Just shared a real-world story on when ELT failed and why we had to switch back to ETL — even in a cloud-native setup.
If you're confused about which one to use in your data projects, this post will clear things up 👇
📊 Use-case breakdown ⚠️ Mistakes to avoid 🔁 When not to follow trends

👉 Check it out and drop your thoughts in the comments! 📎 https://www.linkedin.com/posts/adityabansal095_dataengineering-etl-elt-activity-7335157740572430336-FCjt?utm_source=share&utm_medium=member_ios&rcm=ACoAAB8c2Z8Bcu4nHPJW24bZAavnMChCO7Q0wCQ

Let’s discuss what’s working (and what’s not) in real data pipelines 💬
#SQLJunction #DataEngineering

🚨 Just Dropped!
I’ve uploaded the first video of my new YouTube series: SQL Server Interview Questions – Episode 1 🎥
👉 Watch Now

It covers a real-world SQL challenge with match results, NULLs, and detailed output logic. If you’re preparing for interviews or want to sharpen your SQL problem-solving skills, don’t miss this breakdown.

💬 I’d love to hear your version of the solution in the comments. Let’s learn from each other!

🙏 I’m on a mission to reach 500 subscribers and build a strong SQL & Data community on YouTube.
If you’ve found value in SQL Junction, I truly need your support now more than ever.

🎯 Please:
1️⃣ Watch the video
2️⃣ Like + Comment your thoughts
3️⃣ Hit Subscribe if you haven’t already
🔗 https://youtu.be/inJ85gOS078

Thanks for being part of this journey. Let’s grow together! 🚀

#SQLJunction #SQLServer #SQLInterview #SQL

🚨 Job Alert – Innova Solutions 🚨 📍 Location: Chennai / Hyderabad 👨‍💻 Role: Senior MS Stack Developer

🛠 Required Experience & Skills:
7+ years of professional experience in software development
Strong command over C#, .NET Core/.NET Framework, and SQL Server
Hands-on experience with Azure services, deployments & environment management
Familiarity with frontend frameworks like Angular and React Native
Proficient in TypeScript and JavaScript

✅ Additional Highlights:
Proven experience delivering production-ready software
Strong engineering discipline and product-oriented mindset
Excellent problem-solving, debugging, and coding standard practices

📩 If you're the right fit or know someone who is, apply now! Please message me on LinkedIn
LinkedIn.com/in/adityabansal095

#Hiring #JobAlert #MSStackDeveloper #DotNet #SQLServer #Azure

I can get anyone referred for this position

🚨 New YouTube Video Just Dropped!
🎯 Amazon SQL Interview Question Solved!

🟣 Learn how to calculate month-over-month percentage change in revenue — a real SQL question asked in Amazon interviews!
📺 Watch Now 👉

https://youtu.be/WrRA-hVDZ5I

📌 Don’t forget to: 🔗 Subscribe to the channel 💬 Drop your thoughts in the comments 📣 Share with friends preparing for data interviews!

Please help me in reaching 500 subscribers.

#SQL #AmazonInterview #DataAnalytics #SQLInterview #SQLJunction

Job Alert for freshers

Join our Pune team as a Business Analyst (0-3 yrs exp)! We're looking for talent with SQL, Excel, and basic Python skills. Analyze business needs, develop solutions, and drive growth. Send your resume and let's discuss!

Interested candidates can directly share your resume on ygurnani@integrichain.com

Note - Candidate must be based in Pune

#BusinessAnalyst #Pune #JobOpening #CareerOpportunity

https://smrtr.io/rCSGG

Hello SQL folks

I have posted another good interview question on one of my linked in post

https://www.linkedin.com/posts/adityabansal095_sql-interviewprep-dataanalytics-activity-7338418464438530050-ttYS?utm_source=share&utm_medium=member_ios&rcm=ACoAAB8c2Z8Bcu4nHPJW24bZAavnMChCO7Q0wCQ

Please do take a look

I am currently preparing a playlist on YouTube for SQL interview questions
With your support , we will learn SQL in a way that will give us the confidence to crack any interview

https://youtube.com/playlist?list=PLU1HobJd_JCqjcZwUCc6s8avJutoIjyIF&si=IHwwl58XgAfWFYk7


Link to the playlist
Please subscribe and help me in reaching 500 subscribers

Thank you 🙏

I have been getting lot of DMs from
Folks about learning DBT?
I’m thinking to conduct a webinar to walk you through entire DBT tool and show you how it is gaining traction in the data world?

Are you guys interested?

If this poll gets enough votes , I will come up with DBT session very soon🤔

Thank you engineers
This position was filled by some body from this group🤗

Keep learning and opportunities will automatically come your way

This is still
Open
I have only received 50 votes.
I will stop this poll on Monday and will see it from there.

🚨 SQL Challenge — Real-World Use Case

You’re given a log table with 3 columns:
📅 record_date,
🏦 account_id,
👤 user_id

Task:
🔍 For each account, identify users who came back after 7+ days of inactivity.

Sounds simple, right?
But to solve this, you’ll need to:

* Use LAG() to compare login dates
* Calculate gaps between logins per user
* Filter only those who returned after 7+ days
* Do all of this per account, not globally

This is exactly the kind of logic you’ll face in interviews and real projects.

Here’s the SQL solution 👇

🧠 SQL Solution:


WITH user_logins AS (
SELECT
account_id,
user_id,
record_date,
LAG(record_date) OVER (
PARTITION BY account_id, user_id
ORDER BY record_date
) AS prev_login
FROM user_activity_log
),
login_gaps AS (
SELECT *,
DATEDIFF(day, prev_login, record_date) AS gap_days
FROM user_logins
)
SELECT DISTINCT
account_id,
user_id
FROM login_gaps
WHERE gap_days >= 7;

📩 For more such real-world SQL questions?
Join the LinkedIn posts and weekly YouTube drops:
🔗 https://www.youtube.com/playlist?list=PLU1HobJd_JCqjcZwUCc6s8avJutoIjyIF

📌 Stay tuned here for more!

#SQL #DataEngineering #InterviewPrep #SQLInterview

🚨 Urgent Hiring: Data Analyst / MIS-WFM Manager @ GlobalLogic, Gurgaon

Are you a data-driven professional with a passion for optimizing performance and uncovering insights? Join GlobalLogic in Gurgaon as a MIS & Workforce Management (WFM) Team Manager and take charge of transforming operational efficiency through smart analytics and workforce planning.

In this leadership role, you'll manage a skilled MIS/WFM team, create high-impact dashboards, and collaborate cross-functionally to ensure billing accuracy and data-backed decision-making. Your expertise in Excel, forecasting models, and reporting will drive critical business outcomes.

✅ What You’ll Need:
5+ years in MIS or WFM, ideally in service-based industries
Strong command of Excel (formulas, pivots, macros)
Exposure to Amazon Connect, Monte Carlo simulations, and SARIMA/ARIMA forecasting
Knowledge of BE6 billing models
Bonus: Power BI or Tableau skills
Excellent stakeholder communication & sharp analytical thinking

💼 Key Responsibilities:
Lead MIS & WFM initiatives for reporting, forecasting, and planning
Build dashboards using Excel/Power BI for real-time insights
Monitor and optimize key metrics: staffing, schedule adherence, occupancy
Ensure billing accuracy, reconcile timesheets, and manage invoices
Drive strategic decisions through data storytelling and collaboration

This is an urgent hiring ,it looks like to be a data analyst role
Salary for right candidate is around 15-18 LPA

Please reach out to me immediately on LinkedIn
If you are interested
LinkedIn.com/in/adityabansal095

🚨Hiring Data Analyst Freshers!

If you’re skilled in SQL, Python, Power BI & Excel and can join within 15 days, this is your chance.

Fresh minds. Real data. Big impact.

🔗 Apply now: https://lnkd.in/gP6YgNVK

Tag & share with someone who needs this!

🚨 Netflix SQL Interview Question Alert!

They asked this in an actual interview:
🎬 "Find the genre of the person with the most Oscar wins… and join using names, not IDs."

Sounds simple? It’s not.
Real-world SQL. Real logic. Real fun. 😄

I just posted a breakdown on LinkedIn — check it out and drop a “Netflix 🔥” to get the full solution!

📎 https://www.linkedin.com/posts/adityabansal095_sql-dataanalytics-sqlinterview-activity-7343592162338422785-OsV9?utm_source=share&utm_medium=member_desktop&rcm=ACoAAB8c2Z8Bcu4nHPJW24bZAavnMChCO7Q0wCQ

#SQL #Netflix #SQLJunction #DataEngineering #InterviewPrep