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❄️𝗜𝘀 𝗬𝗼𝘂𝗿 𝗦𝗤𝗟 𝗧𝗲𝗰𝗵 𝗦𝘁𝗮𝗰𝗸 𝗢𝘂𝘁𝗱𝗮𝘁𝗲𝗱? 🚀 *Jan–March = Peak Hiring Season for Data Engineers* Top companies are moving fast toward *Snowflake-first data platforms*. Join *Education Ellipse’s FREE Snowflake Data Engineering Roadmap Masterclass* and learn *what hiring managers actually expect in 2026*. 🎓 FREE Live Demo Session – Snowflake Roadmap 🗓 *Date:* 23rd Jan 🕗 *Time:* 7:00 PM IST 💡 What You’ll Learn in the Demo ✅ End-to-End Snowflake Data Engineering Roadmap ✅ 2 Real-Time Industry Projects ✅ Snowflake Certification Path & Career Guidance 📘 Detailed Curriculum 👉 https://drive.google.com/file/d/1KPANZuRXj6YqS43ItugdoZ-fxfNr9P-C/view 🎯 Reserve Your *FREE Masterclass Seat* 🔗 https://educationellipse.com/snowflake-data-engineering/ 📢 Join Our Snowflake & Data Engineering WhatsApp Channel 🔗 https://whatsapp.com/channel/0029VbAXLZtFMqrh2sARyH0q 🕓 Course Duration: 2 Months 📞 Queries? WhatsApp 𝗦𝗻𝗼𝘄𝗳𝗹𝗮𝗸𝗲 𝗼𝗻 : +918109051578 ✨ Start your Snowflake Data Engineering journey— and be interview-ready in 2026

𝗙𝗥𝗘𝗘 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀 𝘁𝗼 𝗟𝗲𝗮𝗿𝗻 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁🔥 1️⃣Core Skills Every Data Analyst Must Learn 📈 Excel/Spreadsheets Skills: – Formulas (IF, VLOOKUP/XLOOKUP) – Pivot Tables – Charts – Power Query (basic) Excel - https://lnkd.in/d79Fks_y 2️⃣SQL (Most Important Skill) Skills: – SELECT, WHERE, ORDER BY – JOINs – GROUP BY, HAVING – Subqueries & CTEs – Window Functions SQL - https://lnkd.in/dZjUh9cq 3️⃣ Python for Data Analysis Skills: – pandas – numpy – matplotlib – seaborn – Data cleaning & EDA Python - https://lnkd.in/dYnG5jN3 4️⃣ Data Visualization Tool Power BI & Tableau Skills: – Data modeling – DAX basics – Filters & slicers – 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 👉WhatsApp: https://whatsapp.com/channel/0029VaFZ2LbKGGGRCU0lnd46 👉Telegram: https://t.me/dataanalyticsbuddy Till then keep learning & keep exploring 🙌☺️

🚀 FREE LIVE WEBINAR – Build an End-to-End Real Data Analytics Project 🚀 📅 Sat, 10 Jan 2026 | ⏰ 12:00 PM (IST) Learn how real analytics projects are built from scratch — SQL → Python → Dashboard Perfect for beginners and working professionals! 👉 Join for FREE: https://topmate.io/durgesh_yadav/1878063 🎯 Don’t miss out — practical, industry-ready, and live!

🚨 “Why pay ₹2,00,000+ when real Analytics Engineering skills can be built in ₹30–35K?” This is the #1 question we’ve been getting lately — and honestly, it’s a very valid one. So instead of marketing gimmicks, we decided to show complete transparency 👇 🔍 Why this Analytics Engineering Program is DIFFERENT 💡 Why professionals are confidently investing ₹30–35K ⚖️ How it delivers more industry depth than courses charging ₹2 Lakhs+ 🚀 Why Big Data / Analytics Engineering is the future-proof career path 📘 100% Clarity Document (No Hidden Claims) 👉 Understand the full roadmap of our 17th Jan Analytics Engineering Program 🔗 https://docs.google.com/document/d/1sJwcTsRgPAPlPNwmGZXKdZXmZAvmdYpEpNSGxhlWTVs/edit?usp=drivesdk 💥 Special Limited-Time Offer 🎯 45% Discounted Course Link 🔗 https://topmate.io/durgesh_yadav/page/yPusP9Owyy If you’re serious about transitioning into Analytics Engineering / Big Data Analyst roles, this is not just another course — this is a career-building ecosystem. 📩 Interested? Reach out now. We’ll personally guide you to enroll in 👉 one of the most successful Engineering Analyst (Big Data Analyst) batches. 📈 This is not a trend. This is the FUTURE.

Webinar will start at *7 pm IST Today* about End to End Understanding of Our Analytics Engineer Course which can help you end to end from Scratch - https://topmate.onlineclass.site/joinPublic/6960fbd6d96f7ec7eaace4ca43499526 *Join after sharp 25 Minutes*

*My one more Friend/Student got placed into Product Based as a Data Analyst with 300% Hike from different background* Link - https://www.linkedin.com/posts/om-rai-483657213_grateful-newbeginnings-dataanalyst-activity-7415360679446253568-hr3O?utm_source=share&utm_medium=member_android&rcm=ACoAACzhe4oBmzvkaOq0H_uTda6krr_d7DSxObs Do Like & Reshare

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 🙌☺

🚨 “Why pay ₹2,00,000+ when real Analytics Engineering skills can be built in ₹30–35K?” This is the #1 question we’ve been getting lately — and honestly, it’s a very valid one. So instead of marketing gimmicks, we decided to show complete transparency 👇 🔍 Why this Analytics Engineering Program is DIFFERENT 💡 Why professionals are confidently investing ₹30–35K ⚖️ How it delivers more industry depth than courses charging ₹2 Lakhs+ 🚀 Why Big Data / Analytics Engineering is the future-proof career path 📘 100% Clarity Document (No Hidden Claims) 👉 Understand the full roadmap of our 17th Jan Analytics Engineering Program 🔗 https://docs.google.com/document/d/1sJwcTsRgPAPlPNwmGZXKdZXmZAvmdYpEpNSGxhlWTVs/edit?usp=drivesdk 💥 Special Limited-Time Offer 🎯 45% Discounted Course Link 🔗 https://topmate.io/durgesh_yadav/page/yPusP9Owyy If you’re serious about transitioning into Analytics Engineering / Big Data Analyst roles, this is not just another course — this is a career-building ecosystem. 📩 Interested? Reach out now. We’ll personally guide you to enroll in 👉 one of the most successful Engineering Analyst (Big Data Analyst) batches. 📈 This is not a trend. This is the FUTURE.

Data Analyst Roadmap for 2026 (Beginner Friendly) 🚀📊 1️⃣ Understand the Data Analyst Role 🔍 What you actually do: – Clean and analyze data – Build dashboards – Write SQL queries – Use Python for deeper analysis – Use AI tools for faster insights – Present findings to business teams 💡 You help companies find answers and make decisions using data. 2️⃣ Start with Excel (Month 1) 📈 Learn: – Basic formulas (IF, XLOOKUP, INDEX-MATCH) – Pivot Tables – Power Query – Charts – Data cleaning steps 💡 Still the #1 tool used in companies for initial analysis. 🔗 https://lnkd.in/d79Fks_y 3️⃣ Master SQL (Month 1–2) 🧩 SQL = the core skill for Data Analysts. Start with: – SELECT, WHERE – JOINs – GROUP BY, HAVING – Window Functions (RANK, LAG, LEAD) – CTEs 🛠 Practice using: – W3Schools – Mode Analytics SQL – LeetCode (SQL section) 💡 SQL is required in 90%+ data analyst jobs in 2026. 🔗 https://lnkd.in/dZjUh9cq 4️⃣ Learn Python for Analysis (Month 2–3) 🐍 Start with: – pandas (cleaning, filtering, grouping) – Numpy – Matplotlib / seaborn – Basic EDA (Exploratory Data Analysis) 📝 Mini-project ideas: – Sales data cleaning + trends – Customer segmentation – Product performance analysis 💡 Python helps automate, visualize, and analyze large datasets. 🔗 https://lnkd.in/dYnG5jN3 5️⃣ Learn a Visualization Tool (Month 3–4) 📊 Choose ONE (Power BI is more in-demand): – Power BI – Tableau Learn: – Data modeling – DAX (Power BI) – Filters, slicers – Designing dashboards 🛠 Build 3–5 dashboards: – Sales performance – HR attrition – Marketing campaign report – Finance KPI report 💡 Tools are how you “show” your insights. 🔗 Power BI: https://lnkd.in/dVzsZqQ9 🔗 Tableau: https://lnkd.in/dXdC7mcX 6️⃣ Use Real Datasets (Month 4) 🔍 Practice on websites: – Kaggle – Data.gov – Maven Analytics – Google Dataset Search Try mini case studies: – Why are sales dropping? – What is causing customer churn? – What product generates highest revenue? 💡 Real data makes you job-ready. 7️⃣ Build a Strong Portfolio (Month 4–5) 💻 Upload projects to: – GitHub – Notion – Power BI Public Workspace – LinkedIn posts 📌 Include: – SQL queries – Python notebooks – Dashboards (Power BI/Tableau) – Case studies – Insight summaries 💡 Portfolio = 10x better than a resume in 2026. 8️⃣ Learn AI Tools (Mandatory in 2026) 🤖 Use AI as your co-pilot: – ChatGPT for SQL & insights – Power BI Copilot – Tableau “Einstein” – Code Interpreter for EDA Learn to: – Generate summaries – Detect anomalies – Optimize SQL – Explain dashboards 💡 AI-augmented analysts are preferred by employers. 9️⃣ Improve Soft Skills 🗣 Focus on: – Explaining insights in simple words – Data storytelling – Presenting dashboards clearly – Critical thinking 💡 Data Analysts = Communicators + Problem Solvers. 🔟 Get Certifications (Optional but Useful) 🎓 Good options: – Google Data Analytics (Coursera) – PL-300: Power BI Data Analyst – IBM Data Analyst – Snowflake SnowPro Core 💡 Helps stand out, especially for freshers. 1️⃣1️⃣ Apply for Entry-Level Roles (Month 6) 🎯 Job titles to search: – Data Analyst (Intern/Junior) – Business Analyst – Reporting Analyst – MIS Analyst – Power BI Analyst – Operations Analyst 💡 Apply even if you don’t meet 100% criteria. 👉 WhatsApp Channel: https://whatsapp.com/channel/0029VaFZ2LbKGGGRCU0lnd46 👉 Telegram Channel: https://t.me/dataanalyticsbuddy Don't forget to share with others who are looking for learning more about Data Analyst 🙌 ☺️ Till then keep learning and keep exploring 🙌 ☺️

🚀 FREE LIVE WEBINAR | Apache Spark – 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. 📊 End to End Understanding of Spark Framework 🗓 Sunday, 4 Jan ⏰ 12:00 PM IST ⏱ 120 Minutes | Live Session 🎯 What you’ll learn in this session: 👨‍🏫 Mentor: Durgesh Yadav ⭐ Renowned Data Analytics Mentor ⭐ Known for crystal-clear explanations & real-world insights ⭐ Trusted by thousands of learners across India 🔥 Who should attend? ✔ Data Analysts ✔ Data Engineers ✔ Big Data / Hadoop Learners ✔ Developers ✔ Anyone serious about data-driven careers 💡 If Spark feels confusing today, this session will connect all the dots for you. 👉 Join the webinar here: 🔗 https://topmate.io/durgesh_yadav/1866522?utm_source=public_profile&utm_campaign=durgesh_yadav

🚀 FREE LIVE WEBINAR | Apache Spark – 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. 📊 End to End Understanding of Spark Framework 🗓 Sunday, 4 Jan ⏰ 12:00 PM IST ⏱ 120 Minutes | Live Session 🎯 What you’ll learn in this session: 👨‍🏫 Mentor: Durgesh Yadav ⭐ Renowned Data Analytics Mentor ⭐ Known for crystal-clear explanations & real-world insights ⭐ Trusted by thousands of learners across India 🔥 Who should attend? ✔ Data Analysts ✔ Data Engineers ✔ Big Data / Hadoop Learners ✔ Developers ✔ Anyone serious about data-driven careers 💡 If Spark feels confusing today, this session will connect all the dots for you. 👉 Join the webinar here: 🔗 https://topmate.io/durgesh_yadav/1866522?utm_source=public_profile&utm_campaign=durgesh_yadav

https://wise-live.zoom.us/j/98076124579?pwd=abXRi8fisal0lorGoaJyqUii7JPcwV.1 Join Now all of you !

📢 FREE LIVE SESSION! 🗓 Date: Saturday, 3rd January 🕛 Time: 12:00 PM IST 🎓 Topic: What is Distributed Computing & Hadoop 🔗 Register Here: https://topmate.io/durgesh_yadav/1866511 Are you curious about how big data systems really work? 🚀 Join us for a practical & easy-to-understand session on Distributed Computing and Hadoop — perfect for students, beginners, and professionals who want to level up their data skills! ✨ In this session you’ll learn: ✔ What Distributed Computing means ✔ Why Hadoop is used in big data ✔ Real-world examples & use cases ✔ How it fits in today’s tech landscape 👨‍🏫 Hosted by: Durgesh Yadav 📍 Platform: Online (link in registration) 👉 Limited seats — Register now and save your spot!

Wishing all group members and their families a very Happy New Year 2026. 🎉🎊🎈🎁 Thank you for your continued support and cooperation. May the coming year bring success, good health, and prosperity to everyone. I wish you all a year full of opportunities, happiness, and lots of success ahead.  Cheers to an amazing year of creating and making something special 🥰😍😎

Do Like & Reshare and Enroll for Free - https://www.linkedin.com/posts/yadavdurgesh711_bigdata-dataengineering-dataanalytics-activity-7411680758571950080--L2J?utm_source=share&utm_medium=member_android&rcm=ACoAACzhe4oBmzvkaOq0H_uTda6krr_d7DSxObs

📊 FREE BIG DATA MASTERCLASS Big Data: Powering Netflix & Uber Platforms 🗓️ 31 December 2025 ⏰ 7:00 PM IST | Live (120 mins) Ever wondered how Netflix knows what you’ll watch next or how Uber decides ride prices in real time? In this session, you’ll learn: 🔹 Real-world Big Data architecture 🔹 Streaming & batch data pipelines 🔹 How personalization & pricing systems work 🔹 Tools & tech used at scale 👨‍🏫 Mentor: Durgesh Yadav ⭐ Rated “Expert” by learners 🎁 Exciting opportunity announced at the end 👉 Free Registration: https://topmate.io/durgesh_yadav/1866508

📊 FREE BIG DATA MASTERCLASS Big Data: Powering Netflix & Uber Platforms 🗓️ 30 December 2025 ⏰ 7:00 PM IST | Live (120 mins) Ever wondered how Netflix knows what you’ll watch next or how Uber decides ride prices in real time? In this session, you’ll learn: 🔹 Real-world Big Data architecture 🔹 Streaming & batch data pipelines 🔹 How personalization & pricing systems work 🔹 Tools & tech used at scale 👨‍🏫 Mentor: Durgesh Yadav ⭐ Rated “Expert” by learners 🎁 Exciting opportunity announced at the end 👉 Free Registration: https://topmate.io/durgesh_yadav/1866508

*How Real Projects are Done in Industry as a Data Analyst* Link to Join at 7 pm - https://topmate.onlineclass.site/joinPublic/694e9528a3e144438026a74a98385601 Host - Pragya Rathi (Data Engineer & Ex Data Analyst at Angel One

📊 Webinar 1: How REAL Industry Projects are Done by Data Analysts 🚀 Confused about how real Data Analyst projects actually work in companies? Dashboards, SQL queries, messy data, stakeholders — let’s break the reality. 📅 Date: 27th Dec ⏰ Time: 12:00 PM In this session, you’ll learn: ✅ How real business problems are framed ✅ How analysts approach projects end-to-end ✅ What interviewers expect when they ask “Tell me about a project” ✅ Common mistakes fresh analysts make 👉 Register here: https://topmate.io/durgesh_yadav/1856093 🔥 Perfect for beginners, career switchers & working analysts

🚀 Webinar 2: End-to-End Databricks for Data Analysts (SQL + Python) 💡 Databricks is where real analytics happens in companies. If you only know SQL on Excel/MySQL — this is your upgrade 🚀 📅 Date: 28th Dec ⏰ Time: 12:00 PM You’ll understand: ✅ How Databricks is used in real companies ✅ Writing real SQL & Python together ✅ How analysts work with large-scale data ✅ Why Databricks skills boost your salary & role 👉 Register here: https://topmate.io/durgesh_yadav/1856094 ⚡ Industry-relevant • Practical • No fluff