PrepNPlaced
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๐Ÿš€ Welcome to the Elite Data Engineering & Agentic AI Hub! ๐Ÿš€

๐Ÿ‘‘ Community Creator: Mandar Patil
๐Ÿ‘จโ€๐Ÿ’ป Admin & Mentor: Durgesh Yadav

The era of basic data tasks is over. With Agentic AI evolving the industry, up to 60% of traditional Data Analyst roles
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๐Ÿ“ข FREE LIVE SESSION!
๐Ÿ—“ Date: Saturday, 3rd January
๐Ÿ•› Time: 12:00 PM IST
๐ŸŽ“ Topic: What is Distributed Computing & Hadoop
๐Ÿ”— Register Here: https://topmate.io/durgesh_yadav/1866511
Are you curious about how big data systems really work? ๐Ÿš€
Join us for a practical & easy-to-understand session on Distributed Computing and Hadoop โ€” perfect for students, beginners, and professionals who want to level up their data skills!
โœจ In this session youโ€™ll learn:
โœ” What Distributed Computing means
โœ” Why Hadoop is used in big data
โœ” Real-world examples & use cases
โœ” How it fits in todayโ€™s tech landscape
๐Ÿ‘จโ€๐Ÿซ Hosted by: Durgesh Yadav
๐Ÿ“ Platform: Online (link in registration)
๐Ÿ‘‰ Limited seats โ€” Register now and save your spot!
โค2
๐Ÿš€ FREE LIVE WEBINAR | Apache Spark โ€“ End to End Understanding
Big Data is no longer optional.
If you want to work with real-world large-scale data, you must understand Apache Spark.
๐Ÿ“Š End to End Understanding of Spark Framework
๐Ÿ—“ Sunday, 4 Jan
โฐ 12:00 PM IST
โฑ 120 Minutes | Live Session
๐ŸŽฏ What youโ€™ll learn in this session:

๐Ÿ‘จโ€๐Ÿซ Mentor:
Durgesh Yadav
โญ Renowned Data Analytics Mentor
โญ Known for crystal-clear explanations & real-world insights
โญ Trusted by thousands of learners across India
๐Ÿ”ฅ Who should attend?
โœ” Data Analysts
โœ” Data Engineers
โœ” Big Data / Hadoop Learners
โœ” Developers
โœ” Anyone serious about data-driven careers
๐Ÿ’ก If Spark feels confusing today, this session will connect all the dots for you.
๐Ÿ‘‰ Join the webinar here:
๐Ÿ”— https://topmate.io/durgesh_yadav/1866522?utm_source=public_profile&utm_campaign=durgesh_yadav
๐Ÿš€ FREE LIVE WEBINAR | Apache Spark โ€“ End to End Understanding
Big Data is no longer optional.
If you want to work with real-world large-scale data, you must understand Apache Spark.
๐Ÿ“Š End to End Understanding of Spark Framework
๐Ÿ—“ Sunday, 4 Jan
โฐ 12:00 PM IST
โฑ 120 Minutes | Live Session
๐ŸŽฏ What youโ€™ll learn in this session:

๐Ÿ‘จโ€๐Ÿซ Mentor:
Durgesh Yadav
โญ Renowned Data Analytics Mentor
โญ Known for crystal-clear explanations & real-world insights
โญ Trusted by thousands of learners across India
๐Ÿ”ฅ Who should attend?
โœ” Data Analysts
โœ” Data Engineers
โœ” Big Data / Hadoop Learners
โœ” Developers
โœ” Anyone serious about data-driven careers
๐Ÿ’ก If Spark feels confusing today, this session will connect all the dots for you.
๐Ÿ‘‰ Join the webinar here:
๐Ÿ”— https://topmate.io/durgesh_yadav/1866522?utm_source=public_profile&utm_campaign=durgesh_yadav
โค2
Data Analyst Roadmap for 2026 (Beginner Friendly) ๐Ÿš€๐Ÿ“Š

1๏ธโƒฃ Understand the Data Analyst Role

๐Ÿ” What you actually do:
โ€“ Clean and analyze data
โ€“ Build dashboards
โ€“ Write SQL queries
โ€“ Use Python for deeper analysis
โ€“ Use AI tools for faster insights
โ€“ Present findings to business teams

๐Ÿ’ก You help companies find answers and make decisions using data.

2๏ธโƒฃ Start with Excel (Month 1)

๐Ÿ“ˆ Learn:
โ€“ Basic formulas (IF, XLOOKUP, INDEX-MATCH)
โ€“ Pivot Tables
โ€“ Power Query
โ€“ Charts
โ€“ Data cleaning steps

๐Ÿ’ก Still the #1 tool used in companies for initial analysis.

๐Ÿ”— https://lnkd.in/d79Fks_y

3๏ธโƒฃ Master SQL (Month 1โ€“2)

๐Ÿงฉ SQL = the core skill for Data Analysts.
Start with:
โ€“ SELECT, WHERE
โ€“ JOINs
โ€“ GROUP BY, HAVING
โ€“ Window Functions (RANK, LAG, LEAD)
โ€“ CTEs

๐Ÿ›  Practice using:
โ€“ W3Schools
โ€“ Mode Analytics SQL
โ€“ LeetCode (SQL section)

๐Ÿ’ก SQL is required in 90%+ data analyst jobs in 2026.

๐Ÿ”— https://lnkd.in/dZjUh9cq

4๏ธโƒฃ Learn Python for Analysis (Month 2โ€“3)

๐Ÿ Start with:
โ€“ pandas (cleaning, filtering, grouping)
โ€“ Numpy
โ€“ Matplotlib / seaborn
โ€“ Basic EDA (Exploratory Data Analysis)

๐Ÿ“ Mini-project ideas:
โ€“ Sales data cleaning + trends
โ€“ Customer segmentation
โ€“ Product performance analysis

๐Ÿ’ก Python helps automate, visualize, and analyze large datasets.

๐Ÿ”— https://lnkd.in/dYnG5jN3

5๏ธโƒฃ Learn a Visualization Tool (Month 3โ€“4)

๐Ÿ“Š Choose ONE (Power BI is more in-demand):
โ€“ Power BI
โ€“ Tableau

Learn:
โ€“ Data modeling
โ€“ DAX (Power BI)
โ€“ Filters, slicers
โ€“ Designing dashboards

๐Ÿ›  Build 3โ€“5 dashboards:
โ€“ Sales performance
โ€“ HR attrition
โ€“ Marketing campaign report
โ€“ Finance KPI report

๐Ÿ’ก Tools are how you โ€œshowโ€ your insights.

๐Ÿ”— Power BI: https://lnkd.in/dVzsZqQ9
๐Ÿ”— Tableau: https://lnkd.in/dXdC7mcX

6๏ธโƒฃ Use Real Datasets (Month 4)

๐Ÿ” Practice on websites:
โ€“ Kaggle
โ€“ Data.gov
โ€“ Maven Analytics
โ€“ Google Dataset Search

Try mini case studies:
โ€“ Why are sales dropping?
โ€“ What is causing customer churn?
โ€“ What product generates highest revenue?

๐Ÿ’ก Real data makes you job-ready.

7๏ธโƒฃ Build a Strong Portfolio (Month 4โ€“5)

๐Ÿ’ป Upload projects to:
โ€“ GitHub
โ€“ Notion
โ€“ Power BI Public Workspace
โ€“ LinkedIn posts

๐Ÿ“Œ Include:
โ€“ SQL queries
โ€“ Python notebooks
โ€“ Dashboards (Power BI/Tableau)
โ€“ Case studies
โ€“ Insight summaries

๐Ÿ’ก Portfolio = 10x better than a resume in 2026.

8๏ธโƒฃ Learn AI Tools (Mandatory in 2026)

๐Ÿค– Use AI as your co-pilot:
โ€“ ChatGPT for SQL & insights
โ€“ Power BI Copilot
โ€“ Tableau โ€œEinsteinโ€
โ€“ Code Interpreter for EDA

Learn to:
โ€“ Generate summaries
โ€“ Detect anomalies
โ€“ Optimize SQL
โ€“ Explain dashboards

๐Ÿ’ก AI-augmented analysts are preferred by employers.

9๏ธโƒฃ Improve Soft Skills

๐Ÿ—ฃ Focus on:
โ€“ Explaining insights in simple words
โ€“ Data storytelling
โ€“ Presenting dashboards clearly
โ€“ Critical thinking

๐Ÿ’ก Data Analysts = Communicators + Problem Solvers.

๐Ÿ”Ÿ Get Certifications (Optional but Useful)

๐ŸŽ“ Good options:
โ€“ Google Data Analytics (Coursera)
โ€“ PL-300: Power BI Data Analyst
โ€“ IBM Data Analyst
โ€“ Snowflake SnowPro Core

๐Ÿ’ก Helps stand out, especially for freshers.

1๏ธโƒฃ1๏ธโƒฃ Apply for Entry-Level Roles (Month 6)

๐ŸŽฏ Job titles to search:
โ€“ Data Analyst (Intern/Junior)
โ€“ Business Analyst
โ€“ Reporting Analyst
โ€“ MIS Analyst
โ€“ Power BI Analyst
โ€“ Operations Analyst

๐Ÿ’ก Apply even if you donโ€™t meet 100% criteria.

๐Ÿ‘‰ WhatsApp Channel: https://whatsapp.com/channel/0029VaFZ2LbKGGGRCU0lnd46

๐Ÿ‘‰ Telegram Channel: https://t.me/dataanalyticsbuddy

Don't forget to share with others who are looking for learning more about Data Analyst ๐Ÿ™Œ โ˜บ๏ธ

Till then keep learning and keep exploring ๐Ÿ™Œ โ˜บ๏ธ
โค6๐Ÿ‘2
๐Ÿšจ โ€œWhy pay โ‚น2,00,000+ when real Analytics Engineering skills can be built in โ‚น30โ€“35K?โ€
This is the #1 question weโ€™ve been getting lately โ€”
and honestly, itโ€™s a very valid one.
So instead of marketing gimmicks, we decided to show complete transparency ๐Ÿ‘‡
๐Ÿ” Why this Analytics Engineering Program is DIFFERENT
๐Ÿ’ก Why professionals are confidently investing โ‚น30โ€“35K
โš–๏ธ How it delivers more industry depth than courses charging โ‚น2 Lakhs+
๐Ÿš€ Why Big Data / Analytics Engineering is the future-proof career path
๐Ÿ“˜ 100% Clarity Document (No Hidden Claims)
๐Ÿ‘‰ Understand the full roadmap of our 17th Jan Analytics Engineering Program
๐Ÿ”— https://docs.google.com/document/d/1sJwcTsRgPAPlPNwmGZXKdZXmZAvmdYpEpNSGxhlWTVs/edit?usp=drivesdk
๐Ÿ’ฅ Special Limited-Time Offer
๐ŸŽฏ 45% Discounted Course Link
๐Ÿ”— https://topmate.io/durgesh_yadav/page/yPusP9Owyy
If youโ€™re serious about transitioning into Analytics Engineering / Big Data Analyst roles,
this is not just another course โ€”
this is a career-building ecosystem.
๐Ÿ“ฉ Interested? Reach out now.
Weโ€™ll personally guide you to enroll in
๐Ÿ‘‰ one of the most successful Engineering Analyst (Big Data Analyst) batches.
๐Ÿ“ˆ This is not a trend. This is the FUTURE.
IIT Kharagpur is conducting a Data Science Hackathon, do register :
https://unstop.com/hackathons/kharagpur-data-science-hackathon-2026-iit-kharagpur-1614844

Last Day to register today.

Don't forget to share with your friends and people you know who can benefit ๐Ÿ™Œโ˜บ
โค2๐Ÿ‘1
๐Ÿšจ โ€œWhy pay โ‚น2,00,000+ when real Analytics Engineering skills can be built in โ‚น30โ€“35K?โ€
This is the #1 question weโ€™ve been getting lately โ€”
and honestly, itโ€™s a very valid one.
So instead of marketing gimmicks, we decided to show complete transparency ๐Ÿ‘‡
๐Ÿ” Why this Analytics Engineering Program is DIFFERENT
๐Ÿ’ก Why professionals are confidently investing โ‚น30โ€“35K
โš–๏ธ How it delivers more industry depth than courses charging โ‚น2 Lakhs+
๐Ÿš€ Why Big Data / Analytics Engineering is the future-proof career path
๐Ÿ“˜ 100% Clarity Document (No Hidden Claims)
๐Ÿ‘‰ Understand the full roadmap of our 17th Jan Analytics Engineering Program
๐Ÿ”— https://docs.google.com/document/d/1sJwcTsRgPAPlPNwmGZXKdZXmZAvmdYpEpNSGxhlWTVs/edit?usp=drivesdk
๐Ÿ’ฅ Special Limited-Time Offer
๐ŸŽฏ 45% Discounted Course Link
๐Ÿ”— https://topmate.io/durgesh_yadav/page/yPusP9Owyy
If youโ€™re serious about transitioning into Analytics Engineering / Big Data Analyst roles,
this is not just another course โ€”
this is a career-building ecosystem.
๐Ÿ“ฉ Interested? Reach out now.
Weโ€™ll personally guide you to enroll in
๐Ÿ‘‰ one of the most successful Engineering Analyst (Big Data Analyst) batches.
๐Ÿ“ˆ This is not a trend. This is the FUTURE.
โค1
๐Ÿš€ FREE LIVE WEBINAR โ€“ Build an End-to-End Real Data Analytics Project ๐Ÿš€
๐Ÿ“… Sat, 10 Jan 2026 | โฐ 12:00 PM (IST)
Learn how real analytics projects are built from scratch โ€” SQL โ†’ Python โ†’ Dashboard
Perfect for beginners and working professionals!
๐Ÿ‘‰ Join for FREE: https://topmate.io/durgesh_yadav/1878063
๐ŸŽฏ Donโ€™t miss out โ€” practical, industry-ready, and live!
โค2
๐—™๐—ฅ๐—˜๐—˜ ๐—ฅ๐—ฒ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐˜€ ๐˜๐—ผ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐˜๐Ÿ”ฅ

1๏ธโƒฃCore Skills Every Data Analyst Must Learn

๐Ÿ“ˆ Excel/Spreadsheets

Skills:
โ€“ Formulas (IF, VLOOKUP/XLOOKUP)
โ€“ Pivot Tables
โ€“ Charts
โ€“ Power Query (basic)

Excel - https://lnkd.in/d79Fks_y

2๏ธโƒฃSQL (Most Important Skill)

Skills:
โ€“ SELECT, WHERE, ORDER BY
โ€“ JOINs
โ€“ GROUP BY, HAVING
โ€“ Subqueries & CTEs
โ€“ Window Functions

SQL - https://lnkd.in/dZjUh9cq

3๏ธโƒฃ Python for Data Analysis

Skills:
โ€“ pandas
โ€“ numpy
โ€“ matplotlib
โ€“ seaborn
โ€“ Data cleaning & EDA

Python - https://lnkd.in/dYnG5jN3

4๏ธโƒฃ Data Visualization Tool

Power BI & Tableau

Skills:
โ€“ Data modeling
โ€“ DAX basics
โ€“ Filters & slicers
โ€“ Dashboard design

Power BI -  https://lnkd.in/dVzsZqQ9

Tableau - https://lnkd.in/dXdC7mcX

For Free resources below channels are best & don't forget to join,share invitation with others as well

๐Ÿ‘‰WhatsApp: https://whatsapp.com/channel/0029VaFZ2LbKGGGRCU0lnd46

๐Ÿ‘‰Telegram: https://t.me/dataanalyticsbuddy

Till then keep learning & keep exploring ๐Ÿ™Œโ˜บ๏ธ
โค3๐Ÿ‘1
โ„๏ธ๐—œ๐˜€ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ฆ๐—ค๐—Ÿ ๐—ง๐—ฒ๐—ฐ๐—ต ๐—ฆ๐˜๐—ฎ๐—ฐ๐—ธ ๐—ข๐˜‚๐˜๐—ฑ๐—ฎ๐˜๐—ฒ๐—ฑ?


๐Ÿš€๐—๐—ฎ๐—ปโ€“๐— ๐—ฎ๐—ฟ๐—ฐ๐—ต = ๐—ฃ๐—ฒ๐—ฎ๐—ธ ๐—›๐—ถ๐—ฟ๐—ถ๐—ป๐—ด ๐—ฆ๐—ฒ๐—ฎ๐˜€๐—ผ๐—ป ๐—ณ๐—ผ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐˜€

Top companies are moving fast toward ๐—ฆ๐—ป๐—ผ๐˜„๐—ณ๐—น๐—ฎ๐—ธ๐—ฒ-๐—ณ๐—ถ๐—ฟ๐˜€๐˜ data platforms.

Join ๐—˜๐—ฑ๐˜‚๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—˜๐—น๐—น๐—ถ๐—ฝ๐˜€๐—ฒโ€™๐˜€ ๐—™๐—ฅ๐—˜๐—˜ ๐—ฆ๐—ป๐—ผ๐˜„๐—ณ๐—น๐—ฎ๐—ธ๐—ฒ ๐——๐—ฎ๐˜๐—ฎ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด ๐—ฅ๐—ผ๐—ฎ๐—ฑ๐—บ๐—ฎ๐—ฝ ๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ๐—ฐ๐—น๐—ฎ๐˜€๐˜€ and learn what hiring managers actually expect in 2026.

๐ŸŽ“๐—™๐—ฅ๐—˜๐—˜ ๐—Ÿ๐—ถ๐˜ƒ๐—ฒ ๐——๐—ฒ๐—บ๐—ผ ๐—ฆ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป โ€“ ๐—ฆ๐—ป๐—ผ๐˜„๐—ณ๐—น๐—ฎ๐—ธ๐—ฒ ๐—ฅ๐—ผ๐—ฎ๐—ฑ๐—บ๐—ฎ๐—ฝ

๐Ÿ—“๐——๐—ฎ๐˜๐—ฒ: 23rd Jan
๐Ÿ•—๐—ง๐—ถ๐—บ๐—ฒ: 7:00 PM IST
๐Ÿ’ก๐—ช๐—ต๐—ฎ๐˜ ๐—ฌ๐—ผ๐˜‚โ€™๐—น๐—น ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—ถ๐—ป ๐˜๐—ต๐—ฒ ๐——๐—ฒ๐—บ๐—ผ

โœ… End-to-End Snowflake Data Engineering Roadmap
โœ… 2 Real-Time Industry Projects (not toy examples)
โœ… Resume Structuring for Snowflake Roles
โœ… Snowflake Certification Path & Career Guidance

๐Ÿ“˜๐—–๐—ต๐—ฒ๐—ฐ๐—ธ ๐˜๐—ต๐—ฒ ๐——๐—ฒ๐˜๐—ฎ๐—ถ๐—น๐—ฒ๐—ฑ ๐—–๐˜‚๐—ฟ๐—ฟ๐—ถ๐—ฐ๐˜‚๐—น๐˜‚๐—บ
๐Ÿ‘‰ https://drive.google.com/file/d/1KPANZuRXj6YqS43ItugdoZ-fxfNr9P-C/view


๐ŸŽฏ๐—ฅ๐—ฒ๐˜€๐—ฒ๐—ฟ๐˜ƒ๐—ฒ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—™๐—ฅ๐—˜๐—˜ ๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ๐—ฐ๐—น๐—ฎ๐˜€๐˜€ ๐—ฆ๐—ฒ๐—ฎ๐˜
๐Ÿ”— https://educationellipse.com/snowflake-data-engineering/

๐Ÿ“ข๐—๐—ผ๐—ถ๐—ป ๐—ข๐˜‚๐—ฟ ๐—ฆ๐—ป๐—ผ๐˜„๐—ณ๐—น๐—ฎ๐—ธ๐—ฒ & ๐——๐—ฎ๐˜๐—ฎ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด ๐—ช๐—ต๐—ฎ๐˜๐˜€๐—”๐—ฝ๐—ฝ ๐—–๐—ต๐—ฎ๐—ป๐—ป๐—ฒ๐—น
๐Ÿ”— https://whatsapp.com/channel/0029VbAXLZtFMqrh2sARyH0q

๐Ÿ•“๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ ๐——๐˜‚๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: 2 Months

๐Ÿ“ž๐—ค๐˜‚๐—ฒ๐—ฟ๐—ถ๐—ฒ๐˜€? WhatsApp Snowflake on: +918109051578


โœจ๐—ฆ๐˜๐—ฎ๐—ฟ๐˜ ๐˜†๐—ผ๐˜‚๐—ฟ Snowflake journey today!
Hey everyone, are you interested in learning about Bitcoin, which is definitely the future for sure and definitely an amazing career path to go after?
Anonymous Poll
88%
Yes ๐Ÿ˜Ž
13%
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๐Ÿ‘1
Did you know? 90% of tech students talk about Web3, but less than 1% actually know how to code a Smart Contract.

Be the 1%. ๐Ÿ‘‰ Start here: bit.ly/3No6zhd

Why settle for just YouTube?
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๐ŸŽŸ๏ธ Only โ‚น999 (Cheaper than a pizza! ๐Ÿ•) Limited time offer for CS/IT/BCA students.
๐Ÿ”ฅ2โค1
๐—™๐—ฟ๐—ฒ๐—ฒ ๐—ฆ๐—ค๐—Ÿ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด ๐—ฅ๐—ฒ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐˜€ ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ

๐Ÿ“˜ W3Schools SQL Tutorial: https://www.w3schools.com/sql/

๐Ÿ“˜ Mode Analytics SQL Tutorial: https://mode.com/sql-tutorial

๐Ÿ“˜ SQLZoo Interactive SQL Tutorial: https://sqlzoo.net/wiki/SQL_Tutorial

๐Ÿ“˜ Khan Academy - Intro to SQL: https://www.khanacademy.org/computing/computer-programming/sql

1๏ธโƒฃ SQL Handwritten Notes: https://lnkd.in/dTZ2Fv2i

2๏ธโƒฃ SQL Roadmap for Data Analyst: https://lnkd.in/gXt9tK7C

3๏ธโƒฃ SQL Free Courses: https://lnkd.in/dbQ-Ucdm

4๏ธโƒฃ YouTube Channels to Learn SQL: https://lnkd.in/dGSmXjm6

5๏ธโƒฃ YouTube Tutorials to Learn SQL: https://lnkd.in/dZjUh9cq

6๏ธโƒฃ MASTER SQL in 16 Pages: https://lnkd.in/dqRrHuFS

7๏ธโƒฃ SQL Quick Revision Notes for Interviews: https://lnkd.in/dNsyyhxT

8๏ธโƒฃ Master SQL with this Cheat Sheet: https://lnkd.in/dVz7aCxH

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