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Most Data Engineers know Apache Iceberg exists. But very few understand how it powers a modern data stack. Here’s how Iceberg enables ACID compliance, Delta Lake integration, and scalable ingestion workflows 🧵 #DataEngineering #ModernDataStack #ShashTalks

🧵SQL JOINs explained the easy way – for aspiring Data Engineers Most people memorize JOINs. Smart people visualize them. Let’s break them down using real-world examples and simple mental models 👇 #DataEngineering #SQL #ShashTalks

Mastering AWS as a Data Engineer? Start here → 15 services you actually need to know (not just what's trending). Saves you hours of Googling. Bookmark this #AWS #DataEngineering #ShashTalks #CloudComputing

Today I'm helping career switchers break into Data Engineering. Confused about tools, roadmaps, or how to stand out? Ask away👇 I'll answer every question in the replies. #shashtalks #careeradvice

What will you fill in this blank ? Data Engineering is ____. My answer : Data Engineering is like plumbing for data! No one notices when it works perfectly, but the moment something breaks, everyone panics and blames you! 😂 #shashtalks #dataengineering

Fundamentals should always be the priority! #dataengineeringjobs #dataengineering #shashtalks

Your First 30 Days as a Data Engineer 🗓️ 1️⃣ Focus on learning team culture 2️⃣ Master core tools like SQL & Airflow 3️⃣ Understand the pipeline structure 4️⃣ Don’t shy away from debugging 5️⃣ Prioritize communication with stakeholders #DataEngineering #CareerTips #shashtalks

Pandas for Data Engineers 🐼 1️⃣ Simplifies Data Wrangling 2️⃣ Optimizes Data Analysis 3️⃣ Makes SQL data migrations easier 4️⃣ Handles large datasets with ease 5️⃣ Essential for automating data processing! What are you thoughts on pandas? #Pandas #DataEngineering #shashtalks

Cracking Data Engineering Interviews 💡 1️⃣ Focus on fundamentals 2️⃣ Practice with real-world projects 3️⃣ Know your tools (SQL, Spark, Airflow) 4️⃣ Prepare for system design questions 5️⃣ Research the company & its data needs #DataEngineering #JobInterviews #Shashtalks

5 Resume Mistakes That Cost You a Data Engineering Job 💡 Fix these ASAP: ❌ Generic resume (not tailored) ❌ No measurable impact ❌ Listing tools without context ❌ No project links/GitHub ❌ Ignoring soft skills 👉 Save this for later! #dataengineeringroadmap #shashtalks

Top Data Engineering Tools for 2025 🛠️ 1️⃣ Apache Kafka 2️⃣ AWS Redshift 3️⃣ DBT 4️⃣ Airflow 5️⃣ Snowflake Master these tools to stay ahead of the curve! 🚀 DataEngineering #TechTools #Shashtalks

Unlock Google BigQuery’s Power 🚀 1️⃣ Optimize Query Performance 2️⃣ Master Partitioning & Clustering 3️⃣ Automate Data Ingestion 4️⃣ Learn Cost Management 5️⃣ Leverage BigQuery ML for AI-driven Analytics #BigQuery #DataEngineering #Shashtalks

What Makes a Data Engineer Stand Out?⭐ ✔️Clean & Efficient Code ✔️Understanding Business Requirements ✔️Optimizing Data Pipelines for Speed & Cost ✔️Automating Everything Strive to be a business-critical asset!🚀 #Techtips #Shashtalks

Top 5 Skills for Freelance Data Engineers 💰 ⚡️SQL & Python ⚡️Cloud & Data Engineering Tools ⚡️Efficient ETL Automation ⚡️Client Communication & Business Value ⚡️Networking & Marketing Yourself Build your brand & secure the bag! #Freelancing #Shashtalks

3 Data Engineering Mistakes to Avoid 🚫 Overcomplicating Pipelines Neglecting Data Quality Skipping Testing & Monitoring Fix these, and you’ll level up fast! 💪 #Shashtalks #Careergrowth

Data Engineering Essentials for 2025 🛠️ ⚡Cloud Platforms (AWS, GCP, Azure) ⚡Real-Time Processing (Apache Kafka, Spark) ⚡Data Quality & Governance ⚡Data Contracts Stay sharp and stay relevant! 💼 #Shashtalks #techskills

Want to Future-Proof Your Data Engineering Career? 🚀 ✅Master Data Mesh ✅Learn Streaming-first Pipelines ✅Deep Dive into Data Governance ✅Automate DataOps with AI These skills will make you indispensable in 2025!💡 #DataEngineering #FutureSkills #Shashtalks

The best advice? Never trust your data until you’ve seen it with your own eyes—twice. #shashtalks

Shoutout to all the data engineers who make the impossible happen. You inspire us all! #shashtalks #buildinpublic

Data Engineer vs. Data Scientist vs. Data Analyst—what’s the difference? 🤔 Watch till the end to find out which one fits YOU best! 🚀💻 #shashtalks #DataJobs #TechCareers #DataScience

🚫 Common Interview Mistakes to Avoid: #shashtalks

Most Data Engineers know Apache Iceberg exists. But very few understand how it powers a modern data stack. Here’s how Iceberg enables ACID compliance, Delta Lake integration, and scalable ingestion workflows 🧵 #DataEngineering #ModernDataStack #ShashTalks

Support is often a lonely journey, but success draws a crowd. Remember, those who cheer for you in solitude are the ones who truly matter! #motivation #stayhumble #shashtalks

Fundamentals should always be the priority! #dataengineeringjobs #dataengineering #shashtalks