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Hey! I’m a final-year student myself, and I know how confusing it can be to make a good resume. If you want someone to take a look at your resume and give honest feedback, I’d be happy to help! We can go through things like: How your resume looks overall What you could improve or add How to make it clearer or more effective I’m not an expert, but I’ve learned a few things along the way, and I’ll do my best to help you make your resume better :)

Get direct access to me for personalised guidance. Use this DM to ask any focused question related to: Brand Strategy Brand Voice Brand Story or Messaging Content Strategy Copywriting feedback Positioning or clarity Client-facing communication Creative direction

🔥 Why I Created This Pack (Read This First) Over the last 4+ years working as a Data Engineer, and as a graduate from National Institute of Technology Tiruchirappalli (NIT Trichy), I’ve: Worked on real production pipelines Solved performance bottlenecks Built scalable data systems Cracked multiple data engineering interviews Recently, I made a successful switch using a structured preparation system — the same system you’ll get inside this pack. 💡 What Went Behind This I didn’t just compile questions. I spent months: ✔ Talking to senior data engineers ✔ Understanding interview patterns across top companies ✔ Collecting real scenario-based questions ✔ Testing every solution on real Spark clusters ✔ Organising everything into a simple, practical, ready-to-use system This is not another random question dump- 👉 This is the exact roadmap I used to crack interviews 👉 This is the toolkit I wish I had on Day 1 🎯 WHO IS THIS FOR? If you are: 👉Preparing for PySpark, Databricks, or Big Data engineering roles 👉Want one single place for ALL Spark interview preparation 👉Struggling to find real scenario-based questions 👉Looking for a practical, no-fluff revision pack 👉Trying to switch from testing/support → data engineering 👉A fresher/junior wanting to become interview-ready 👉A working engineer needing last-moment cheat sheets Then this product is built exactly for you. 💼 WHAT YOU WILL GET (FULL BREAKDOWN) Inside this Master Pack, you’ll get 500+ curated questions + practical guides + cheat sheets + hands-on notebooks: 📘 1. PySpark Notebooks (Hands-On Practice + Datasets) Covers all important PySpark topics Includes datasets for real practice Designed for learn-by-doing approach 💡 Bonus: 👉 Can be directly imported into Google Colab 👉 You can also explore Spark UI using ngrok to understand job execution, DAG, and performance tuning in real-time 📘 2. Top 300 Must-Know PySpark Questions Short, crisp, interview-focused Covers core + advanced concepts 📘 3. Scenario-Based Questions (Real Interviews) Covers: Data Skew & Shuffle Performance Optimization Large File Processing Cache / Storage Issues Partitioning Mistakes Job Failures & Debugging 📘 4. Hive + Azure + Databricks Delta ACID properties Delta Lake internals Z-Ordering, File Compaction 📘 5. PySpark Power Guide (Interview Bible) Theory + Code + Diagrams Quick recall concepts 📘 6. Last-Minute Cheat Sheet One-page revision for: Joins Lazy Evaluation Catalyst Optimizer Shuffle Window Functions Serialization Performance Tuning 📘 7. Common Spark Performance Issues & Fixes Memory tuning Executor configs Skew handling Partition strategies 📘 8. End-to-End Spark Architecture Understand how Spark works internally Answer open-ended questions confidently 💡 WHY THIS PACK WORKS (AND WHY OTHERS FAIL) ❌ Other materials give definitions — but interviews ask scenarios. ❌ YouTube videos give topics — but not real-world explanations. ❌ Random PDFs lack structure — this is a full roadmap. 🔥 What Makes This Different ✔ Hands-on notebooks + real datasets ✔ Learn Spark UI using ngrok (rare & powerful) ✔ Questions tested on real clusters ✔ Answers written in interviewer-style format ✔ Covers Beginner → Advanced → Real-world ✔ Designed for fast revision This is the only pack that helps you learn how Spark REALLY works, not just memorize answers. 🏆 WHY YOU CAN TRUST THIS 💼 4+ years of real Data Engineering experience ⚙️ Hands-on experience with Databricks, Spark, PySpark, Delta, Azure 🤝 Connected with multiple senior DEs to compile real interview patterns 📚 Used the SAME structure to crack my own interviews 🧩 Built over months with deep effort & real technical validation FINAL MESSAGE If you want ONE PRODUCT that prepares you for: ✔ Spark ✔ PySpark ✔ Databricks ✔ Delta Lake ✔ Hive ✔ Streaming ✔ Performance Tuning ✔ Real-world Scenarios 📌 How to Use This Pack 1️⃣ Extract ZIP → open Notes folder 2️⃣ Start with End-to-End → Basic → Power Guide → Data Cleaning → Performance 3️⃣ Use Notebooks + datasets for hands-on practice (run in Colab and use ngrok for spark ui ) 4️⃣ Solve interview & scenario-based questions daily 5️⃣ Revise using cheat sheets before interviews 6️⃣ Finish all Q&A for final preparation 👉 This is the only pack you’ll need. I built this after countless hours of real effort — so you don’t have to struggle the way I did. 💡 This is not just a notes bundle — it's a complete Spark interview preparation system with hands-on practice.

Don't forget to add a testimonial - link shared on email. Last Moment PDFs and Recordings Details - Recordings & PDF of Decision Making B1-6 Sessions- https://topmate.io/priyasha_crackxat/1858505 Decision Making Batch 3 [3 Live Sessions + 1 Rec] - https://topmate.io/priyasha_crackxat/1858182 GK PDF with Answers - https://topmate.io/priyasha_crackxat/1860642 GK Questions PDF - https://topmate.io/priyasha_crackxat/1860538 15 days Strategy for XAT - https://youtu.be/NvaQG2uF62I Here's the XAT Bundle - https://topmate.io/priyasha_crackxat/1805380 Important Topics for XAT - https://youtu.be/7yboyXReedY Group Classes Details - Poem Based RC (5 classes)- https://topmate.io/priyasha_crackxat/1834092 Decision Making Batch 2 - (5 classes)-https://topmate.io/priyasha_crackxat/1834121 Reading Materials - https://topmate.io/priyasha_crackxat/1821986 DAILY RITUALS - 1st DEC 2025 is LIVE - https://topmate.io/priyasha_crackxat/1829862 Upcoming days you will find it here - https://t.me/priyasha10_cat ☘Personalized Help - https://topmate.io/priyasha_crackxat ❤️Quick Connect - https://www.instagram.com/crack_xat/ 👩‍💼Official TG - https://t.me/priyasha10_cat 📚 Download FREE Notes & Daily Newspapers - https://t.me/newspapers_dailypdf 👩‍🏫Interview Prep/Profile Review - https://t.me/sop_essay_wat_review 🍎Informative videos - https://www.youtube.com/@crack_xat

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If you have an Interview due soon and feel unprepared, don\'t worry because I\'ve got you. In this call, I give you solid tips and discuss the frequently asked questions which will help you get an idea of the process, build confidence and ace the interview for the job/internship you\'ve been eyeing for long.

Do you have a major interview due soon but feel unprepared and anxious? Book a 1:1 call with me where I provide step-by-step actionable and practical tips to move past these momentary blocks and ace your next interview.

If you are someone who feels stuck in your career or confused on how to move further and seek personalised 1:1 guidance to clear your roadblocks, you\'re at the right place. I will patiently listen to what you say and with my experience provide step-by-step actionable and practical tips to move past these momentary blocks and ace your career. Book a call now!

The best way to ace an interview is to do Mock Interviews with a friend or me! In this call, I will help you in your interview preparation for your next job/internship through a Mock Session. This session will be structured in line with the industry and role you are looking for and help you get a feel of how it really feels to be in an interview.

Connect 1:1 with me over a video call to discuss anything about your career guidance and anything on the cloud

If you have an Interview due soon and feel unprepared, don\'t worry because I've got you. In this call, I give you solid tips and discuss the frequently asked questions which will help you get an idea of the process, build confidence and ace the interview for the job/internship you\'ve been eyeing for long.

Resume Template: A Recruiter-Tested Blueprint This editable template is built from real hiring outcomes, not theory. The same layout and structure that secured shortlists at Amazon, McKinsey, Bain, P&G, and Deloitte. What makes it work: Proven layout structured for both campus and lateral recruitment ATS-ready: clean hierarchy, keyword-friendly sections, consistent formatting Single-page format with role-aligned sections (Experience, Education, Skills, Projects, Certifications) Guidance notes on writing metric-driven bullets and prioritizing content Keyword prompts to align with your target roles Built by a Management Consultant and Ex-Amazon Senior Financial Analyst with an MBA from IIM Lucknow. 1,000+ candidates mentored on CV strategy across consulting, finance, and tech roles.

Embark on a transformative journey with my "Technical Storytelling Strategy" – a 30 mins 1:1 session where I will personally guide you in elevating your communication skills within the technical realm. In this tailored session, we will collaborate closely to craft compelling narratives that effectively convey complex technical information to diverse audiences. 1. Tailored Approach: Together, we'll address your specific needs, ensuring that the storytelling strategy aligns seamlessly with your goals and objectives. 2. Storytelling Frameworks: I will share insights into proven storytelling frameworks specifically tailored for technical content, helping you structure your narrative for maximum impact, engagement, and retention. 3. Audience-Centric Communication: Learn how to adapt your technical story to different audiences with my guidance. Whether presenting to stakeholders, team members, or non-technical decision-makers, I'll help you tailor your message for maximum understanding and resonance. 4. Visual Storytelling: Explore the power of visual elements in conveying technical information. I'll guide you in using visuals, charts, and graphics to enhance your narrative and make complex concepts more accessible. 5. Clarity and Simplicity: Together, we'll cut through the complexity. I'll guide you in simplifying technical jargon and conveying intricate details in a clear, concise manner to ensure your audience grasps the essence of your message. 6. Interactive Feedback: Receive constructive feedback and practical tips during our session. I'll provide hands-on guidance, allowing you to refine your storytelling skills in real-time. 7. Post-Session Resources: Walk away with valuable resources, including templates, guides, and additional materials that reinforce the principles covered during our session. These resources will serve as ongoing tools to enhance your technical storytelling capabilities. Embark on a journey to elevate your technical communication. Book your one-hour 1:1 session with me today and unlock the potential to captivate, inform, and inspire through the power of compelling storytelling. The only reason to keep a nominal charge is to let me have a chance to speak with people who genuinely want to connect.

In this session, I aim to clear doubts and mentor you, guiding your career journey. Together, we'll address challenges, explore opportunities, and develop strategies for your professional growth. With personalised support, I'll help shape your path toward success, ensuring clarity and empowerment every step of the way.

Gain access to a meticulously curated database featuring 100+ leading companies in the healthcare market research and consulting sector. Key Highlights: - Company Names - LinkedIn Profiles (Company and HR) - CEOs - Employee Ratings - Average Salary - Start-ups / MNCs - WFH / WFC / Hybrid & many many more........ Who can be benefitted from this database? - Freshers just entering the industry - Professionals who need a switch This comprehensive database caters to both students/freshers seeking career opportunities and seasoned professionals looking for new ventures in the dynamic healthcare market research and consulting domain. Don't miss out on this invaluable resource to elevate your career prospects!

I will review your resume and suggest changes. Unlimited revisions, but up to 5 working days to get info back from me. Usually 1-2, but I'd rather build expectations :)

Connect 1:1 with me over a video call to discuss anything you want. With more time, we will go into details so I can understand the background and give you a tangible solution. [Please Note: No Shows will not be refunded or rescheduled, if you can't make the call, please inform in advance] If you are more than 5 minutes late, I will end the call and there is no way to reschedule it. So please be punctual as time is my most valuable asset. Note: This is not a medical treatment or should be considered so.

We can discuss anything, not covered in other listed ways, that might need my assistance, input or feedback! The only reason I'm keeping a nominal charge is to let me have a chance to speak with people who genuinely need to connect. Looking forward to speaking 🙌

If you are stuck at your career, what kind of path you needed? I can help you out in the career -Data Analytics and Business Intelligence

I created a WhatsApp group where I share job openings I receive from my network and recruiters so you can apply for them. If you want to join this group, please click on the access button of this service

I am working in Saudi as a Full Stack AI Engineer since 3+ years and have first hand experience of the job market. In 15 mins, you will get Step by Step Actionable Insights about Current situation of AI/IT Engineer Jobs in Saudi Applying for jobs in GCC countries like Saudi, UAE, Qatar, Bahrain, Oman, etc. Job Portals for finding jobs Tips to build a strong profile for Application Linkedin Optimization Strategies for Saudi Networking on Linkedin Using AI for making quicker Applications