye best — ek jagah change, saari pages update.
Example same button pe teeno:
/* external */ .btn { color: blue; }
/* internal */ .btn { color: green; }
 <button class='btn' style='color:red'> → red jeetega
ID (#box) class (.btn) se strong, class element (button) se strong.
!important sabko override karta hai — avoid karo.
Large project: external CSS preferred.
28
What happens when multiple CSS classes are applied to the same element?

Times asked 1
Official solution

Yeh live UI/CSS change hai. Examiner jo element bole uski CSS turant badlo.
Bootstrap class badlo (btn-primary → btn-success, bg-dark → bg-warning) ya inline style='color:red; background:#eee'.
Center: d-flex justify-content-center text-center. Navbar neeche: navbar fixed-bottom.
Example
```
<button class='btn btn-success' style='background:#16a34a'>Book</button>
```
Pehle browser inspect karke class dhundo, phir template mein change karke refresh.
29
Explain template inheritance with an example.

Times asked 1
Official solution

Simpleextends poora layout inherit karta hai, include chhota piece insert karta hai.
extends: child page base.html ka structure use karti hai, blocks override karti hai. Ek hi parent.
include: navbar.html / footer.html jahan chaho insert. Kai baar use ho sakta hai.
base.html:
```
{% block content %}{% endblock %}

home.html:
{% extends 'base.html' %}
{% block content %}<h1>Home</h1>{% endblock %}

{% include 'navbar.html' %}  → navbar har page pe
```
Fayda: header/footer ek jagah, change once — saari pages update. MAD1 mein almost har project use karta hai.
30

Center a text element on the page.

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>
31

Center a <div> on the page.

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>
32

Change the shadow of a box (offsets, blur, RGBA 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>
33

Change the size of a container.

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>
34

Change the color of a container.

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>
35
Make minor HTML/CSS styling adjustments.

Times asked 1
Official solution

Yeh live UI/CSS change hai. Examiner jo element bole uski CSS turant badlo.
Bootstrap class badlo (btn-primary → btn-success, bg-dark → bg-warning) ya inline style='color:red; background:#eee'.
Center: d-flex justify-content-center text-center. Navbar neeche: navbar fixed-bottom.
Example
```
<button class='btn btn-success' style='background:#16a34a'>Book</button>
```
Pehle browser inspect karke class dhundo, phir template mein change karke refresh.
36
What is authentication?What is authorization?

Times asked 1
Official solution

SimpleAuthentication poochta hai "tu kaun hai?", Authorization poochta hai "tujhe yeh kaam karne ki permission hai?"
Authentication: login. Username + password check karke prove karte ho ki tum genuine user ho. Success pe session/token milta hai.
Authorization: uske baad role check. Admin hi parking lot delete kar sakta hai, normal user nahi.
Example (Flask):
# Authentication
```
if user and check_password_hash(user.password, form_password):
    session['user_id'] = user.id

# Authorization
if session.get('role') != 'admin':
    abort(403)  # logged in ho, lekin allowed nahi
```
Project example: student login = authentication. Student admin dashboard nahi khol sakta = authorization.
Validation alag cheez hai (form sahi bhara hai ya nahi, jaise age 18+).
37

Explain different types of testing.

Times asked 1

Official solution

SimpleTesting code sahi hai verify. Unit = chhote functions, Integration = route+DB, System = poora flow.
Pytest: test_*.py, assert. Markers: @pytest.mark.slow skip/select. Keywords: pytest -k login.
Unit testing se regression kam, viva ke alawa CI mein fayda. Manual: demo scenarios (overbook, blacklist).
38
Explain filters and how they work in your project.

Times asked 1
Official solution

Yeh list filter/sort/display task hai. Query badlo, template same rakh sakte ho.
```
rows = Model.query.filter_by(status='approved').order_by(Model.name.asc()).all()
```
Jinja: {% for r in rows %}<tr><td>{{ r.name|upper }}</td></tr>{% endfor %}
```
{{ rows|length }} count dikhane ke liye.
```
Alphabet sort: order_by(Model.name). Status filter: filter_by(status='pending').
Assigned staff column: relationship se {{ booking.staff.name }}.
39
How would you add a new filter?

Times asked 1
Official solution

Yeh project-specific feature add/modify hai. 4 layers touch karo: model, route, template, validation.
1) Data chahiye to models.py mein column/relationship + DB update (ALTER / migrate / create_all).
2) Route: GET pe form/page, POST pe request.form se save, flash + redirect.
3) Template: input name=... Jinja se {{ obj.field }} display.
4) Rule: duplicate, range, role check backend pe.
Example naya field 'city':
```
user.city = db.Column(db.String(50))
user.city = request.form.get('city')
<input name='city'>  ...  {{ user.city }}
```
40
Implement a feature to allow only one ad request per influencer in a campaign.

Times asked 1
Official solution

Yeh live coding / notepad task hai. Chhota, correct Flask snippet likho.
```
from flask import Flask, render_template, request, redirect, url_for
@app.route('/do', methods=['GET','POST'])
def do():
    if request.method == 'POST':
        # request.form.get('field') ya request.args.get('q')
        # db.session.add(...); commit
        return redirect(url_for('dashboard'))
    items = Model.query.all()
    return render_template('page.html', items=items)
```
Jinja: {% for x in items %}<li>{{ x.name }}</li>{% endfor %}
ID URL: @app.route('/item/<int:id>')
41
Implement a check to prevent multiple ad requests without modifying models.py.

Times asked 1
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
42
Modify the request handling logic and explain the changes.

Times asked 1
Official solution

Yeh MAD-1 viva question tumhare project ke context se linked hai. Short answer is structure se do:
Pehle 1 line definition/purpose, phir tumhare project ka example, phir chhota code/flow.
Typical Flask flowBrowser request → @app.route controller → SQLAlchemy model/DB → Jinja template response.
Auth: session['user_id'] + role check. CRUD: add/commit, query.all, field update, delete.
Live change maange to: related model → route → template, phir browser refresh karke dikhao.
Example (generic create):
obj = Model(name=request.form.get('name'))
```
db.session.add(obj); db.session.commit()
return redirect(url_for('list_view'))
```

See reviews Level3_149 MAD1 Level 1

Jul 30, 2026

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1
Explain your project and why you implemented each major feature.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
2
Explain your database models.

Times asked 8
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
3
Explain your ER Diagram.

Times asked 1
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
4
Explain how a new request is created.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
5
Explain the Create Campaign workflow.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
6
Explain the Update Campaign workflow.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
7

Advantages and disadvantages of SQLite.

Times asked 2

Official solution

SimpleSQLite file-based chhota DB, MySQL/Postgres server-based production DB.
SQLite fayde: zero setup, ek .db file, MAD1/dev ke liye perfect, portable.
Nuksaanconcurrent writes kam, user/password nahi, network access nahi, production scale nahi.
MySQL: users, permissions, concurrent, replica. App factory mein URI change karke switch: sqlite:///app.db → mysql://...
8
What is ORM?

Times asked 49
Official solution

SimpleORM = Object Relational Mapping. Database tables ko Python classes/objects se map karta hai, raw SQL kam likhni padti hai.
Bina ORM: cursor.execute('SELECT * FROM user WHERE id=?', [5])
ORM se: User.query.get(5) ya db.session.get(User, 5)
Example model
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True)
```
FaydePython mein soch sakte ho, SQL injection se protection (parameterized), relationships easy, DB switch thoda aasan.
Nuksaancomplex queries slow/abstract, seekhne ki layer extra, kabhi raw SQL phir bhi chahiye.
MAD1: SQLAlchemy (Flask-SQLAlchemy). Tables db.create_all() ya migrations se banti hain.
9
What is an API?

Times asked 8
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
10
What is REST?

Times asked 3
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
11
Explain RESTful APIs in detail.

Times asked 1
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
12

What is the DOM?

Times asked 3

Official solution

SimpleDOM = Document Object Model — HTML ka tree jo browser memory mein banata hai. JS isi ko change karta hai.
document.getElementById('btn').style.color = 'red'
Jinja server pe HTML banata hai, phir browser DOM parse karta hai. Vue DOM ko reactive update karta hai.
13

What is CSS? Types of CSS (Inline, Internal, External).

Times asked 1

Official solution

SimpleCSS 3 tarikon se lagti hai, priority Inline > Internal > External (same specificity pe).
Inline: style='color:red' element pe. Highest priority, lekin reuse nahi. Debugging mushkil.
Internal: <style> tag HTML head mein. Us page tak limited.
External: style.css file. Large project ke liye best — ek jagah change, saari pages update.
Example same button pe teeno:
/* external */ .btn { color: blue; }
/* internal */ .btn { color: green; }
 <button class='btn' style='color:red'> → red jeetega
ID (#box) class (.btn) se strong, class element (button) se strong.
!important sabko override karta hai — avoid karo.
Large project: external CSS preferred.
14

CSS specificity/priority order.

Times asked 1

Official solution

SimpleCSS 3 tarikon se lagti hai, priority Inline > Internal > External (same specificity pe).
Inline: style='color:red' element pe. Highest priority, lekin reuse nahi. Debugging mushkil.
Internal: <style> tag HTML head mein. Us page tak limited.
External: style.css file. Large project ke liye best — ek jagah change, saari pages update.
Example same button pe teeno:
/* external */ .btn { color: blue; }
/* internal */ .btn { color: green; }
 <button class='btn' style='color:red'> → red jeetega
ID (#box) class (.btn) se strong, class element (button) se strong.
!important sabko override karta hai — avoid karo.
Large project: external CSS preferred.
15

What is scaling?

Times asked 5

Official solution

SimpleVertical = same machine ko powerful banao. Horizontal = aur machines add karo.
Vertical (scale up): RAM/CPU badhao. Simple, lekin ek limit hai, downtime ho sakta hai, single point of failure.
Horizontal (scale out): 5 servers + load balancer. Sasta long-term, fault tolerant, lekin session/DB sharing sochna padta hai.
Example10k users aaye to Flask app ke 4 copies chalao nginx peeche, DB alag machine pe.
Thousands of requests on one machine: caching (Redis), DB indexes, gunicorn workers, phir horizontal.
16

What are the types of scaling (Horizontal vs Vertical)?

Times asked 1

Official solution

Difference question hai — 3 cheezein bolo: meaning, kab use, 1 example.
Pehle concept A ek line, phir B ek line, phir table-jaisa farq (input/output/side-effect).
Example hamesha MAD1 se: GET search page, POST register, PUT/PATCH API update, session vs cookie login.
17
Fix the alignment of a page title.

Times asked 1
Official solution

Yeh live UI/CSS change hai. Examiner jo element bole uski CSS turant badlo.
Bootstrap class badlo (btn-primary → btn-success, bg-dark → bg-warning) ya inline style='color:red; background:#eee'.
Center: d-flex justify-content-center text-center. Navbar neeche: navbar fixed-bottom.
Example
```
<button class='btn btn-success' style='background:#16a34a'>Book</button>
```
Pehle browser inspect karke class dhundo, phir template mein change karke refresh.

See reviews Level2_144 MAD1 Level 1

Jul 30, 2026

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1

Explain your project structure/directory.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
2
Explain all models.

Times asked 2
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
3

Explain all routes.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
4

Demonstrate the complete project functionality.

Times asked 1

Official solution

SimpleDemo script pehle se practice karo, 5-7 minute, saari roles.
Suggested flow
1) Register/login user 2) Admin login — CRUD 3) Approval/blacklist 4) Booking/apply 5) Search 6) Validation edge (slots 0, duplicate) 7) Logout
Bolte-bolte dikhao: 'Yahan overbooking rokta hoon'. Code tab kholna jab poochhein.
Crash ho to debug calmly: terminal error, typo, DB path.
Mandatory features skip mat karna — examiner list tick karta hai.
5
Explain how the Chart.js statistics page works.

Times asked 1
Official solution

SimpleChart.js frontend library. Backend counts bhejta hai, JS graph banata hai.
stats = {'booked': 10, 'cancelled': 2}
```
render_template('summary.html', stats=stats)
new Chart(ctx, {type:'bar', data:{labels:[...], datasets:[{data:[...]}]}})
```
Dynamic: har load pe query. Pie vs bar: Chart type change. Colors: backgroundColor array.
Swap graphs: HTML do canvas ki jagah badlo.
6
Explain how the filtering feature works.

Times asked 1
Official solution

Yeh list filter/sort/display task hai. Query badlo, template same rakh sakte ho.
```
rows = Model.query.filter_by(status='approved').order_by(Model.name.asc()).all()
```
Jinja: {% for r in rows %}<tr><td>{{ r.name|upper }}</td></tr>{% endfor %}
```
{{ rows|length }} count dikhane ke liye.
```
Alphabet sort: order_by(Model.name). Status filter: filter_by(status='pending').
Assigned staff column: relationship se {{ booking.staff.name }}.
7
Explain how to add a new filtering option.

Times asked 1
Official solution

Yeh project-specific feature add/modify hai. 4 layers touch karo: model, route, template, validation.
1) Data chahiye to models.py mein column/relationship + DB update (ALTER / migrate / create_all).
2) Route: GET pe form/page, POST pe request.form se save, flash + redirect.
3) Template: input name=... Jinja se {{ obj.field }} display.
4) Rule: duplicate, range, role check backend pe.
Example naya field 'city':
```
user.city = db.Column(db.String(50))
user.city = request.form.get('city')
<input name='city'>  ...  {{ user.city }}
```
8
Change the url_for() so it uses a different route name.

Times asked 1
Official solution

Simpleurl_for Flask function/endpoint name se URL generate karta hai, hardcode path nahi.
```
url_for('home') → '/'
url_for('edit_user', id=5) → '/user/5/edit'
Templates: href="{{ url_for('login') }}"
```
Parameter: endpoint ka naam (function name), plus route variables.
Galat naam: BuildError. Route rename karo to url_for automatic naya path dega — yahi fayda hai.
9
Modify url_for() so it throws an error (by using an incorrect route).

Times asked 1
Official solution

Simpleurl_for Flask function/endpoint name se URL generate karta hai, hardcode path nahi.
```
url_for('home') → '/'
url_for('edit_user', id=5) → '/user/5/edit'
Templates: href="{{ url_for('login') }}"
```
Parameter: endpoint ka naam (function name), plus route variables.
Galat naam: BuildError. Route rename karo to url_for automatic naya path dega — yahi fayda hai.
10

Change the background to an image.

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>
11

Change the background color of the application.

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>
12
What is Flask?

Times asked 6
Official solution

SimpleFlask Python ka micro web framework hai — routes, templates, request/response handle karta hai.
```
from flask import Flask
app = Flask(__name__)
@app.route('/')
def home():
    return 'Hello'
app.run(debug=True)  # default port 5000
```
__name__ se Flask ko pata chalta hai templates/static kahan se load karni hai. Hataoge to resource paths toot sakte hain.
Faydesimple, flexible, MAD1 syllabus. Nuksaan: bade features (admin, auth) khud jodne padte hain.
```
app.run() development server start karta hai. Production mein gunicorn/waitress.
```
13
What is url_for()?

Times asked 4
Official solution

Simpleurl_for Flask function/endpoint name se URL generate karta hai, hardcode path nahi.
```
url_for('home') → '/'
url_for('edit_user', id=5) → '/user/5/edit'
Templates: href="{{ url_for('login') }}"
```
Parameter: endpoint ka naam (function name), plus route variables.
Galat naam: BuildError. Route rename karo to url_for automatic naya path dega — yahi fayda hai.
14

What is a Jinja variable?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
15
What is template inheritance (extends)?

Times asked 1
Official solution

Simpleextends poora layout inherit karta hai, include chhota piece insert karta hai.
extends: child page base.html ka structure use karti hai, blocks override karti hai. Ek hi parent.
include: navbar.html / footer.html jahan chaho insert. Kai baar use ho sakta hai.
base.html:
```
{% block content %}{% endblock %}

home.html:
{% extends 'base.html' %}
{% block content %}<h1>Home</h1>{% endblock %}

{% include 'navbar.html' %}  → navbar har page pe
```
Fayda: header/footer ek jagah, change once — saari pages update. MAD1 mein almost har project use karta hai.
16

What is SQL?

Times asked 1

Official solution

SimpleConstraints rules hain jo galat data rok te hain. Referential integrity FK valid parent ko point kare.
PK, FK, UNIQUE, NOT NULL, CHECK (age >= 18). ORM Column flags yahi map karte hain.
SQL = language tables se baat. Database organized data store.
SQL View: saved query, table jaisi dikhti hai, data copy nahi.
Cluster: kai DB servers together (HA/scale) — MAD1 SQLite single file.
Entity mapping: class User → table user, attributes → columns.
17

What is the difference between Structured and Unstructured Databases? Give examples.

Times asked 1

Official solution

SimpleJSON = JavaScript Object Notation — data exchange ka text format.
{"name": "Ram", "age": 20}
APIs, localStorage, Chart.js data. Python dict ↔ JSON.
Structured data: tables, fixed schema (SQL). Unstructured: images, logs, free text. JSON semi-structured.
SQL structured relational. Mongo unstructured/document.
18

What is the HTTP protocol?

Times asked 1

Official solution

SimpleHTTP stateless hai — har request independent, server previous request yaad nahi rakhta.
Isliye login ke baad bhi har request pe kaun ho yeh prove karna padta hai: cookie/session/JWT.
State = yaad rakhna (user_id, cart). HTTP khud nahi rakhta; Flask session iske upar layer hai.
Fayda: scale aasan, koi bhi server next request handle kar sake (sticky session ke bina, token use karke).
19

Explain the different HTTP request methods.

Times asked 1

Official solution

SimpleHTTP methods batate hain request kya karna chahti hai. Common: GET POST PUT PATCH DELETE.
GETread/fetch. Safe, URL se. Page kholna, search.
POSTcreate/submit. Form, login.
PUTpoora replace/update. Idempotent.
PATCHpartial update.
DELETEhataana.
HEAD: sirf headers. OPTIONS: CORS preflight.
Flask: @app.route('/x', methods=['GET','POST'])
Agar methods na likho to default sirf GET.
HTML form native sirf GET/POST. PUT/DELETE JS/fetch ya hidden _method se.
GET se data fetch ho sakta hai, create nahi karna chahiye. POST se theoretically fetch ho sakta hai lekin cache/semantics galat.
DELETE fetch ke liye nahi. GET POST ka kaam officially nahi karta — side effects GET pe mat rakho.
20
Difference between GET and POST.

Times asked 7
Official solution

SimpleGET data mangta hai (read), POST data bhejta hai (create/submit).
GETURL mein dikhta hai, bookmark ho sakta hai, browser back/refresh safe hai, data URL query mein jaata hai. Search, page open, login form dikhana.
POSTbody mein data jaata hai, URL mein password nahi dikhta, refresh pe dubara submit ho sakta hai. Login, register, form save.
Example
# page dikhana
```
@app.route('/login', methods=['GET', 'POST'])
def login():
    if request.method == 'GET':
        return render_template('login.html')
    # POST: form submit
    email = request.form.get('email')
    ...
```
GET se theoretically data bhej sakte ho (?q=flask), lekin create/update ke liye nahi use karna — data log/history mein save ho jaata hai, length limit hoti hai.
HTML form default GET hota hai; method='POST' likhna zaroori hai login/register pe.
21

Explain the PUT method,Explain the PATCH method.

Times asked 1

Official solution

SimplePUT poori resource replace karta hai, PATCH sirf kuch fields update karta hai.
PUTfull update. Jo fields nahi bheji, woh empty/default ho sakti hain. Idempotent — same request 5 baar bhejo, result same.
PATCHpartial update. Sirf name change karna hai to sirf name bhejo, baaki fields same rehti hain.
ExampleUser {name: Ram, city: Delhi, age: 20}
PUT /user/1 {name: Shyam} → city/age lose ho sakte hain agar poora object nahi bheja.
PATCH /user/1 {name: Shyam} → sirf name Shyam, city Delhi, age 20 same.
MAD1 Flask forms mein aksar POST se update karte hain kyunki HTML form PUT/PATCH native support nahi karta. Theory mein farq yeh hai.
22
Why do we use POST along with GET?

Times asked 1
Official solution

SimpleGET data mangta hai (read), POST data bhejta hai (create/submit).
GETURL mein dikhta hai, bookmark ho sakta hai, browser back/refresh safe hai, data URL query mein jaata hai. Search, page open, login form dikhana.
POSTbody mein data jaata hai, URL mein password nahi dikhta, refresh pe dubara submit ho sakta hai. Login, register, form save.
Example
# page dikhana
```
@app.route('/login', methods=['GET', 'POST'])
def login():
    if request.method == 'GET':
        return render_template('login.html')
    # POST: form submit
    email = request.form.get('email')
    ...
```
GET se theoretically data bhej sakte ho (?q=flask), lekin create/update ke liye nahi use karna — data log/history mein save ho jaata hai, length limit hoti hai.
HTML form default GET hota hai; method='POST' likhna zaroori hai login/register pe.
23
Why did you not use APIs in your project?

Times asked 1
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
24

What are plugins?

Times asked 1

Official solution

Simple mix of small concepts examiners poochte hain:
Enum: fixed choices (status = pending/approved). Python Enum ya DB Enum column.
Lambda: one-line anonymous function. key=lambda x: x.name sort ke liye.
datetime: dates/times. timedelta(days=1) yesterday. default=datetime.utcnow.
os.getenv('SECRET_KEY') environment se config, hardcode nahi. .env alternative: actual OS env, config.py, vault.
HTML metadata: <meta charset>, <meta name='viewport'> — page ke baare mein, body content nahi.
HTTP metadata: headers (Content-Type, Set-Cookie).
Request payload: body data (JSON/form).
Namespace: naam collide na hon (Blueprint name, Python packages).
Plugins: extra packages (Flask-Login). Package vs module: package folder with __init__, module ek .py file.

See reviews Level2_116 MAD1 Level 1

Jul 30, 2026

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1

How does your application prevent SQL Injection attacks?

Times asked 1

Official solution

SimpleSQL Injection user input ko SQL bana ke DB hack. ORM/parameterized queries se bachao.
Galat: f"SELECT * FROM user WHERE email='{email}'" # email = ' OR 1=1 --
Sahi: User.query.filter_by(email=email) # bound parameters
Raw: db.session.execute(text('SELECT * FROM user WHERE id=:id'), {'id': i})
Extra: least privilege DB user, input validate, error messages generic.
2

What is CSRF (Cross-Site Request Forgery)?

Times asked 1

Official solution

SimpleCSRF = Cross-Site Request Forgery — logged-in user ke browser se attacker site hidden form submit karwati hai.
FixCSRF token hidden field, server verify. Flask-WTF: {{ form.hidden_tag() }}
SameSite cookies bhi help. GET pe destructive action mat rakho.
3

What happens to the user session if they log in, close the browser/tab, and reopen it?

Times asked 1

Official solution

SimpleFlask session request-across data store karta hai, generally signed cookie mein.
session['user_id'] = user.id
uid = session.get('user_id')
session.clear() # logout
Type: dictionary-like (SecureCookieSession). SECRET_KEY se sign — tamper detect.
Store kahan: default client cookie. Server-side Redis/filesystem bhi laga sakte ho.
Browser storage: cookies, localStorage, sessionStorage. Session cookie tab-close pe jaa sakti hai.
Remember-me: permanent session ya alag token cookie.
4
What is ORM?

Times asked 49
Official solution

SimpleORM = Object Relational Mapping. Database tables ko Python classes/objects se map karta hai, raw SQL kam likhni padti hai.
Bina ORM: cursor.execute('SELECT * FROM user WHERE id=?', [5])
ORM se: User.query.get(5) ya db.session.get(User, 5)
Example model
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True)
```
FaydePython mein soch sakte ho, SQL injection se protection (parameterized), relationships easy, DB switch thoda aasan.
Nuksaancomplex queries slow/abstract, seekhne ki layer extra, kabhi raw SQL phir bhi chahiye.
MAD1: SQLAlchemy (Flask-SQLAlchemy). Tables db.create_all() ya migrations se banti hain.
5
Which ORM are you using? (SQLAlchemy)

Times asked 1
Official solution

SimpleORM = Object Relational Mapping. Database tables ko Python classes/objects se map karta hai, raw SQL kam likhni padti hai.
Bina ORM: cursor.execute('SELECT * FROM user WHERE id=?', [5])
ORM se: User.query.get(5) ya db.session.get(User, 5)
Example model
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True)
```
FaydePython mein soch sakte ho, SQL injection se protection (parameterized), relationships easy, DB switch thoda aasan.
Nuksaancomplex queries slow/abstract, seekhne ki layer extra, kabhi raw SQL phir bhi chahiye.
MAD1: SQLAlchemy (Flask-SQLAlchemy). Tables db.create_all() ya migrations se banti hain.
6
What is SQLAlchemy?

Times asked 8
Official solution

SimpleSQLAlchemy Python ka sabse popular ORM hai. MAD1 mein Flask-SQLAlchemy wrapper use hota hai.
db = SQLAlchemy(app)
```
class Book(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    title = db.Column(db.String(80), nullable=False)

Operations: db.session.add(obj), .commit(), .delete(obj), Model.query.all(), .filter_by(), .get_or_404(id).
db.Model ek class hai (function nahi). db object engine + session + metadata hold karta hai.
```
SQLALCHEMY_TRACK_MODIFICATIONS=False extra signals band karta hai, performance warning hatati hai.
7

Explain all HTTP methods.

Times asked 2

Official solution

SimpleHTTP methods batate hain request kya karna chahti hai. Common: GET POST PUT PATCH DELETE.
GETread/fetch. Safe, URL se. Page kholna, search.
POSTcreate/submit. Form, login.
PUTpoora replace/update. Idempotent.
PATCHpartial update.
DELETEhataana.
HEAD: sirf headers. OPTIONS: CORS preflight.
Flask: @app.route('/x', methods=['GET','POST'])
Agar methods na likho to default sirf GET.
HTML form native sirf GET/POST. PUT/DELETE JS/fetch ya hidden _method se.
GET se data fetch ho sakta hai, create nahi karna chahiye. POST se theoretically fetch ho sakta hai lekin cache/semantics galat.
DELETE fetch ke liye nahi. GET POST ka kaam officially nahi karta — side effects GET pe mat rakho.
8
What is a Decorator?

Times asked 1
Official solution

Simple@app.route URL ko Python function se jodta hai. @ wala cheez decorator hai.
```
@app.route('/hello/<name>', methods=['GET'])
def hello(name):
    return f'Hello {name}'
```
Decorator function ko wrap karke extra behaviour deta hai (route register, login_required).
Endpoint generally function name. Path /hello/Ram.
<int:id> type converter — sirf integer. Bina converter string. ID chahiye to int safer.
methods=['POST'] only POST. Default GET.
functools.wraps custom decorator mein original function name/docs preserve karta hai.
9
What is url_for()?

Times asked 4
Official solution

Simpleurl_for Flask function/endpoint name se URL generate karta hai, hardcode path nahi.
```
url_for('home') → '/'
url_for('edit_user', id=5) → '/user/5/edit'
Templates: href="{{ url_for('login') }}"
```
Parameter: endpoint ka naam (function name), plus route variables.
Galat naam: BuildError. Route rename karo to url_for automatic naya path dega — yahi fayda hai.
10
If url_for(home) is changed to url_for(home_page), what will happen?

Times asked 1
Official solution

Simpleurl_for Flask function/endpoint name se URL generate karta hai, hardcode path nahi.
```
url_for('home') → '/'
url_for('edit_user', id=5) → '/user/5/edit'
Templates: href="{{ url_for('login') }}"
```
Parameter: endpoint ka naam (function name), plus route variables.
Galat naam: BuildError. Route rename karo to url_for automatic naya path dega — yahi fayda hai.
11

Difference between request.form.get() and request.form[].

Times asked 1

Official solution

Simplerequest.form POST body se aata hai, request.args URL query se (?q=flask).
request.form['email'] → key na ho to KeyError (crash)
request.form.get('email') → key na ho to None (safe). Default: request.form.get('q', '')
request.args.get('page', 1) → /search?page=2
Login POST: request.form.get('password')
Search GET: q = request.args.get('q', '')
Hamesha .get() prefer karo viva coding mein — crash nahi hoga.
12

Explain Session handling.

Times asked 1

Official solution

SimpleFlask session request-across data store karta hai, generally signed cookie mein.
session['user_id'] = user.id
uid = session.get('user_id')
session.clear() # logout
Type: dictionary-like (SecureCookieSession). SECRET_KEY se sign — tamper detect.
Store kahan: default client cookie. Server-side Redis/filesystem bhi laga sakte ho.
Browser storage: cookies, localStorage, sessionStorage. Session cookie tab-close pe jaa sakti hai.
Remember-me: permanent session ya alag token cookie.
13

What is Cascade Delete?

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).
14

Which SQL Join did you use?

Times asked 1

Official solution

SimpleJOIN do tables ko related columns se milata hai.
INNER JOIN: dono taraf match. LEFT JOIN: left ki saari rows, right match na ho to NULL.
ORM: User.query.join(Booking).filter(Booking.status=='ok').all() ya user.bookings relationship (lazy join).
Exampleblacklisted company ke drives pe applicants — Application join Drive join Company.
Viva: jo relationship use ki usko 'ORM join' bolo, raw SQL tab jab examiner explicitly SQL maange.
15
Explain the different types of SQL Joins.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
16
What is Template Inheritance?

Times asked 10
Official solution

Simpleextends poora layout inherit karta hai, include chhota piece insert karta hai.
extends: child page base.html ka structure use karti hai, blocks override karti hai. Ek hi parent.
include: navbar.html / footer.html jahan chaho insert. Kai baar use ho sakta hai.
base.html:
```
{% block content %}{% endblock %}

home.html:
{% extends 'base.html' %}
{% block content %}<h1>Home</h1>{% endblock %}

{% include 'navbar.html' %}  → navbar har page pe
```
Fayda: header/footer ek jagah, change once — saari pages update. MAD1 mein almost har project use karta hai.
17
Modify the frontend logic.

Times asked 1
Official solution

Yeh MAD-1 viva question tumhare project ke context se linked hai. Short answer is structure se do:
Pehle 1 line definition/purpose, phir tumhare project ka example, phir chhota code/flow.
Typical Flask flowBrowser request → @app.route controller → SQLAlchemy model/DB → Jinja template response.
Auth: session['user_id'] + role check. CRUD: add/commit, query.all, field update, delete.
Live change maange to: related model → route → template, phir browser refresh karke dikhao.
Example (generic create):
obj = Model(name=request.form.get('name'))
```
db.session.add(obj); db.session.commit()
return redirect(url_for('list_view'))
```
18
In the search functionality, display the total number of matching campaigns using the Jinja length filter.

Times asked 1
Official solution

SimpleSearch box GET form, backend query filter, results template mein.
```
q = request.args.get('q', '').strip()
results = Doctor.query.filter(Doctor.name.ilike(f'%{q}%')).all() if q else []
return render_template('search.html', results=results, q=q)
```
Jinja: {{ results|length }} matches. Empty: 'No results'.
JS-only filter: saara data pehle load, client filter — chhote lists. Bada data: server search.
Search generally GET (shareable URL). Count: len(results) ya db.func.count.
19

Explain CSS selectors/elements such as head, h3, h5, etc.

Times asked 1

Official solution

SimpleCSS page ko style karti hai — color, layout, font. HTML structure, CSS look.
h1 { color: navy; } .card { padding: 16px; } #logo { width: 80px; }
Selectors: element (h3), class (.btn), id (#nav), pseudo (:hover).
display:flex — ek line/row mein items, justify-content/align-items se center.
Multiple classes: saari apply, conflict pe specificity/order.
Responsive: media queries / Bootstrap grid. Bina CSS limited (old tables) — practically CSS chahiye.
20
Explain your code line by line from main.py (questions asked based on individual lines of code).

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.

See reviews Level2_145 MAD1 Level 1

Jul 30, 2026

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1

Show your College ID.

Times asked 16

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.
2

Perform checksum.

Times asked 1

Official solution

SimpleChecksum file ka hash (jaise SHA256) — file change hui ya nahi verify.
Portal pe submitted ZIP ka checksum diya hota hai. Local file ka hash nikaalo, match hona chahiye.
Linux: sha256sum project.zip
Mismatch = galat file / corrupt download. Examiner integrity check karta hai ki tumhari submitted copy hi run ho rahi hai.
3

Demonstrate the project.

Times asked 1

Official solution

SimpleDemo script pehle se practice karo, 5-7 minute, saari roles.
Suggested flow
1) Register/login user 2) Admin login — CRUD 3) Approval/blacklist 4) Booking/apply 5) Search 6) Validation edge (slots 0, duplicate) 7) Logout
Bolte-bolte dikhao: 'Yahan overbooking rokta hoon'. Code tab kholna jab poochhein.
Crash ho to debug calmly: terminal error, typo, DB path.
Mandatory features skip mat karna — examiner list tick karta hai.
4

Show the Admin Dashboard.

Times asked 1

Official solution

Yeh feature demo hai. Account ready rakho, steps bol ke dikhao.
Role ke hisaab login → action (create/approve/book) → DB/UI pe result → edge case (fail when slots=0 / blacklisted).
Do browser windows: admin + user. Search/filter alag se dikhao.
Agar feature nahi hai to sach bolo aur 2 minute mein kaise add karoge (query + template) explain karo.
5
Show your project report.

Times asked 1
Official solution

SimpleFlask default port 5000. Change: app.run(port=8000) ya env PORT, ya flask run --port 8000.
```
if __name__ == '__main__':
    app.run(debug=True, host='0.0.0.0', port=8000)
```
Do apps ek saath: alag ports. Occupied port: error, doosra number try.
6

Explain the folder/project structure and how all files are connected.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
7
Explain models.py.

Times asked 21
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
8

Explain a route from routes.py.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
9
Explain an HTML template (e.g., admin_dashboard.html).

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
10
Explain the database models and relationships.

Times asked 1
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
11
Show and explain the ER Diagram.

Times asked 2
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
12
How does the Secret Key work? Have you implemented it?

Times asked 1
Official solution

SimpleSECRET_KEY Flask ka secret jisse session cookies sign/encrypt hoti hain.
```
app.config['SECRET_KEY'] = os.getenv('SECRET_KEY', 'dev-key')
```
Iske bina session/flash unreliable ya insecure. Key leak = attacker session forge kar sakta hai.
Hardcode mat karo production mein — .env / environment variable. Flash messages bhi session use karti hain, isliye SECRET_KEY se related hain.
Hataane pe session kaam nahi / warning. Change karne pe purane sessions invalid.
13
Explain db.init_app(app).

Times asked 1
Official solution

Simpledb Flask-SQLAlchemy ka object hai. Models db.Model se inherit karti hain, tables db.create_all() se banti hain.
db = SQLAlchemy()
db.init_app(app) # factory pattern
```
with app.app_context():
    db.create_all()

db.Model SQLAlchemy declarative base (class). Columns se table schema.
```
db properties engine/session/metadata se aati hain, Flask app config (SQLALCHEMY_DATABASE_URI) se bind.
Admin user: create_all sirf tables; admin seed alag function mein (if not User.query.filter_by(role='admin').first(): ...).
Live schema change: Flask-Migrate/Alembic. create_all nayi tables add kare, existing columns alter nahi karta generally.
14
Explain app.app_context().push().

Times asked 1
Official solution

SimpleApplication context app-level data (config, db), Request context ek HTTP request (request, session).
Request ke andar Flask khud context push karta hai. Scripts/shell mein db query ke liye:
```
with app.app_context():
    User.query.all()
```
app.app_context().push() same, lekin with better (cleanup).
current_app proxy current Flask app ki taraf. Factory pattern mein import app cycle avoid.
Request context ke bahar request.form error dega.
15
Why do we use if __name__ == "__main__"?

Times asked 1
Official solution

Simpleapp = Flask(__name__) app banata hai; if __name__ == '__main__' tabhi server start jab file directly run ho.
```
app = Flask(__name__)
if __name__ == '__main__':
    app.run(debug=True, port=5000)
```
__name__ module ka naam. Direct run pe '__main__', import pe filename. Import karoge to server auto-start nahi — tests/blueprints ke liye zaroori.
debug=True: auto-reload + debugger. Production mein band rakho (security).
Port: app.run(port=8000) ya flask run --port 8000. Default 5000. Haan, change ho sakta hai.
16
Why do we use app.run()?

Times asked 1
Official solution

Simpleapp = Flask(__name__) app banata hai; if __name__ == '__main__' tabhi server start jab file directly run ho.
```
app = Flask(__name__)
if __name__ == '__main__':
    app.run(debug=True, port=5000)
```
__name__ module ka naam. Direct run pe '__main__', import pe filename. Import karoge to server auto-start nahi — tests/blueprints ke liye zaroori.
debug=True: auto-reload + debugger. Production mein band rakho (security).
Port: app.run(port=8000) ya flask run --port 8000. Default 5000. Haan, change ho sakta hai.
17
What is url_for()? What is its purpose?

Times asked 1
Official solution

Simpleurl_for Flask function/endpoint name se URL generate karta hai, hardcode path nahi.
```
url_for('home') → '/'
url_for('edit_user', id=5) → '/user/5/edit'
Templates: href="{{ url_for('login') }}"
```
Parameter: endpoint ka naam (function name), plus route variables.
Galat naam: BuildError. Route rename karo to url_for automatic naya path dega — yahi fayda hai.
18
What is @app.route? What does @ (decorator) mean?

Times asked 1
Official solution

Simple@app.route URL ko Python function se jodta hai. @ wala cheez decorator hai.
```
@app.route('/hello/<name>', methods=['GET'])
def hello(name):
    return f'Hello {name}'
```
Decorator function ko wrap karke extra behaviour deta hai (route register, login_required).
Endpoint generally function name. Path /hello/Ram.
<int:id> type converter — sirf integer. Bina converter string. ID chahiye to int safer.
methods=['POST'] only POST. Default GET.
functools.wraps custom decorator mein original function name/docs preserve karta hai.
19

Difference between render_template() and redirect().

Times asked 4

Official solution

Simplerender_template HTML page bana ke turant dikhata hai, redirect user ko doosre URL pe bhej deta hai.
render_template('home.html', user=user) → server template fill karke 200 response deta hai. URL same rehta hai.
redirect(url_for('dashboard')) → 302 response, browser naya GET karta hai. URL change ho jaata hai.
Examplelogin POST successful hone ke baad render_template mat use karo, warna refresh pe form dubara submit ho jaayega.
Sahi tarika: redirect(url_for('dashboard')) — yeh Post-Redirect-Get pattern hai.
render_template tab: page dikhana hai with data.
redirect tab: kaam ho gaya, ab doosre page pe le jaana hai (login, delete, update ke baad).
20

What is Session?

Times asked 3

Official solution

SimpleFlask session request-across data store karta hai, generally signed cookie mein.
session['user_id'] = user.id
uid = session.get('user_id')
session.clear() # logout
Type: dictionary-like (SecureCookieSession). SECRET_KEY se sign — tamper detect.
Store kahan: default client cookie. Server-side Redis/filesystem bhi laga sakte ho.
Browser storage: cookies, localStorage, sessionStorage. Session cookie tab-close pe jaa sakti hai.
Remember-me: permanent session ya alag token cookie.
21

Difference between request.form[] and request.args.get().

Times asked 1

Official solution

Simplerequest.form POST body se aata hai, request.args URL query se (?q=flask).
request.form['email'] → key na ho to KeyError (crash)
request.form.get('email') → key na ho to None (safe). Default: request.form.get('q', '')
request.args.get('page', 1) → /search?page=2
Login POST: request.form.get('password')
Search GET: q = request.args.get('q', '')
Hamesha .get() prefer karo viva coding mein — crash nahi hoga.
22

How do you provide a default value to request.args.get()?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
23
What do query.all() and query.first() do?

Times asked 1
Official solution

Simplenullable=False matlab column khali nahi. default seedha value. Query objects lazy hote hain jab tak .all/.first.
```
age = db.Column(db.Integer, nullable=True)  # optional
status = db.Column(db.String(20), default='pending')
```
__tablename__ = 'users' # table name override
User.query.all() → list of User. .first() → User ya None. .get_or_404(id) → User ya 404.
filter_by(...) Query object return karta hai, execute .all() pe. Type: BaseQuery / list after all().
db.func.count(User.id) aggregate. Empty table render: loop 0 baar, crash nahi agar code sahi.
24
Explain the database relationships used in your project.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
25
What is a Many-to-Many relationship?

Times asked 1
Official solution

SimpleRelationships tables ko jodti hain taaki related data object se mil jaaye.
One-to-Many: User → kai Posts. posts = relationship('Post', backref='author'). FK post.user_id.
One-to-One: User → Profile. uselist=False + unique FK. Profile.user_id unique.
Many-to-Many: Student ↔ Drive. Junction/secondary table (student_id, drive_id).
Example 1-1:
```
class Profile(db.Model):
    user_id = db.Column(db.Integer, db.ForeignKey('user.id'), unique=True)
    user = db.relationship('User', back_populates='profile', uselist=False)
```
1-M ko 1-1: child FK pe unique=True + uselist=False.
Parent-child: parent PK, child FK. Junction table extra columns bhi rakh sakti hai (applied_on).
26

Difference between SQLAlchemy and Flask-SQLAlchemy.

Times asked 1

Official solution

SimpleSQLAlchemy core ORM library hai, Flask-SQLAlchemy uska Flask wrapper hai.
SQLAlchemy: sessions, engine khud manage. Kisi bhi Python app mein.
Flask-SQLAlchemy: db = SQLAlchemy(app) ya db.init_app(app). Request ke saath session, db.Model, db.session.add.
MAD1: Flask-SQLAlchemy use hota hai. SQLAlchemy aur cheezein bhi karta hai — Core SQL expression, connection pooling, not only ORM.
MySQLAlchemy naam ki koi library nahi — examiner joke/trick poochta hai. Answer: SQLAlchemy + MySQL dialect.
27
Explain Primary Key and Foreign Key.

Times asked 3
Official solution

SimplePrimary Key row ki unique ID hai, Foreign Key doosri table ki Primary Key ko point karti hai.
Primary Key: unique + not null. Har table mein hota hai. Example: user.id = 5
Foreign Key: relationship banati hai. post.user_id = 5 matlab yeh post user 5 ki hai.
Example
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
class Post(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    user_id = db.Column(db.Integer, db.ForeignKey('user.id'))
```
FK Primary Key bhi ho sakti hai (1-to-1 profile table). FK unique ho to One-to-One, nahi to One-to-Many.
28
What is Jinja2 templating?

Times asked 1
Official solution

SimpleJinja2 Flask ka template engine hai. HTML ke andar Python-jaisa data print/loop/if kar sakte ho.
Bina Jinja har user ke liye alag HTML file. Jinja se ek template + data.
```
{{ user.name }} print, {% for x in items %} loop, {% if %} condition, {% extends %} layout.
```
Example routereturn render_template('dash.html', treks=treks)
dash.html: {% for t in treks %}<li>{{ t.name }}</li>{% endfor %}
HTML files templates/ folder mein isliye kyunki Flask default wahan dhundhta hai. render_template Jinja ko run karta hai.
Boolean Jinja handle karta hai: {% if user.is_admin %}.
29
Difference between GET and POST methods.

Times asked 2
Official solution

SimpleGET data mangta hai (read), POST data bhejta hai (create/submit).
GETURL mein dikhta hai, bookmark ho sakta hai, browser back/refresh safe hai, data URL query mein jaata hai. Search, page open, login form dikhana.
POSTbody mein data jaata hai, URL mein password nahi dikhta, refresh pe dubara submit ho sakta hai. Login, register, form save.
Example
# page dikhana
```
@app.route('/login', methods=['GET', 'POST'])
def login():
    if request.method == 'GET':
        return render_template('login.html')
    # POST: form submit
    email = request.form.get('email')
    ...
```
GET se theoretically data bhej sakte ho (?q=flask), lekin create/update ke liye nahi use karna — data log/history mein save ho jaata hai, length limit hoti hai.
HTML form default GET hota hai; method='POST' likhna zaroori hai login/register pe.
30

What does abort() do?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
31

What are HTTP Status Codes?

Times asked 2

Official solution

SimpleStatus code number batata hai request ka result.
200 OK — success, page/data mil gaya.
201 Created — POST se naya resource.
302/303 Found/See Other — redirect (login ke baad).
304 Not Modified — cache use karo.
400 Bad Request — galat input.
401 Unauthorized — login nahi (ironically authentication missing).
403 Forbidden — login hai, permission nahi.
404 Not Found — route/record nahi.
500 Internal Server Error — server crash (DB error, NoneType). debug=True pe traceback.
501 Not Implemented — method server nahi sambhalta.
abort(404) Flask mein. get_or_404(id) record na ho to 404.
User ID GET pe exist na kare to 404 return karo, 500 nahi.
32
Why did you use aria-current in Bootstrap?

Times asked 1
Official solution

SimpleBootstrap CSS/JS framework — ready classes se responsive UI.
```
<button class='btn btn-primary'>Save</button>
```
Red button: btn btn-danger. Navbar, cards, grid (row/col).
CDN: <link href='https://cdn.jsdelivr.net/npm/bootstrap@5...'> — internet na ho to style toot sakti hai. Local copy safer viva ke liye.
CSS vs Bootstrap: Bootstrap faster consistent UI, custom CSS fine-control. Dono saath use ho sakte hain.
aria-current='page' accessibility — current nav item screen readers ko.
CDN fayda: cache, quick setup. Nuksaan: offline, privacy, version lock.
33

Change the button color to green.

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>
34
Add password validation: Minimum 8 characters. At least one uppercase letter. At least one lowercase letter. At least one number.

Times asked 1
Official solution

SimpleValidation galat data rok ti hai — frontend turant, backend must.
Frontend: required, min='18', maxlength='8', pattern='(?=.*[A-Z]).{8,}'
Backend example:
```
pwd = request.form.get('password','')
if len(pwd) < 8 or not re.search(r'[A-Z]', pwd) or not re.search(r'[0-9]', pwd):
    flash('Weak password')
```
Haan, regex se password rules ho sakte hain.
Age 18-99, date >= today, slots <= 30 and > 0, confirm password == password, email '@' .
Duplicate username: User.query.filter_by(email=email).first() or unique=True catch IntegrityError.
Past date: if date < date.today(): reject. Negative slots: if slots < 0: reject; book pe available > 0 check.
35
Sort the Services table by name instead of ID.

Times asked 1
Official solution

Yeh list filter/sort/display task hai. Query badlo, template same rakh sakte ho.
```
rows = Model.query.filter_by(status='approved').order_by(Model.name.asc()).all()
```
Jinja: {% for r in rows %}<tr><td>{{ r.name|upper }}</td></tr>{% endfor %}
```
{{ rows|length }} count dikhane ke liye.
```
Alphabet sort: order_by(Model.name). Status filter: filter_by(status='pending').
Assigned staff column: relationship se {{ booking.staff.name }}.
36
Sort the Services table by name, then price (high to low).

Times asked 1
Official solution

Yeh list filter/sort/display task hai. Query badlo, template same rakh sakte ho.
```
rows = Model.query.filter_by(status='approved').order_by(Model.name.asc()).all()
```
Jinja: {% for r in rows %}<tr><td>{{ r.name|upper }}</td></tr>{% endfor %}
```
{{ rows|length }} count dikhane ke liye.
```
Alphabet sort: order_by(Model.name). Status filter: filter_by(status='pending').
Assigned staff column: relationship se {{ booking.staff.name }}.

See reviews Level3_25 MAD1 Level 1

Jul 30, 2026

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1

Show your ID card.

Times asked 23

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.
2

Give a complete demo of your application.

Times asked 2

Official solution

SimpleDemo script pehle se practice karo, 5-7 minute, saari roles.
Suggested flow
1) Register/login user 2) Admin login — CRUD 3) Approval/blacklist 4) Booking/apply 5) Search 6) Validation edge (slots 0, duplicate) 7) Logout
Bolte-bolte dikhao: 'Yahan overbooking rokta hoon'. Code tab kholna jab poochhein.
Crash ho to debug calmly: terminal error, typo, DB path.
Mandatory features skip mat karna — examiner list tick karta hai.
3

Explain the complete project workflow.

Times asked 2

Official solution

SimpleDemo script pehle se practice karo, 5-7 minute, saari roles.
Suggested flow
1) Register/login user 2) Admin login — CRUD 3) Approval/blacklist 4) Booking/apply 5) Search 6) Validation edge (slots 0, duplicate) 7) Logout
Bolte-bolte dikhao: 'Yahan overbooking rokta hoon'. Code tab kholna jab poochhein.
Crash ho to debug calmly: terminal error, typo, DB path.
Mandatory features skip mat karna — examiner list tick karta hai.
4

Explain the project structure.

Times asked 2

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
5
Explain the configuration file.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
6
Explain all dependencies/libraries used.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
7
Explain the database design.

Times asked 2
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
8
Explain all models.

Times asked 2
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
9

Explain all routes/controllers.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
10
Explain the HTML templates.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
11
Explain a specific feature's code and logic.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.

Explain the login flow.

Times asked 2

Official solution

SimpleLogin GET form dikhata hai, POST credentials check karke session set karta hai.

@app.route('/login', methods=['GET','POST'])
def login():
    if request.method == 'POST':
        u = User.query.filter_by(email=request.form.get('email')).first()
        if u and check_password_hash(u.password, request.form.get('password')):
            if getattr(u, 'blacklisted', False):
                flash('Blocked'); return redirect(url_for('login'))
            session['user_id'] = u.id
            session['role'] = u.role
            return redirect(url_for('dashboard'))
        flash('Invalid')
    return render_template('login.html')

Logout: session.clear(); redirect login. Incognito alag cookie jar — logged out dikhega.
Single login page: role se redirect alag dashboards.

13

Explain CRUD implementation.

Times asked 1

Official solution

SimpleCRUD = Create, Read, Update, Delete — kisi bhi resource ke 4 basic operations.
Create: POST, db.session.add(new_user); commit() — register, add trek.
Read: GET, User.query.all() — dashboard list.
Update: POST/PUT, user.name = 'Ram'; commit() — edit profile.
DeletePOST/DELETE, db.session.delete(obj); commit().
REST mapping: POST create, GET read, PUT/PATCH update, DELETE delete.
Admin panel mein yeh 4 dikhana viva demo ka common task hai.
14

Explain system architecture/data flow.

Times asked 1

Official solution

Simple flow: Browser → Route (controller) → Model/DB → phir template (view) → Browser.
Submit example:
1) HTML form POST /register, name='email'
2) register() request.form.get('email')
3) User(email=...) ; db.session.add; commit
4) redirect dashboard
5) dashboard query + render_template
6) Jinja {{ user.email }} / {% for %}
GET search: /search?q=flask → request.args.get('q') → filter ilike → template list.
JSON API: jsonify, frontend fetch().
15
Explain authentication and authorization.

Times asked 1
Official solution

SimpleAuthentication poochta hai "tu kaun hai?", Authorization poochta hai "tujhe yeh kaam karne ki permission hai?"
Authentication: login. Username + password check karke prove karte ho ki tum genuine user ho. Success pe session/token milta hai.
Authorization: uske baad role check. Admin hi parking lot delete kar sakta hai, normal user nahi.
Example (Flask):
# Authentication
```
if user and check_password_hash(user.password, form_password):
    session['user_id'] = user.id

# Authorization
if session.get('role') != 'admin':
    abort(403)  # logged in ho, lekin allowed nahi
```
Project example: student login = authentication. Student admin dashboard nahi khol sakta = authorization.
Validation alag cheez hai (form sahi bhara hai ya nahi, jaise age 18+).
16
Explain password hashing and verification.

Times asked 1
Official solution

SimplePassword DB mein plain text mat rakho — hash store karo jo reverse nahi hota.
```
from werkzeug.security import generate_password_hash, check_password_hash
user.password = generate_password_hash(request.form['password'])
check_password_hash(user.password, form_password)
```
Hashing ≠ encryption. Leak pe bhi original password nahi milta (easy passwords rainbow table se — isliye salt + strong hash).
Column String(200) kyunki hash lamba hota hai. unique=True password pe mat lagao.
17
Explain user validation.

Times asked 1
Official solution

SimpleValidation galat data rok ti hai — frontend turant, backend must.
Frontend: required, min='18', maxlength='8', pattern='(?=.*[A-Z]).{8,}'
Backend example:
```
pwd = request.form.get('password','')
if len(pwd) < 8 or not re.search(r'[A-Z]', pwd) or not re.search(r'[0-9]', pwd):
    flash('Weak password')
```
Haan, regex se password rules ho sakte hain.
Age 18-99, date >= today, slots <= 30 and > 0, confirm password == password, email '@' .
Duplicate username: User.query.filter_by(email=email).first() or unique=True catch IntegrityError.
Past date: if date < date.today(): reject. Negative slots: if slots < 0: reject; book pe available > 0 check.
18
Explain how relationships are implemented.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
19
Explain a dynamic summary/chart implementation.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
20
Explain timer functionality (if implemented).

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
21

What is MVC?

Times asked 9

Official solution

SimpleMVC = Model-View-Controller. Code ko 3 hisson mein baant ta hai taaki mix na ho.
Model: data + DB. models.py — User, Trek, Booking classes.
View: jo user dekhta hai. templates/*.html + Jinja.
Controller: beech ka logic. routes / app.py — request lo, model se data, view ko do.
Example flow (register):
Browser form POST → Controller register() → User model save → redirect → View dashboard.html
Draw: Browser → Controller → Model → DB, phir Controller → View → Browser.
ORM na ho to bhi MVC ho sakta hai — Model raw SQL functions ho sakte hain. Structure matter karta hai, library nahi.
MVP/MVVM doosri architectures hain; MAD1 mein MVC expected hai.
22

Explain Model, View and Controller in your project.

Times asked 1

Official solution

SimpleMVC = Model-View-Controller. Code ko 3 hisson mein baant ta hai taaki mix na ho.
Model: data + DB. models.py — User, Trek, Booking classes.
View: jo user dekhta hai. templates/*.html + Jinja.
Controller: beech ka logic. routes / app.py — request lo, model se data, view ko do.
Example flow (register):
Browser form POST → Controller register() → User model save → redirect → View dashboard.html
Draw: Browser → Controller → Model → DB, phir Controller → View → Browser.
ORM na ho to bhi MVC ho sakta hai — Model raw SQL functions ho sakte hain. Structure matter karta hai, library nahi.
MVP/MVVM doosri architectures hain; MAD1 mein MVC expected hai.
23
What is @app.route()?

Times asked 1
Official solution

Simple@app.route URL ko Python function se jodta hai. @ wala cheez decorator hai.
```
@app.route('/hello/<name>', methods=['GET'])
def hello(name):
    return f'Hello {name}'
```
Decorator function ko wrap karke extra behaviour deta hai (route register, login_required).
Endpoint generally function name. Path /hello/Ram.
<int:id> type converter — sirf integer. Bina converter string. ID chahiye to int safer.
methods=['POST'] only POST. Default GET.
functools.wraps custom decorator mein original function name/docs preserve karta hai.
24
What is an endpoint?

Times asked 1
Official solution

Simple@app.route URL ko Python function se jodta hai. @ wala cheez decorator hai.
```
@app.route('/hello/<name>', methods=['GET'])
def hello(name):
    return f'Hello {name}'
```
Decorator function ko wrap karke extra behaviour deta hai (route register, login_required).
Endpoint generally function name. Path /hello/Ram.
<int:id> type converter — sirf integer. Bina converter string. ID chahiye to int safer.
methods=['POST'] only POST. Default GET.
functools.wraps custom decorator mein original function name/docs preserve karta hai.
25
What is url_for()?

Times asked 4
Official solution

Simpleurl_for Flask function/endpoint name se URL generate karta hai, hardcode path nahi.
```
url_for('home') → '/'
url_for('edit_user', id=5) → '/user/5/edit'
Templates: href="{{ url_for('login') }}"
```
Parameter: endpoint ka naam (function name), plus route variables.
Galat naam: BuildError. Route rename karo to url_for automatic naya path dega — yahi fayda hai.
26
Difference between url_for() and redirect().

Times asked 2
Official solution

Simpleurl_for sirf URL string banata hai, redirect us URL pe browser ko bhejta hai.
url_for('home') → '/home' (function name se URL nikalta hai)
redirect(url_for('home')) → browser ko /home pe le jaata hai
Example
```
return redirect(url_for('dashboard'))  # sahi
return redirect('/dashboard')         # hardcode, route change pe toot jaayega

Agar redirect se url_for hata do to khud path string dena padega: redirect('/dashboard').
Agar url_for('home') ko url_for('home_page') kar do aur home_page naam ka function nahi hai to BuildError aayega.
```
url_for ko function ka naam chahiye, URL path nahi.
27
What is render_template()?

Times asked 3
Official solution

Simplerender_template HTML file ko Jinja se process karke browser ko bhejta hai. Backend data ko frontend se jodta hai.
```
return render_template('dashboard.html', user=user, treks=treks)
```
File templates/dashboard.html honi chahiye.
Keyword arguments template mein variables ban jaate hain: {{ user.name }}.
Route kuch return na kare to Flask error. Boolean return typical HTML view ke liye nahi — string/Response chahiye.
28
Difference between url_for() and render_template().

Times asked 1
Official solution

Simpleurl_for URL nikalta hai, render_template HTML page return karta hai. Dono alag kaam.
```
url_for('login') → '/login'
render_template('login.html') → login page ka HTML

Templates mein link ke liye: <a href="{{ url_for('dashboard') }}">Dashboard</a>
Route mein page dikhane ke liye: return render_template('dashboard.html', user=user)
```
url_for endpoint/function name leta hai, render_template HTML file name leta hai.
29

What is app.py?

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
30
What is models.py?

Times asked 1
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
31

What is functions.py?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
32
What is ORM?

Times asked 49
Official solution

SimpleORM = Object Relational Mapping. Database tables ko Python classes/objects se map karta hai, raw SQL kam likhni padti hai.
Bina ORM: cursor.execute('SELECT * FROM user WHERE id=?', [5])
ORM se: User.query.get(5) ya db.session.get(User, 5)
Example model
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True)
```
FaydePython mein soch sakte ho, SQL injection se protection (parameterized), relationships easy, DB switch thoda aasan.
Nuksaancomplex queries slow/abstract, seekhne ki layer extra, kabhi raw SQL phir bhi chahiye.
MAD1: SQLAlchemy (Flask-SQLAlchemy). Tables db.create_all() ya migrations se banti hain.
33
Why do we use ORM?

Times asked 1
Official solution

SimpleORM = Object Relational Mapping. Database tables ko Python classes/objects se map karta hai, raw SQL kam likhni padti hai.
Bina ORM: cursor.execute('SELECT * FROM user WHERE id=?', [5])
ORM se: User.query.get(5) ya db.session.get(User, 5)
Example model
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True)
```
FaydePython mein soch sakte ho, SQL injection se protection (parameterized), relationships easy, DB switch thoda aasan.
Nuksaancomplex queries slow/abstract, seekhne ki layer extra, kabhi raw SQL phir bhi chahiye.
MAD1: SQLAlchemy (Flask-SQLAlchemy). Tables db.create_all() ya migrations se banti hain.
34
What is SQLAlchemy?

Times asked 8
Official solution

SimpleSQLAlchemy Python ka sabse popular ORM hai. MAD1 mein Flask-SQLAlchemy wrapper use hota hai.
db = SQLAlchemy(app)
```
class Book(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    title = db.Column(db.String(80), nullable=False)

Operations: db.session.add(obj), .commit(), .delete(obj), Model.query.all(), .filter_by(), .get_or_404(id).
db.Model ek class hai (function nahi). db object engine + session + metadata hold karta hai.
```
SQLALCHEMY_TRACK_MODIFICATIONS=False extra signals band karta hai, performance warning hatati hai.
35
Is SQLAlchemy a class or a function? (Answer: Class)

Times asked 1
Official solution

SimpleSQLAlchemy Python ka sabse popular ORM hai. MAD1 mein Flask-SQLAlchemy wrapper use hota hai.
db = SQLAlchemy(app)
```
class Book(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    title = db.Column(db.String(80), nullable=False)

Operations: db.session.add(obj), .commit(), .delete(obj), Model.query.all(), .filter_by(), .get_or_404(id).
db.Model ek class hai (function nahi). db object engine + session + metadata hold karta hai.
```
SQLALCHEMY_TRACK_MODIFICATIONS=False extra signals band karta hai, performance warning hatati hai.
36
What is db = SQLAlchemy()?

Times asked 1
Official solution

SimpleSQLAlchemy Python ka sabse popular ORM hai. MAD1 mein Flask-SQLAlchemy wrapper use hota hai.
db = SQLAlchemy(app)
```
class Book(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    title = db.Column(db.String(80), nullable=False)

Operations: db.session.add(obj), .commit(), .delete(obj), Model.query.all(), .filter_by(), .get_or_404(id).
db.Model ek class hai (function nahi). db object engine + session + metadata hold karta hai.
```
SQLALCHEMY_TRACK_MODIFICATIONS=False extra signals band karta hai, performance warning hatati hai.
37
What is db?

Times asked 1
Official solution

Simpledb Flask-SQLAlchemy ka object hai. Models db.Model se inherit karti hain, tables db.create_all() se banti hain.
db = SQLAlchemy()
db.init_app(app) # factory pattern
```
with app.app_context():
    db.create_all()

db.Model SQLAlchemy declarative base (class). Columns se table schema.
```
db properties engine/session/metadata se aati hain, Flask app config (SQLALCHEMY_DATABASE_URI) se bind.
Admin user: create_all sirf tables; admin seed alag function mein (if not User.query.filter_by(role='admin').first(): ...).
Live schema change: Flask-Migrate/Alembic. create_all nayi tables add kare, existing columns alter nahi karta generally.
38

Is db.Model a class or function?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
39
What is db.Model?

Times asked 2
Official solution

Simpledb Flask-SQLAlchemy ka object hai. Models db.Model se inherit karti hain, tables db.create_all() se banti hain.
db = SQLAlchemy()
db.init_app(app) # factory pattern
```
with app.app_context():
    db.create_all()

db.Model SQLAlchemy declarative base (class). Columns se table schema.
```
db properties engine/session/metadata se aati hain, Flask app config (SQLALCHEMY_DATABASE_URI) se bind.
Admin user: create_all sirf tables; admin seed alag function mein (if not User.query.filter_by(role='admin').first(): ...).
Live schema change: Flask-Migrate/Alembic. create_all nayi tables add kare, existing columns alter nahi karta generally.
40
Why do models inherit from db.Model?

Times asked 1
Official solution

Simpledb Flask-SQLAlchemy ka object hai. Models db.Model se inherit karti hain, tables db.create_all() se banti hain.
db = SQLAlchemy()
db.init_app(app) # factory pattern
```
with app.app_context():
    db.create_all()

db.Model SQLAlchemy declarative base (class). Columns se table schema.
```
db properties engine/session/metadata se aati hain, Flask app config (SQLALCHEMY_DATABASE_URI) se bind.
Admin user: create_all sirf tables; admin seed alag function mein (if not User.query.filter_by(role='admin').first(): ...).
Live schema change: Flask-Migrate/Alembic. create_all nayi tables add kare, existing columns alter nahi karta generally.
41
Where is the database initialized?

Times asked 1
Official solution

Simpledb Flask-SQLAlchemy ka object hai. Models db.Model se inherit karti hain, tables db.create_all() se banti hain.
db = SQLAlchemy()
db.init_app(app) # factory pattern
```
with app.app_context():
    db.create_all()

db.Model SQLAlchemy declarative base (class). Columns se table schema.
```
db properties engine/session/metadata se aati hain, Flask app config (SQLALCHEMY_DATABASE_URI) se bind.
Admin user: create_all sirf tables; admin seed alag function mein (if not User.query.filter_by(role='admin').first(): ...).
Live schema change: Flask-Migrate/Alembic. create_all nayi tables add kare, existing columns alter nahi karta generally.
42
From where does db inherit its properties?

Times asked 1
Official solution

Simpledb Flask-SQLAlchemy ka object hai. Models db.Model se inherit karti hain, tables db.create_all() se banti hain.
db = SQLAlchemy()
db.init_app(app) # factory pattern
```
with app.app_context():
    db.create_all()

db.Model SQLAlchemy declarative base (class). Columns se table schema.
```
db properties engine/session/metadata se aati hain, Flask app config (SQLALCHEMY_DATABASE_URI) se bind.
Admin user: create_all sirf tables; admin seed alag function mein (if not User.query.filter_by(role='admin').first(): ...).
Live schema change: Flask-Migrate/Alembic. create_all nayi tables add kare, existing columns alter nahi karta generally.
43
Explain db.relationship().

Times asked 1
Official solution

SimpleRelationships tables ko jodti hain taaki related data object se mil jaaye.
One-to-Many: User → kai Posts. posts = relationship('Post', backref='author'). FK post.user_id.
One-to-One: User → Profile. uselist=False + unique FK. Profile.user_id unique.
Many-to-Many: Student ↔ Drive. Junction/secondary table (student_id, drive_id).
Example 1-1:
```
class Profile(db.Model):
    user_id = db.Column(db.Integer, db.ForeignKey('user.id'), unique=True)
    user = db.relationship('User', back_populates='profile', uselist=False)
```
1-M ko 1-1: child FK pe unique=True + uselist=False.
Parent-child: parent PK, child FK. Junction table extra columns bhi rakh sakti hai (applied_on).
44
Why did you use relationships?

Times asked 1
Official solution

SimpleRelationships tables ko jodti hain taaki related data object se mil jaaye.
One-to-Many: User → kai Posts. posts = relationship('Post', backref='author'). FK post.user_id.
One-to-One: User → Profile. uselist=False + unique FK. Profile.user_id unique.
Many-to-Many: Student ↔ Drive. Junction/secondary table (student_id, drive_id).
Example 1-1:
```
class Profile(db.Model):
    user_id = db.Column(db.Integer, db.ForeignKey('user.id'), unique=True)
    user = db.relationship('User', back_populates='profile', uselist=False)
```
1-M ko 1-1: child FK pe unique=True + uselist=False.
Parent-child: parent PK, child FK. Junction table extra columns bhi rakh sakti hai (applied_on).
45
Explain your database relationships.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
46
Difference between backref and back_populates.

Times asked 10
Official solution

Simpledono SQLAlchemy relationships ko do taraf se connect karte hain, farq sirf likhne ke style ka hai.
backref: relationship ek side pe likhte ho, doosri side SQLAlchemy khud bana deta hai. Short hai, lekin dono models dekh ke relationship clearly nahi dikhti.
back_populates: dono models pe relationship explicitly likhte ho. Code padhne wale ko turant samajh aa jaata hai ki User.posts aur Post.author linked hain.
Example
```
class User(db.Model):
    posts = db.relationship('Post', backref='author')
```
Yahan Post.author automatically mil jaata hai.
Explicit version:
```
class User(db.Model):
    posts = db.relationship('Post', back_populates='author')
class Post(db.Model):
    author = db.relationship('User', back_populates='posts')
```
Viva tipexaminer ko bolo — MAD1 project mein back_populates zyada clear hai, isliye preferred.
47
Why use back_populates instead of backref?

Times asked 1
Official solution

Simpledono SQLAlchemy relationships ko do taraf se connect karte hain, farq sirf likhne ke style ka hai.
backref: relationship ek side pe likhte ho, doosri side SQLAlchemy khud bana deta hai. Short hai, lekin dono models dekh ke relationship clearly nahi dikhti.
back_populates: dono models pe relationship explicitly likhte ho. Code padhne wale ko turant samajh aa jaata hai ki User.posts aur Post.author linked hain.
Example
```
class User(db.Model):
    posts = db.relationship('Post', backref='author')
```
Yahan Post.author automatically mil jaata hai.
Explicit version:
```
class User(db.Model):
    posts = db.relationship('Post', back_populates='author')
class Post(db.Model):
    author = db.relationship('User', back_populates='posts')
```
Viva tipexaminer ko bolo — MAD1 project mein back_populates zyada clear hai, isliye preferred.
48
Explain inheritance in models.

Times asked 1
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
49
What is model inheritance?

Times asked 1
Official solution

SimpleOOP = objects + classes. Inheritance child parent ke fields/methods reuse karta hai.
```
class User(db.Model): ...
class Admin(User): ...  # model inheritance (joiner ya single table)
```
Models inherit db.Model se taaki query/columns milen.
```
@staticmethod: self nahi, utility. isinstance(obj, User) type check.
```
MAD1 models classes hain, routes functions — mix of OOP + procedural.
50

Structured vs Unstructured Database.

Times asked 1

Official solution

Difference question hai — 3 cheezein bolo: meaning, kab use, 1 example.
Pehle concept A ek line, phir B ek line, phir table-jaisa farq (input/output/side-effect).
Example hamesha MAD1 se: GET search page, POST register, PUT/PATCH API update, session vs cookie login.
51
What is an API?

Times asked 8
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
52
What is REST?

Times asked 3
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
53
Explain HTTP.GET vs POST.

Times asked 1
Official solution

SimpleGET data mangta hai (read), POST data bhejta hai (create/submit).
GETURL mein dikhta hai, bookmark ho sakta hai, browser back/refresh safe hai, data URL query mein jaata hai. Search, page open, login form dikhana.
POSTbody mein data jaata hai, URL mein password nahi dikhta, refresh pe dubara submit ho sakta hai. Login, register, form save.
Example
# page dikhana
```
@app.route('/login', methods=['GET', 'POST'])
def login():
    if request.method == 'GET':
        return render_template('login.html')
    # POST: form submit
    email = request.form.get('email')
    ...
```
GET se theoretically data bhej sakte ho (?q=flask), lekin create/update ke liye nahi use karna — data log/history mein save ho jaata hai, length limit hoti hai.
HTML form default GET hota hai; method='POST' likhna zaroori hai login/register pe.
54

Explain PUT.Explain all HTTP verbs you used.

Times asked 1

Official solution

SimpleHTTP methods batate hain request kya karna chahti hai. Common: GET POST PUT PATCH DELETE.
GETread/fetch. Safe, URL se. Page kholna, search.
POSTcreate/submit. Form, login.
PUTpoora replace/update. Idempotent.
PATCHpartial update.
DELETEhataana.
HEAD: sirf headers. OPTIONS: CORS preflight.
Flask: @app.route('/x', methods=['GET','POST'])
Agar methods na likho to default sirf GET.
HTML form native sirf GET/POST. PUT/DELETE JS/fetch ya hidden _method se.
GET se data fetch ho sakta hai, create nahi karna chahiye. POST se theoretically fetch ho sakta hai lekin cache/semantics galat.
DELETE fetch ke liye nahi. GET POST ka kaam officially nahi karta — side effects GET pe mat rakho.
55
Explain API endpoints.

Times asked 1
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
56
Create a new API endpoint.

Times asked 1
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
57
Test API endpoints using Postman.

Times asked 1
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
58

How are APIs working in your project?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
59
Does an API return Boolean values?

Times asked 1
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.

Explain login logic.

Times asked 1

Official solution

SimpleLogin GET form dikhata hai, POST credentials check karke session set karta hai.

@app.route('/login', methods=['GET','POST'])
def login():
    if request.method == 'POST':
        u = User.query.filter_by(email=request.form.get('email')).first()
        if u and check_password_hash(u.password, request.form.get('password')):
            if getattr(u, 'blacklisted', False):
                flash('Blocked'); return redirect(url_for('login'))
            session['user_id'] = u.id
            session['role'] = u.role
            return redirect(url_for('dashboard'))
        flash('Invalid')
    return render_template('login.html')

Logout: session.clear(); redirect login. Incognito alag cookie jar — logged out dikhega.
Single login page: role se redirect alag dashboards.

61
Explain registration logic.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
62
How is authentication implemented?

Times asked 1
Official solution

SimpleAuthentication session se, Authorization role/ownership check se.
```
def admin_required(f):
    @wraps(f)
    def wrap(*a,**k):
        if session.get('role') != 'admin':
            abort(403)
        return f(*a,**k)
    return wrap
```
Jinja: {% if session['role']=='admin' %}<a href='/admin'>Admin</a>{% endif %}
Yeh hide hai, security nahi — route pe check zaroori. Admin authenticated bhi hai (logged in) aur authorized bhi (role).
63
How is authorization implemented?

Times asked 1
Official solution

SimpleAuthentication session se, Authorization role/ownership check se.
```
def admin_required(f):
    @wraps(f)
    def wrap(*a,**k):
        if session.get('role') != 'admin':
            abort(403)
        return f(*a,**k)
    return wrap
```
Jinja: {% if session['role']=='admin' %}<a href='/admin'>Admin</a>{% endif %}
Yeh hide hai, security nahi — route pe check zaroori. Admin authenticated bhi hai (logged in) aur authorized bhi (role).
64

What is RBAC?Explain RBAC implementation.

Times asked 1

Official solution

SimpleRBAC = Role-Based Access Control — permission role se (admin/staff/user), har user pe alag nahi.
user.role = 'admin'
if current_user.role != 'admin': abort(403)
Same login page, role ke hisaab dashboard. Multiple roles: roles table Many-to-Many, ya comma field (behtar normalized table).
Unapproved staff: is_approved flag, login pe check.
Flask-Security/UserMixin is_authenticated, is_active, get_id dete hain.
65
Explain validation.Where have you implemented validation?

Times asked 1
Official solution

SimpleValidation galat data rok ti hai — frontend turant, backend must.
Frontend: required, min='18', maxlength='8', pattern='(?=.*[A-Z]).{8,}'
Backend example:
```
pwd = request.form.get('password','')
if len(pwd) < 8 or not re.search(r'[A-Z]', pwd) or not re.search(r'[0-9]', pwd):
    flash('Weak password')
```
Haan, regex se password rules ho sakte hain.
Age 18-99, date >= today, slots <= 30 and > 0, confirm password == password, email '@' .
Duplicate username: User.query.filter_by(email=email).first() or unique=True catch IntegrityError.
Past date: if date < date.today(): reject. Negative slots: if slots < 0: reject; book pe available > 0 check.
66
Password hashing.Which hashing library did you use?

Times asked 1
Official solution

SimplePassword DB mein plain text mat rakho — hash store karo jo reverse nahi hota.
```
from werkzeug.security import generate_password_hash, check_password_hash
user.password = generate_password_hash(request.form['password'])
check_password_hash(user.password, form_password)
```
Hashing ≠ encryption. Leak pe bhi original password nahi milta (easy passwords rainbow table se — isliye salt + strong hash).
Column String(200) kyunki hash lamba hota hai. unique=True password pe mat lagao.
67

Git vs VCS.

Times asked 1

Official solution

SimpleVCS history track karta hai, Git ek distributed VCS hai.
VCS: kaun kab kya change kiya, rollback, branches. Example: Git, SVN.
Git distributed: har developer ke paas poori copy (commits) hoti hai. Central GitHub sirf remote hosting hai, lekin Git ka model distributed hai.
SVN centralized: bina server ke history nahi.
Commands: git status (kya dirty hai), git branch / git checkout -b feature (nayi branch), git rm --cached file (track band, file rahe).
Fayda: collaboration, backup, experiment branches, viva GitHub collaborator check.
Git ke bina bhi files rakh sakte ho, lekin history/merge nahi.
68

Client-Server Architecture vs Distributed Architecture.

Times asked 1

Official solution

Simple2-tier = client seedha database se baat karta hai. 3-tier = beech mein application server hota hai.
2-tier: UI + DB. Jaise desktop app directly SQLite. Simple, lekin security/scaling kam.
3-tier: Presentation (browser) → Application (Flask) → Data (SQLite/MySQL). MAD1 project yahi hai.
Examplebrowser HTML dikhata hai, Flask business logic (booking, auth), DB data store.
Fayda: DB expose nahi, logic central, scale alag-alag tiers pe kar sakte ho.
69

Why is your project Client-Server?

Times asked 1

Official solution

SimpleClient maangta hai, Server jawab deta hai.
Client: browser (Chrome). HTML/CSS/JS run, request bhejta hai.
Server: Flask app. Route handle, DB query, response.
Request-response: GET /dashboard → Flask HTML return → browser render.
MAD1 project client-server hai kyunki browser aur Flask alag processes hain, HTTP se baat karte hain. Distributed tab kehlata jab kai servers/services alag machines pe hon.
70

Difference between Client-Server and Distributed Systems.

Times asked 1

Official solution

SimpleClient maangta hai, Server jawab deta hai.
Client: browser (Chrome). HTML/CSS/JS run, request bhejta hai.
Server: Flask app. Route handle, DB query, response.
Request-response: GET /dashboard → Flask HTML return → browser render.
MAD1 project client-server hai kyunki browser aur Flask alag processes hain, HTTP se baat karte hain. Distributed tab kehlata jab kai servers/services alag machines pe hon.
71
Template Inheritance.

Times asked 1
Official solution

Simpleextends poora layout inherit karta hai, include chhota piece insert karta hai.
extends: child page base.html ka structure use karti hai, blocks override karti hai. Ek hi parent.
include: navbar.html / footer.html jahan chaho insert. Kai baar use ho sakta hai.
base.html:
```
{% block content %}{% endblock %}

home.html:
{% extends 'base.html' %}
{% block content %}<h1>Home</h1>{% endblock %}

{% include 'navbar.html' %}  → navbar har page pe
```
Fayda: header/footer ek jagah, change once — saari pages update. MAD1 mein almost har project use karta hai.
72

Order of CSS specificity/priority.

Times asked 1

Official solution

SimpleCSS 3 tarikon se lagti hai, priority Inline > Internal > External (same specificity pe).
Inline: style='color:red' element pe. Highest priority, lekin reuse nahi. Debugging mushkil.
Internal: <style> tag HTML head mein. Us page tak limited.
External: style.css file. Large project ke liye best — ek jagah change, saari pages update.
Example same button pe teeno:
/* external */ .btn { color: blue; }
/* internal */ .btn { color: green; }
 <button class='btn' style='color:red'> → red jeetega
ID (#box) class (.btn) se strong, class element (button) se strong.
!important sabko override karta hai — avoid karo.
Large project: external CSS preferred.
73

Difference between Cell Padding and Cell Spacing.

Times asked 3

Official solution

Simplecellpadding cell ke andar gap, cellspacing cells ke beech gap.
cellpadding: text aur cell border ke beech khali jagah (andar).
cellspacing: do cells ke beech khali jagah (bahar).
Old HTML: <table cellpadding='10' cellspacing='5'>
Modern CSS:
td { padding: 10px; } /* padding */
table { border-spacing: 5px; } /* spacing */
border-collapse: collapse spacing hata deta hai, borders mil jaate hain.
74

Difference between Padding and Cell Spacing.

Times asked 1

Official solution

Simplecellpadding cell ke andar gap, cellspacing cells ke beech gap.
cellpadding: text aur cell border ke beech khali jagah (andar).
cellspacing: do cells ke beech khali jagah (bahar).
Old HTML: <table cellpadding='10' cellspacing='5'>
Modern CSS:
td { padding: 10px; } /* padding */
table { border-spacing: 5px; } /* spacing */
border-collapse: collapse spacing hata deta hai, borders mil jaate hain.
75

How do you center text in HTML?

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>
76

Why use CSS?

Times asked 1

Official solution

SimpleCSS page ko style karti hai — color, layout, font. HTML structure, CSS look.
h1 { color: navy; } .card { padding: 16px; } #logo { width: 80px; }
Selectors: element (h3), class (.btn), id (#nav), pseudo (:hover).
display:flex — ek line/row mein items, justify-content/align-items se center.
Multiple classes: saari apply, conflict pe specificity/order.
Responsive: media queries / Bootstrap grid. Bina CSS limited (old tables) — practically CSS chahiye.
77

Can HTML templates handle Boolean values?

Times asked 1

Official solution

SimpleHTTP methods batate hain request kya karna chahti hai. Common: GET POST PUT PATCH DELETE.
GETread/fetch. Safe, URL se. Page kholna, search.
POSTcreate/submit. Form, login.
PUTpoora replace/update. Idempotent.
PATCHpartial update.
DELETEhataana.
HEAD: sirf headers. OPTIONS: CORS preflight.
Flask: @app.route('/x', methods=['GET','POST'])
Agar methods na likho to default sirf GET.
HTML form native sirf GET/POST. PUT/DELETE JS/fetch ya hidden _method se.
GET se data fetch ho sakta hai, create nahi karna chahiye. POST se theoretically fetch ho sakta hai lekin cache/semantics galat.
DELETE fetch ke liye nahi. GET POST ka kaam officially nahi karta — side effects GET pe mat rakho.
78

Where is metadata used in HTML?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
79
Explain OOP concepts used in your project.

Times asked 1
Official solution

SimpleOOP = objects + classes. Inheritance child parent ke fields/methods reuse karta hai.
```
class User(db.Model): ...
class Admin(User): ...  # model inheritance (joiner ya single table)
```
Models inherit db.Model se taaki query/columns milen.
```
@staticmethod: self nahi, utility. isinstance(obj, User) type check.
```
MAD1 models classes hain, routes functions — mix of OOP + procedural.
80
Explain classes and inheritance in Python.

Times asked 1
Official solution

SimpleOOP = objects + classes. Inheritance child parent ke fields/methods reuse karta hai.
```
class User(db.Model): ...
class Admin(User): ...  # model inheritance (joiner ya single table)
```
Models inherit db.Model se taaki query/columns milen.
```
@staticmethod: self nahi, utility. isinstance(obj, User) type check.
```
MAD1 models classes hain, routes functions — mix of OOP + procedural.
81
Explain objects in your project.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
82
Explain Add Product logic.

Times asked 1
Official solution

Yeh project-specific feature add/modify hai. 4 layers touch karo: model, route, template, validation.
1) Data chahiye to models.py mein column/relationship + DB update (ALTER / migrate / create_all).
2) Route: GET pe form/page, POST pe request.form se save, flash + redirect.
3) Template: input name=... Jinja se {{ obj.field }} display.
4) Rule: duplicate, range, role check backend pe.
Example naya field 'city':
```
user.city = db.Column(db.String(50))
user.city = request.form.get('city')
<input name='city'>  ...  {{ user.city }}
```
83
Explain Add Campaign logic.

Times asked 1
Official solution

Yeh project-specific feature add/modify hai. 4 layers touch karo: model, route, template, validation.
1) Data chahiye to models.py mein column/relationship + DB update (ALTER / migrate / create_all).
2) Route: GET pe form/page, POST pe request.form se save, flash + redirect.
3) Template: input name=... Jinja se {{ obj.field }} display.
4) Rule: duplicate, range, role check backend pe.
Example naya field 'city':
```
user.city = db.Column(db.String(50))
user.city = request.form.get('city')
<input name='city'>  ...  {{ user.city }}
```
84
Explain Influencer Negotiation logic.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
85
Explain Update/Edit feature logic.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
86

Explain any route's logic.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
87

Explain controller-to-model workflow.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
88
Explain summary graph/bar chart code.

Times asked 1
Official solution

SimpleChart.js frontend library. Backend counts bhejta hai, JS graph banata hai.
stats = {'booked': 10, 'cancelled': 2}
```
render_template('summary.html', stats=stats)
new Chart(ctx, {type:'bar', data:{labels:[...], datasets:[{data:[...]}]}})
```
Dynamic: har load pe query. Pie vs bar: Chart type change. Colors: backgroundColor array.
Swap graphs: HTML do canvas ki jagah badlo.
89
Is your summary graph dynamic? Explain.

Times asked 1
Official solution

SimpleChart.js frontend library. Backend counts bhejta hai, JS graph banata hai.
stats = {'booked': 10, 'cancelled': 2}
```
render_template('summary.html', stats=stats)
new Chart(ctx, {type:'bar', data:{labels:[...], datasets:[{data:[...]}]}})
```
Dynamic: har load pe query. Pie vs bar: Chart type change. Colors: backgroundColor array.
Swap graphs: HTML do canvas ki jagah badlo.
90
Explain quiz timer implementation.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
91

Move the Login button to the top-right corner.

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>
92

Move the Signup/Register button to the top-right corner.

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>
93

Move the Submit button to the top-left corner.

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>
94
Swap two navbar elements.

Times asked 1
Official solution

Yeh live UI/CSS change hai. Examiner jo element bole uski CSS turant badlo.
Bootstrap class badlo (btn-primary → btn-success, bg-dark → bg-warning) ya inline style='color:red; background:#eee'.
Center: d-flex justify-content-center text-center. Navbar neeche: navbar fixed-bottom.
Example
```
<button class='btn btn-success' style='background:#16a34a'>Book</button>
```
Pehle browser inspect karke class dhundo, phir template mein change karke refresh.
95

Center text using HTML/CSS.

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>
96
Explain every change while making it.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
97
Explain project code file by file.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
98
Explain one feature directly from the code.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
99
Show database tables.

Times asked 1
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
100
Show API endpoints (if any).

Times asked 1
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
101

Show charts implementation.

Times asked 1

Official solution

Yeh feature demo hai. Account ready rakho, steps bol ke dikhao.
Role ke hisaab login → action (create/approve/book) → DB/UI pe result → edge case (fail when slots=0 / blacklisted).
Do browser windows: admin + user. Search/filter alag se dikhao.
Agar feature nahi hai to sach bolo aur 2 minute mein kaise add karoge (query + template) explain karo.
102

Show project structure.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
103
Show database initialization.

Times asked 1
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
104
Explain why specific libraries were used.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
105
Explain how each feature connects together.

Times asked 6
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
106
Explain how each feature connects together.

Times asked 6
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
107
Explain how each feature connects together.

Times asked 6
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
108
Explain how each feature connects together.

Times asked 6
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
109
Explain how each feature connects together.

Times asked 6
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
110
Explain how each feature connects together.

Times asked 6
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.

See reviews Level1_119 MAD1 Level 1

Jul 30, 2026

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Copy set link

1

Give an overview of the project structure (folders and files).

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
2

Run the application.

Times asked 8

Official solution

SimpleExaminer submitted ZIP chahta hai, local extra changes nahi.
Portal se ZIP download → extract → venv → pip install -r requirements.txt → flask run / python app.py.
Checksum maange to hash match karke dikhao. Camera/OPPE setup unke instructions.
Linux/Mac: paths, gunicorn; Windows paths alag ho to relative paths use karo.
Do browsers: admin + user parallel demo impressive lagta hai.
3

Perform all CRUD operations as Admin.

Times asked 2

Official solution

SimpleCRUD = Create, Read, Update, Delete — kisi bhi resource ke 4 basic operations.
Create: POST, db.session.add(new_user); commit() — register, add trek.
Read: GET, User.query.all() — dashboard list.
Update: POST/PUT, user.name = 'Ram'; commit() — edit profile.
DeletePOST/DELETE, db.session.delete(obj); commit().
REST mapping: POST create, GET read, PUT/PATCH update, DELETE delete.
Admin panel mein yeh 4 dikhana viva demo ka common task hai.
4
Explain models.py.

Times asked 21
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
5

Explain app.py / __init__.py (application setup).

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
6

Explain a specific route from your project.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.
7

Explain one Create route.

Times asked 1

Official solution

SimpleRoutes/controllers URLs handle karte hain. app.py app banata hai, models.py data, templates/ views, static/ CSS-JS.
Typical structure:
app.py / __init__.py → Flask app, db.init, register blueprints
models.py → tables
routes.py / views → @app.route functions
templates/ → Jinja HTML
static/ → css, images
instance/*.db → SQLite
Ek route explain karne ka template:
1) URL + methods 2) Auth/role check 3) Form/query se data 4) Business rule (duplicate, slots) 5) db.session 6) render ya redirect
Example GET+POST same route: GET form, POST save.
Data HTML se: form name= → request.form. Data HTML ko: render_template(..., items=query).
Nayi .py file: import karke use karo, warna Flask ko pata nahi. Folder rename: imports/paths/templates check.

Explain the Login and Logout routes.

Times asked 1

Official solution

SimpleLogin GET form dikhata hai, POST credentials check karke session set karta hai.

@app.route('/login', methods=['GET','POST'])
def login():
    if request.method == 'POST':
        u = User.query.filter_by(email=request.form.get('email')).first()
        if u and check_password_hash(u.password, request.form.get('password')):
            if getattr(u, 'blacklisted', False):
                flash('Blocked'); return redirect(url_for('login'))
            session['user_id'] = u.id
            session['role'] = u.role
            return redirect(url_for('dashboard'))
        flash('Invalid')
    return render_template('login.html')

Logout: session.clear(); redirect login. Incognito alag cookie jar — logged out dikhega.
Single login page: role se redirect alag dashboards.

9

Show the login form (frontend and backend).

Times asked 1

Official solution

SimpleFrontend user jo dekhta/click karta hai, Backend server logic + database.
Frontend: HTML, CSS, Bootstrap, Jinja templates, thoda JS. Browser pe chalta hai.
Backend: Flask routes, SQLAlchemy, session, validation. Python server pe.
Data flow: form POST → Flask request.form → DB save → render_template/redirect → HTML dikha.
MAD1 typical stack: Flask + Jinja + SQLAlchemy + SQLite + Bootstrap.
10
Show all Jinja templates/files.

Times asked 1
Official solution

SimpleJinja2 Flask ka template engine hai. HTML ke andar Python-jaisa data print/loop/if kar sakte ho.
Bina Jinja har user ke liye alag HTML file. Jinja se ek template + data.
```
{{ user.name }} print, {% for x in items %} loop, {% if %} condition, {% extends %} layout.
```
Example routereturn render_template('dash.html', treks=treks)
dash.html: {% for t in treks %}<li>{{ t.name }}</li>{% endfor %}
HTML files templates/ folder mein isliye kyunki Flask default wahan dhundhta hai. render_template Jinja ko run karta hai.
Boolean Jinja handle karta hai: {% if user.is_admin %}.
11
Swap the positions of two graphs on the summary page.

Times asked 1
Official solution

Yeh MAD-1 viva question tumhare project ke context se linked hai. Short answer is structure se do:
Pehle 1 line definition/purpose, phir tumhare project ka example, phir chhota code/flow.
Typical Flask flowBrowser request → @app.route controller → SQLAlchemy model/DB → Jinja template response.
Auth: session['user_id'] + role check. CRUD: add/commit, query.all, field update, delete.
Live change maange to: related model → route → template, phir browser refresh karke dikhao.
Example (generic create):
obj = Model(name=request.form.get('name'))
```
db.session.add(obj); db.session.commit()
return redirect(url_for('list_view'))
```
12
Change booking date to default to today - 1 day using datetime and timedelta.

Times asked 1
Official solution

Simpledatetime date/time, timedelta farq (1 day pehle).
```
from datetime import datetime, timedelta, date
default = date.today() - timedelta(days=1)
Booking date past na ho: if d < date.today(): flash('Past date nahi')
```
UTC: datetime.utcnow default= ke liye.
13
Convert all service names to uppercase.

Times asked 1
Official solution

Yeh list filter/sort/display task hai. Query badlo, template same rakh sakte ho.
```
rows = Model.query.filter_by(status='approved').order_by(Model.name.asc()).all()
```
Jinja: {% for r in rows %}<tr><td>{{ r.name|upper }}</td></tr>{% endfor %}
```
{{ rows|length }} count dikhane ke liye.
```
Alphabet sort: order_by(Model.name). Status filter: filter_by(status='pending').
Assigned staff column: relationship se {{ booking.staff.name }}.
14
Display customer addresses in uppercase.

Times asked 1
Official solution

Yeh list filter/sort/display task hai. Query badlo, template same rakh sakte ho.
```
rows = Model.query.filter_by(status='approved').order_by(Model.name.asc()).all()
```
Jinja: {% for r in rows %}<tr><td>{{ r.name|upper }}</td></tr>{% endfor %}
```
{{ rows|length }} count dikhane ke liye.
```
Alphabet sort: order_by(Model.name). Status filter: filter_by(status='pending').
Assigned staff column: relationship se {{ booking.staff.name }}.
15
Store/display service prices with decimal values (after division by 1000).

Times asked 1
Official solution

Yeh MAD-1 viva question tumhare project ke context se linked hai. Short answer is structure se do:
Pehle 1 line definition/purpose, phir tumhare project ka example, phir chhota code/flow.
Typical Flask flowBrowser request → @app.route controller → SQLAlchemy model/DB → Jinja template response.
Auth: session['user_id'] + role check. CRUD: add/commit, query.all, field update, delete.
Live change maange to: related model → route → template, phir browser refresh karke dikhao.
Example (generic create):
obj = Model(name=request.form.get('name'))
```
db.session.add(obj); db.session.commit()
return redirect(url_for('list_view'))
```
16
Sort service requests alphabetically by customer name.

Times asked 1
Official solution

Yeh list filter/sort/display task hai. Query badlo, template same rakh sakte ho.
```
rows = Model.query.filter_by(status='approved').order_by(Model.name.asc()).all()
```
Jinja: {% for r in rows %}<tr><td>{{ r.name|upper }}</td></tr>{% endfor %}
```
{{ rows|length }} count dikhane ke liye.
```
Alphabet sort: order_by(Model.name). Status filter: filter_by(status='pending').
Assigned staff column: relationship se {{ booking.staff.name }}.
17
Sort subjects alphabetically.

Times asked 1
Official solution

Yeh list filter/sort/display task hai. Query badlo, template same rakh sakte ho.
```
rows = Model.query.filter_by(status='approved').order_by(Model.name.asc()).all()
```
Jinja: {% for r in rows %}<tr><td>{{ r.name|upper }}</td></tr>{% endfor %}
```
{{ rows|length }} count dikhane ke liye.
```
Alphabet sort: order_by(Model.name). Status filter: filter_by(status='pending').
Assigned staff column: relationship se {{ booking.staff.name }}.
18
Change pie chart colors.

Times asked 1
Official solution

SimpleChart.js frontend library. Backend counts bhejta hai, JS graph banata hai.
stats = {'booked': 10, 'cancelled': 2}
```
render_template('summary.html', stats=stats)
new Chart(ctx, {type:'bar', data:{labels:[...], datasets:[{data:[...]}]}})
```
Dynamic: har load pe query. Pie vs bar: Chart type change. Colors: backgroundColor array.
Swap graphs: HTML do canvas ki jagah badlo.
19
Create a dropdown containing all parking lots.

Times asked 1
Official solution

Yeh project-specific feature add/modify hai. 4 layers touch karo: model, route, template, validation.
1) Data chahiye to models.py mein column/relationship + DB update (ALTER / migrate / create_all).
2) Route: GET pe form/page, POST pe request.form se save, flash + redirect.
3) Template: input name=... Jinja se {{ obj.field }} display.
4) Rule: duplicate, range, role check backend pe.
Example naya field 'city':
```
user.city = db.Column(db.String(50))
user.city = request.form.get('city')
<input name='city'>  ...  {{ user.city }}
```
20
Create a page with: Date input. Display unique parking lots used on that date. Results sorted alphabetically.

Times asked 1
Official solution

Yeh project-specific feature add/modify hai. 4 layers touch karo: model, route, template, validation.
1) Data chahiye to models.py mein column/relationship + DB update (ALTER / migrate / create_all).
2) Route: GET pe form/page, POST pe request.form se save, flash + redirect.
3) Template: input name=... Jinja se {{ obj.field }} display.
4) Rule: duplicate, range, role check backend pe.
Example naya field 'city':
```
user.city = db.Column(db.String(50))
user.city = request.form.get('city')
<input name='city'>  ...  {{ user.city }}
```
21
Create a form with: Username input. Dynamically populated parking lot dropdown. Search button. Display all spots booked by that user for the selected parking lot.

Times asked 1
Official solution

Yeh live UI/CSS change hai. Examiner jo element bole uski CSS turant badlo.
Bootstrap class badlo (btn-primary → btn-success, bg-dark → bg-warning) ya inline style='color:red; background:#eee'.
Center: d-flex justify-content-center text-center. Navbar neeche: navbar fixed-bottom.
Example
```
<button class='btn btn-success' style='background:#16a34a'>Book</button>
```
Pehle browser inspect karke class dhundo, phir template mein change karke refresh.
22

Why do we use a Virtual Environment?

Times asked 1

Official solution

Simplevenv isolated Python environment — project ke packages system Python se mix nahi hote.
python -m venv .venv
source .venv/bin/activate # Windows: .venv\Scripts\activate
pip install -r requirements.txt
Do projects alag Flask versions rakh sakte hain. Viva: pehle venv activate, phir flask run.
23
What is ORM? Why is it used?

Times asked 2
Official solution

SimpleORM = Object Relational Mapping. Database tables ko Python classes/objects se map karta hai, raw SQL kam likhni padti hai.
Bina ORM: cursor.execute('SELECT * FROM user WHERE id=?', [5])
ORM se: User.query.get(5) ya db.session.get(User, 5)
Example model
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True)
```
FaydePython mein soch sakte ho, SQL injection se protection (parameterized), relationships easy, DB switch thoda aasan.
Nuksaancomplex queries slow/abstract, seekhne ki layer extra, kabhi raw SQL phir bhi chahiye.
MAD1: SQLAlchemy (Flask-SQLAlchemy). Tables db.create_all() ya migrations se banti hain.
24
What ORM have you used?

Times asked 1
Official solution

SimpleORM = Object Relational Mapping. Database tables ko Python classes/objects se map karta hai, raw SQL kam likhni padti hai.
Bina ORM: cursor.execute('SELECT * FROM user WHERE id=?', [5])
ORM se: User.query.get(5) ya db.session.get(User, 5)
Example model
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True)
```
FaydePython mein soch sakte ho, SQL injection se protection (parameterized), relationships easy, DB switch thoda aasan.
Nuksaancomplex queries slow/abstract, seekhne ki layer extra, kabhi raw SQL phir bhi chahiye.
MAD1: SQLAlchemy (Flask-SQLAlchemy). Tables db.create_all() ya migrations se banti hain.
25

What is MVC Architecture?

Times asked 2

Official solution

SimpleMVC = Model-View-Controller. Code ko 3 hisson mein baant ta hai taaki mix na ho.
Model: data + DB. models.py — User, Trek, Booking classes.
View: jo user dekhta hai. templates/*.html + Jinja.
Controller: beech ka logic. routes / app.py — request lo, model se data, view ko do.
Example flow (register):
Browser form POST → Controller register() → User model save → redirect → View dashboard.html
Draw: Browser → Controller → Model → DB, phir Controller → View → Browser.
ORM na ho to bhi MVC ho sakta hai — Model raw SQL functions ho sakte hain. Structure matter karta hai, library nahi.
MVP/MVVM doosri architectures hain; MAD1 mein MVC expected hai.
26

What other software architectures do you know?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
27
What is app = Flask(__name__)? Why is __name__ used?

Times asked 1
Official solution

Simpleapp = Flask(__name__) app banata hai; if __name__ == '__main__' tabhi server start jab file directly run ho.
```
app = Flask(__name__)
if __name__ == '__main__':
    app.run(debug=True, port=5000)
```
__name__ module ka naam. Direct run pe '__main__', import pe filename. Import karoge to server auto-start nahi — tests/blueprints ke liye zaroori.
debug=True: auto-reload + debugger. Production mein band rakho (security).
Port: app.run(port=8000) ya flask run --port 8000. Default 5000. Haan, change ho sakta hai.
28
What is app.config["SECRET_KEY"]? Why is it needed?

Times asked 1
Official solution

SimpleSECRET_KEY Flask ka secret jisse session cookies sign/encrypt hoti hain.
```
app.config['SECRET_KEY'] = os.getenv('SECRET_KEY', 'dev-key')
```
Iske bina session/flash unreliable ya insecure. Key leak = attacker session forge kar sakta hai.
Hardcode mat karo production mein — .env / environment variable. Flash messages bhi session use karti hain, isliye SECRET_KEY se related hain.
Hataane pe session kaam nahi / warning. Change karne pe purane sessions invalid.
29
What happens if the Secret Key is removed?

Times asked 1
Official solution

SimpleSECRET_KEY Flask ka secret jisse session cookies sign/encrypt hoti hain.
```
app.config['SECRET_KEY'] = os.getenv('SECRET_KEY', 'dev-key')
```
Iske bina session/flash unreliable ya insecure. Key leak = attacker session forge kar sakta hai.
Hardcode mat karo production mein — .env / environment variable. Flash messages bhi session use karti hain, isliye SECRET_KEY se related hain.
Hataane pe session kaam nahi / warning. Change karne pe purane sessions invalid.
30
What is app.app_context().push()? Why is it used?

Times asked 2
Official solution

SimpleApplication context app-level data (config, db), Request context ek HTTP request (request, session).
Request ke andar Flask khud context push karta hai. Scripts/shell mein db query ke liye:
```
with app.app_context():
    User.query.all()
```
app.app_context().push() same, lekin with better (cleanup).
current_app proxy current Flask app ki taraf. Factory pattern mein import app cycle avoid.
Request context ke bahar request.form error dega.
31

How are sessions stored?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
32

How does backend send data to the frontend?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
33

Can a Flask endpoint return a Boolean?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
34
Explain flask_sqlalchemy import.

Times asked 1
Official solution

SimpleSQLAlchemy Python ka sabse popular ORM hai. MAD1 mein Flask-SQLAlchemy wrapper use hota hai.
db = SQLAlchemy(app)
```
class Book(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    title = db.Column(db.String(80), nullable=False)

Operations: db.session.add(obj), .commit(), .delete(obj), Model.query.all(), .filter_by(), .get_or_404(id).
db.Model ek class hai (function nahi). db object engine + session + metadata hold karta hai.
```
SQLALCHEMY_TRACK_MODIFICATIONS=False extra signals band karta hai, performance warning hatati hai.
35
Explain @staticmethod and where you used it.

Times asked 1
Official solution

SimpleOOP = objects + classes. Inheritance child parent ke fields/methods reuse karta hai.
```
class User(db.Model): ...
class Admin(User): ...  # model inheritance (joiner ya single table)
```
Models inherit db.Model se taaki query/columns milen.
```
@staticmethod: self nahi, utility. isinstance(obj, User) type check.
```
MAD1 models classes hain, routes functions — mix of OOP + procedural.
36
Explain UserMixin and why it is used.

Times asked 2
Official solution

SimpleUserMixin Flask-Login ko batata hai user object kaise treat karna hai (is_authenticated, get_id).
```
class User(db.Model, UserMixin):
    id = db.Column(db.Integer, primary_key=True)
```
current_user proxy logged-in user. Initialize: login_user(user) / user_loader callback.
Flask-WTF: Python classes se forms, CSRF, validators. RegisterForm forms.py mein.
fs_uniquifier Flask-Security mein token/session identity — email change pe sessions invalidate.
enctype='multipart/form-data' file upload pe zaroori. request.files.get('resume').
37
What is the datatype returned by .query.filter_by(...)?

Times asked 1
Official solution

Yeh list filter/sort/display task hai. Query badlo, template same rakh sakte ho.
```
rows = Model.query.filter_by(status='approved').order_by(Model.name.asc()).all()
```
Jinja: {% for r in rows %}<tr><td>{{ r.name|upper }}</td></tr>{% endfor %}
```
{{ rows|length }} count dikhane ke liye.
```
Alphabet sort: order_by(Model.name). Status filter: filter_by(status='pending').
Assigned staff column: relationship se {{ booking.staff.name }}.
38

Which database are you using?

Times asked 3

Official solution

SimpleSQLite file-based chhota DB, MySQL/Postgres server-based production DB.
SQLite fayde: zero setup, ek .db file, MAD1/dev ke liye perfect, portable.
Nuksaanconcurrent writes kam, user/password nahi, network access nahi, production scale nahi.
MySQL: users, permissions, concurrent, replica. App factory mein URI change karke switch: sqlite:///app.db → mysql://...
39

What is Cascade?

Times asked 4

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).
40

Can Cascade be used only for Delete?

Times asked 1

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).
41
What is backref?

Times asked 12
Official solution

Simplebackref relationship ki reverse side automatically bana deta hai.
```
class Post(db.Model):
    user_id = db.Column(db.Integer, db.ForeignKey('user.id'))
    user = db.relationship('User', backref='posts')
```
Ab post.user milta hai, aur user.posts bhi — Post model pe sirf ek line.
secondary Many-to-Many junction table ke liye: relationship(..., secondary=likes_table, backref='liked_by').
Explicit chahiye to back_populates use karo.
42
What does lazy=True mean?

Times asked 1
Official solution

Simplelazy loading related objects tab load karta hai jab attribute access karte ho, pehle nahi.
```
user = User.query.get(1)  # posts query nahi
```
user.posts # ab query
lazy=True / 'select' default. lazy='joined' eager join. lazy='dynamic' query object.
uselist=False One-to-One (single object, list nahi). Hataoge to list mil sakti hai.
Frontend lazy loading images alag cheez hai (viewport mein aaye tab load).
43

What is Enum?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
44

Is your database normalized?

Times asked 3

Official solution

SimpleNormalization data ko split karke redundancy aur update-anomalies kam karti hai.
1NF: atomic values, repeating groups nahi (comma-separated skills mat rakho).
2NF: 1NF + non-key columns poori PK pe depend (composite keys pe).
3NF: 2NF + non-key columns ek doosre pe depend na hon (city→state alag table).
Examplehar booking mein user ka poora address copy vs user_id se User table.
MAD1 project generally 3NF ke kareeb. Higher NF (BCNF) theoretically, practical apps denormalize speed ke liye (cached counts).
Leaderboard: alag table better agar history/rank chahiye; sirf count hai to query se bhi ho sakta hai.
45

Explain different Normal Forms.

Times asked 1

Official solution

SimpleNormalization data ko split karke redundancy aur update-anomalies kam karti hai.
1NF: atomic values, repeating groups nahi (comma-separated skills mat rakho).
2NF: 1NF + non-key columns poori PK pe depend (composite keys pe).
3NF: 2NF + non-key columns ek doosre pe depend na hon (city→state alag table).
Examplehar booking mein user ka poora address copy vs user_id se User table.
MAD1 project generally 3NF ke kareeb. Higher NF (BCNF) theoretically, practical apps denormalize speed ke liye (cached counts).
Leaderboard: alag table better agar history/rank chahiye; sirf count hai to query se bhi ho sakta hai.
46
What is db.func.count()?

Times asked 1
Official solution

Simpledb Flask-SQLAlchemy ka object hai. Models db.Model se inherit karti hain, tables db.create_all() se banti hain.
db = SQLAlchemy()
db.init_app(app) # factory pattern
```
with app.app_context():
    db.create_all()

db.Model SQLAlchemy declarative base (class). Columns se table schema.
```
db properties engine/session/metadata se aati hain, Flask app config (SQLALCHEMY_DATABASE_URI) se bind.
Admin user: create_all sirf tables; admin seed alag function mein (if not User.query.filter_by(role='admin').first(): ...).
Live schema change: Flask-Migrate/Alembic. create_all nayi tables add kare, existing columns alter nahi karta generally.
47
What is an API?

Times asked 8
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
48
What is a RESTful API?

Times asked 4
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
49
Have you used any APIs?

Times asked 2
Official solution

SimpleAPI = Application Programming Interface — do systems predefined rules se baat karti hain. REST API HTTP + JSON use karti hai.
Controller/route HTML bhi return kar sakta hai. REST API generally JSON return karti hai, frontend alag ho (Vue/Postman).
Example
```
@app.route('/api/users/<int:id>')
def get_user(id):
    u = User.query.get_or_404(id)
    return jsonify(id=u.id, name=u.name)
```
MAD1 HTML apps mein 'API' kabhi-kabhi routes ko hi keh dete hain. Agar Vue nahi to bolo: server-rendered Flask, JSON APIs optional.
Boolean return: technically jsonify(True) ho sakta hai, lekin meaningful JSON object better. Flask view None return kare to error.
Test: Postman se GET/POST.
Parsing: request.get_json() body se, request.args query se.
50

How do you use the PUT method?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
51
Explain CORS.

Times asked 1
Official solution

Examiner code pe ungli rakh ke poochta hai — panic mat karo, 4-line formula bolo.
1) Yeh file/line kya role hai (model / route / template / config)?
2) Input kahan se aata hai (form, URL <id>, session, JSON)?
3) DB pe kya query/write?
4) Output kya (render_template / redirect / jsonify)?
Example
```
@app.route('/book/<int:id>', methods=['POST']) — logged-in user session se, trek id URL se, Booking add, slots--, redirect history.
```
Unknown line: imports (request, url_for, flash), decorators, if checks, commit — har keyword ka reason ready rakho.
52
Why did you use Jinja?

Times asked 2
Official solution

SimpleJinja2 Flask ka template engine hai. HTML ke andar Python-jaisa data print/loop/if kar sakte ho.
Bina Jinja har user ke liye alag HTML file. Jinja se ek template + data.
```
{{ user.name }} print, {% for x in items %} loop, {% if %} condition, {% extends %} layout.
```
Example routereturn render_template('dash.html', treks=treks)
dash.html: {% for t in treks %}<li>{{ t.name }}</li>{% endfor %}
HTML files templates/ folder mein isliye kyunki Flask default wahan dhundhta hai. render_template Jinja ko run karta hai.
Boolean Jinja handle karta hai: {% if user.is_admin %}.
53
What is Template Inheritance?

Times asked 10
Official solution

Simpleextends poora layout inherit karta hai, include chhota piece insert karta hai.
extends: child page base.html ka structure use karti hai, blocks override karti hai. Ek hi parent.
include: navbar.html / footer.html jahan chaho insert. Kai baar use ho sakta hai.
base.html:
```
{% block content %}{% endblock %}

home.html:
{% extends 'base.html' %}
{% block content %}<h1>Home</h1>{% endblock %}

{% include 'navbar.html' %}  → navbar har page pe
```
Fayda: header/footer ek jagah, change once — saari pages update. MAD1 mein almost har project use karta hai.
54
Difference between {% include %} and {% extends %}.

Times asked 1
Official solution

Simpleextends poora layout inherit karta hai, include chhota piece insert karta hai.
extends: child page base.html ka structure use karti hai, blocks override karti hai. Ek hi parent.
include: navbar.html / footer.html jahan chaho insert. Kai baar use ho sakta hai.
base.html:
```
{% block content %}{% endblock %}

home.html:
{% extends 'base.html' %}
{% block content %}<h1>Home</h1>{% endblock %}

{% include 'navbar.html' %}  → navbar har page pe
```
Fayda: header/footer ek jagah, change once — saari pages update. MAD1 mein almost har project use karta hai.
55

Why are HTML files kept inside the templates folder?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
56

What changes are required if the folder name is changed?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
57

Difference between id (#) and class (.) selectors.

Times asked 1

Official solution

Simple# ID selector hai (ek unique element), . class selector hai (kai elements).
#login-btn { color: red; } → id='login-btn'
.btn { padding: 8px; } → class='btn'
ID page mein unique hona chahiye. Class reuse hoti hai — saare buttons .btn.
CSS specificity: ID > class > element. Isliye # wala style . wale ko haarata hai.
HTML: id JavaScript/getElementById ke liye, class styling groups ke liye.
58

What does .class mean in CSS?

Times asked 1

Official solution

Simple# ID selector hai (ek unique element), . class selector hai (kai elements).
#login-btn { color: red; } → id='login-btn'
.btn { padding: 8px; } → class='btn'
ID page mein unique hona chahiye. Class reuse hoti hai — saare buttons .btn.
CSS specificity: ID > class > element. Isliye # wala style . wale ko haarata hai.
HTML: id JavaScript/getElementById ke liye, class styling groups ke liye.
59
Difference between CSS spacing and padding.

Times asked 1
Official solution

Yeh live UI/CSS change hai. Examiner jo element bole uski CSS turant badlo.
Bootstrap class badlo (btn-primary → btn-success, bg-dark → bg-warning) ya inline style='color:red; background:#eee'.
Center: d-flex justify-content-center text-center. Navbar neeche: navbar fixed-bottom.
Example
```
<button class='btn btn-success' style='background:#16a34a'>Book</button>
```
Pehle browser inspect karke class dhundo, phir template mein change karke refresh.
60

Difference between cellpadding and cellspacing.

Times asked 1

Official solution

Simplecellpadding cell ke andar gap, cellspacing cells ke beech gap.
cellpadding: text aur cell border ke beech khali jagah (andar).
cellspacing: do cells ke beech khali jagah (bahar).
Old HTML: <table cellpadding='10' cellspacing='5'>
Modern CSS:
td { padding: 10px; } /* padding */
table { border-spacing: 5px; } /* spacing */
border-collapse: collapse spacing hata deta hai, borders mil jaate hain.
61

Priority order of Inline, Internal, and External CSS.

Times asked 1

Official solution

SimpleCSS 3 tarikon se lagti hai, priority Inline > Internal > External (same specificity pe).
Inline: style='color:red' element pe. Highest priority, lekin reuse nahi. Debugging mushkil.
Internal: <style> tag HTML head mein. Us page tak limited.
External: style.css file. Large project ke liye best — ek jagah change, saari pages update.
Example same button pe teeno:
/* external */ .btn { color: blue; }
/* internal */ .btn { color: green; }
 <button class='btn' style='color:red'> → red jeetega
ID (#box) class (.btn) se strong, class element (button) se strong.
!important sabko override karta hai — avoid karo.
Large project: external CSS preferred.
62
What is the name attribute in an HTML input?

Times asked 1
Official solution

SimpleForm user input server ko bhejti hai. Table rows/columns dikhati hai.
```
<form action="{{ url_for('register') }}" method='POST' enctype='multipart/form-data'>
  <input name='email' required>
  <button type='submit'>Go</button>
</form>
```
name attribute server pe key ban'ti hai: request.form['email']. id JS/CSS, value default/dikhta hua text.
action URL. method GET/POST. enctype file upload pe multipart.
required frontend empty submit rokta hai (backend phir bhi check).
```
<table><thead><tr><th>Name</th></tr></thead><tbody><tr><td>{{ u.name }}</td></tr></tbody></table>
```
th header, td data, tr row. Nested table: td ke andar table (avoid, messy).
method hataoge to GET, password URL mein — buri baat.
63

Difference between name and value attributes.

Times asked 1

Official solution

Difference question hai — 3 cheezein bolo: meaning, kab use, 1 example.
Pehle concept A ek line, phir B ek line, phir table-jaisa farq (input/output/side-effect).
Example hamesha MAD1 se: GET search page, POST register, PUT/PATCH API update, session vs cookie login.
64
Explain GET vs POST using an anchor tag.

Times asked 1
Official solution

SimpleGET data mangta hai (read), POST data bhejta hai (create/submit).
GETURL mein dikhta hai, bookmark ho sakta hai, browser back/refresh safe hai, data URL query mein jaata hai. Search, page open, login form dikhana.
POSTbody mein data jaata hai, URL mein password nahi dikhta, refresh pe dubara submit ho sakta hai. Login, register, form save.
Example
# page dikhana
```
@app.route('/login', methods=['GET', 'POST'])
def login():
    if request.method == 'GET':
        return render_template('login.html')
    # POST: form submit
    email = request.form.get('email')
    ...
```
GET se theoretically data bhej sakte ho (?q=flask), lekin create/update ke liye nahi use karna — data log/history mein save ho jaata hai, length limit hoti hai.
HTML form default GET hota hai; method='POST' likhna zaroori hai login/register pe.
65

What is Version Control System? Give an example.

Times asked 1

Official solution

SimpleVCS history track karta hai, Git ek distributed VCS hai.
VCS: kaun kab kya change kiya, rollback, branches. Example: Git, SVN.
Git distributed: har developer ke paas poori copy (commits) hoti hai. Central GitHub sirf remote hosting hai, lekin Git ka model distributed hai.
SVN centralized: bina server ke history nahi.
Commands: git status (kya dirty hai), git branch / git checkout -b feature (nayi branch), git rm --cached file (track band, file rahe).
Fayda: collaboration, backup, experiment branches, viva GitHub collaborator check.
Git ke bina bhi files rakh sakte ho, lekin history/merge nahi.
66

What is HTTP Metadata?

Times asked 1

Official solution

Simple mix of small concepts examiners poochte hain:
Enum: fixed choices (status = pending/approved). Python Enum ya DB Enum column.
Lambda: one-line anonymous function. key=lambda x: x.name sort ke liye.
datetime: dates/times. timedelta(days=1) yesterday. default=datetime.utcnow.
os.getenv('SECRET_KEY') environment se config, hardcode nahi. .env alternative: actual OS env, config.py, vault.
HTML metadata: <meta charset>, <meta name='viewport'> — page ke baare mein, body content nahi.
HTTP metadata: headers (Content-Type, Set-Cookie).
Request payload: body data (JSON/form).
Namespace: naam collide na hon (Blueprint name, Python packages).
Plugins: extra packages (Flask-Login). Package vs module: package folder with __init__, module ek .py file.
67

What is Metadata in HTML?

Times asked 1

Official solution

Simple mix of small concepts examiners poochte hain:
Enum: fixed choices (status = pending/approved). Python Enum ya DB Enum column.
Lambda: one-line anonymous function. key=lambda x: x.name sort ke liye.
datetime: dates/times. timedelta(days=1) yesterday. default=datetime.utcnow.
os.getenv('SECRET_KEY') environment se config, hardcode nahi. .env alternative: actual OS env, config.py, vault.
HTML metadata: <meta charset>, <meta name='viewport'> — page ke baare mein, body content nahi.
HTTP metadata: headers (Content-Type, Set-Cookie).
Request payload: body data (JSON/form).
Namespace: naam collide na hon (Blueprint name, Python packages).
Plugins: extra packages (Flask-Login). Package vs module: package folder with __init__, module ek .py file.
68

Difference between redirect() and render_template().

Times asked 2

Official solution

Simplerender_template HTML page bana ke turant dikhata hai, redirect user ko doosre URL pe bhej deta hai.
render_template('home.html', user=user) → server template fill karke 200 response deta hai. URL same rehta hai.
redirect(url_for('dashboard')) → 302 response, browser naya GET karta hai. URL change ho jaata hai.
Examplelogin POST successful hone ke baad render_template mat use karo, warna refresh pe form dubara submit ho jaayega.
Sahi tarika: redirect(url_for('dashboard')) — yeh Post-Redirect-Get pattern hai.
render_template tab: page dikhana hai with data.
redirect tab: kaam ho gaya, ab doosre page pe le jaana hai (login, delete, update ke baad).
69
Have you used Chart.js? Why?

Times asked 1
Official solution

SimpleChart.js frontend library. Backend counts bhejta hai, JS graph banata hai.
stats = {'booked': 10, 'cancelled': 2}
```
render_template('summary.html', stats=stats)
new Chart(ctx, {type:'bar', data:{labels:[...], datasets:[{data:[...]}]}})
```
Dynamic: har load pe query. Pie vs bar: Chart type change. Colors: backgroundColor array.
Swap graphs: HTML do canvas ki jagah badlo.
70

What is the purpose of JavaScript in your project?

Times asked 1

Official solution

SimpleJavaScript browser pe chalta hai — click, validation, Chart.js, Bootstrap modal.
Frameworks: Vue, React, Angular. MAD1 mein vanilla JS / Bootstrap JS kaafi.
Modal: popup overlay. Bootstrap: data-bs-toggle='modal' data-bs-target='#id'.
Flash hide: setTimeout se alert remove. Form submit confirm: onsubmit='return confirm(...)'.
Agar project mein JS kam hai to sach bolo, theory example do.
71

What is the purpose of functools.wraps and where is it used?

Times asked 1

Official solution

Definition style question: 1 line simple Hinglish + project example + mini code.
Template'X ka kaam Y hai. Mere project mein Z jagah use hua.'
Example'Session login state rakhta hai. session[user_id]=u.id login pe, logout pe session.clear().'
Agar topic Vue/Celery/Redis ho aur project mein nahi hai to sach bolo, theory example do.
72
Relationship between Flash messages and Secret Key.

Times asked 1
Official solution

SimpleSECRET_KEY Flask ka secret jisse session cookies sign/encrypt hoti hain.
```
app.config['SECRET_KEY'] = os.getenv('SECRET_KEY', 'dev-key')
```
Iske bina session/flash unreliable ya insecure. Key leak = attacker session forge kar sakta hai.
Hardcode mat karo production mein — .env / environment variable. Flash messages bhi session use karti hain, isliye SECRET_KEY se related hain.
Hataane pe session kaam nahi / warning. Change karne pe purane sessions invalid.

See reviews Level1_105 MAD1 Level 1

Jul 30, 2026

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1

Run the web application.

Times asked 1

Official solution

SimpleExaminer submitted ZIP chahta hai, local extra changes nahi.
Portal se ZIP download → extract → venv → pip install -r requirements.txt → flask run / python app.py.
Checksum maange to hash match karke dikhao. Camera/OPPE setup unke instructions.
Linux/Mac: paths, gunicorn; Windows paths alag ho to relative paths use karo.
Do browsers: admin + user parallel demo impressive lagta hai.
2

Demonstrate the complete project.

Times asked 3

Official solution

SimpleDemo script pehle se practice karo, 5-7 minute, saari roles.
Suggested flow
1) Register/login user 2) Admin login — CRUD 3) Approval/blacklist 4) Booking/apply 5) Search 6) Validation edge (slots 0, duplicate) 7) Logout
Bolte-bolte dikhao: 'Yahan overbooking rokta hoon'. Code tab kholna jab poochhein.
Crash ho to debug calmly: terminal error, typo, DB path.
Mandatory features skip mat karna — examiner list tick karta hai.
3

Show all core functionalities of the application.

Times asked 1

Official solution

SimpleDemo script pehle se practice karo, 5-7 minute, saari roles.
Suggested flow
1) Register/login user 2) Admin login — CRUD 3) Approval/blacklist 4) Booking/apply 5) Search 6) Validation edge (slots 0, duplicate) 7) Logout
Bolte-bolte dikhao: 'Yahan overbooking rokta hoon'. Code tab kholna jab poochhein.
Crash ho to debug calmly: terminal error, typo, DB path.
Mandatory features skip mat karna — examiner list tick karta hai.
4
Show and explain the database models (models.py).

Times asked 1
Official solution

Simplemodels.py har table ki class hai — columns, PK/FK, relationships. Yeh Model layer hai.
Viva mein file khol ke bolo:
1) Kaunsi classes/tables hain (User, Role-specific, Booking...)
2) Har table ka kaam 1 line
3) Relationships: 1-1 / 1-M / M-M, backref, cascade, lazy
4) Constraints: unique email, nullable, default status
Example skeleton
```
class User(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    email = db.Column(db.String(120), unique=True, nullable=False)
    role = db.Column(db.String(20), default='user')
    bookings = db.relationship('Booking', backref='user', cascade='all, delete-orphan')
```
ER diagram: rectangles entities, lines relationships, PK/FK mark. Schema = yahi structure.
Tables create: db.create_all() ya migrations. SQLite file SQL viewer se dikha sakte ho.
5

Helped troubleshoot and fix a project error during setup/demo (not a question, but part of the viva experience).

Times asked 1

Official solution

Yeh feature demo hai. Account ready rakho, steps bol ke dikhao.
Role ke hisaab login → action (create/approve/book) → DB/UI pe result → edge case (fail when slots=0 / blacklisted).
Do browser windows: admin + user. Search/filter alag se dikhao.
Agar feature nahi hai to sach bolo aur 2 minute mein kaise add karoge (query + template) explain karo.

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