Wiki Article · Cinematic

Copyright (c) A|iens. All rights reserved.

Name : Product_analytics.md Version : 26.00.00 Author : A'nil Cyborg Author URI :…

Overview

Copyright (c) A|iens. All rights reserved. — Quick Facts

📌

Field: Detail

🎯

Full Name: Product Analytics

⚡

Also Known As: User Behavior Analytics, Digital…

🔑

Category: AI / Analytics / Data Science /…

Topic 1

Infobox

📚 | Field | Detail |…

Topic 2

1. Core Concepts

💡

Session: Consecutive events ka…

🔑

Funnel: Defined steps ka sequence…

⚡

Cohort: Users ka group jo kisi…

Topic 3

2. Types of Analytics

🎯 Product Analytics ko broadly 4 types me categorize kiya jaata hai, jo ek maturity ladder…

Topic 4

3. Event Tracking Model

💡

Ek project me ek hi pattern use…

🔑

Events ke liye past tense prefer…

⚡

Consistent casing (snake_case ya…

🎯

Avoid generic names like "click" —…

Topic 5

4. Key Analysis Methods

💡

Time-to-convert: Har step ke beech…

🔑

Segmented funnels: Mobile vs…

⚡

Funnel trends: Week-over-week…

🎯

Holding property: Same…

Topic 6

5. Popular Product Analytics Tools

💡

Behavioral Cohorting: Complex…

🔑

Experiment Platform: Built-in A/B…

⚡

CDP Integration: Amplitude CDP…

🎯

Notebook: SQL-like queries aur…

Topic 7

6. Product Analytics Metrics

💡

Spotify: Time Spent Listening

🔑

Airbnb: Nights Booked

⚡

Slack: Messages Sent in Team…

🎯

Facebook: Daily Active Users

Topic 8

7. Data Pipeline Architecture

💡

Events → Warehouse: Analytics tool…

🔑

Warehouse → Tools: Reverse ETL…

⚡

dbt Models: Raw events se cleaned,…

🎯

Semantic Layer: Metrics definiton…

Topic 9

8. Segmentation aur Cohort Deep Dive

📚 Segmentation aur cohort analysis product analytics ke most powerful tools hain jo…

Topic 10

9. AI aur Machine Learning in Analytics

💡

Login frequency (last 7/14/30 days)

🔑

Feature usage breadth (kitne…

⚡

Session duration trend…

🎯

Support tickets count

Topic 11

10. Privacy, Ethics aur Compliance

💡

Dark patterns avoid karo: Users ko…

🔑

Transparency: Users ko batao ke…

⚡

Data access: Users ko apna data…

🎯

Bias awareness: Analytics insights…

Topic 12

11. Implementation Best Practices

⭐ Product analytics successfully implement karna sirf tool integrate karna nahi hai — yeh…

Topic 13

12. Common Pitfalls aur Troubleshooting

💡

Events not showing in dashboard:…

🔑

Duplicate events: Check debounce…

⚡

User count mismatch: Identity…

🎯

Funnel numbers unexpected: Check…

Topic 14

13. Glossary

✨ | # | Term | Definition (Hinglish) |…

Topic 15

16. Disclaimer

🌟 Yeh article sirf educational aur informational purposes ke liye hai. Ismein mention kiye…

Diagram

Visual Flow

📊 Diagram visualization — details in narration

Quick Quiz

Quiz — Question 1