Dr Emmanuel Ogungbemi

Head of Data Engineering | I help you improve your productivity with data and AI

From being a data analyst to leading the development of data pipelines, my journey in data engineering and analytics has been both challenging and rewarding.

When I began my career in data, I faced the daunting task of turning vast amounts of raw data into actionable insights.

The problem? Many organisations struggle with fragmented data and inefficient processes.

Here's how I tackled these challenges and built a successful career in data:

1. Crafted Data Solutions: Designed and implemented a Common Data Platform, ensuring seamless data integration and access.
2. Led Innovative Projects: At NATS, I contributed to the world's first AI system for air traffic control, utilising digital twinning and machine learning.
3. Developed Future Talent: Shaped data science and engineering education at Multiverse by developing comprehensive curricula for degree-level apprenticeships.
4. Consulted on High-Impact Projects: Provided AI and data science consultancy for industry giants like BP, Sword and Chaucer (now BIP UK), driving data-driven decision-making and innovation.

Now, I'd like to talk about you.

Are you aspiring to become a successful data analyst/data scientist/data engineer but need help figuring out where to start?

Here's a roadmap to guide you:

1. Master the Fundamentals:
- Learn key programming languages like Python and SQL.
- Understand data structures, algorithms, and database management.

2. Gain Practical Experience:
- Work on real-world projects to apply your skills.
- Use tools like Power BI and Tableau for data visualisation.

3. Join the Community:
- Participate in data science forums and attend industry events.
- Network with professionals to exchange knowledge and opportunities.

4. Continuous Learning:
- Stay updated with the latest trends and technologies in data analytics.
- Take advanced courses to deepen your expertise.

To help you get started, I've created a comprehensive Data Analyst Roadmap that outlines the essential steps and resources you need to succeed.

Join my email list to register your interest in my free Data Analyst Roadmap.

You have the potential to excel in the data industry, and I'm here to support your journey.

Let's connect and share our experiences in data engineering and analytics!

Head of Data Engineering

I'm excited to share an invaluable resource: the Data Engineer Interview Guide by Simplilearn!

Preparing for a data engineering interview can be daunting, but this comprehensive guide has got you covered. 

Whether you are a fresh graduate or an experienced professional, this document provides a detailed overview of the key questions and answers you can expect in a data engineering interview.

Key topics include:
- Understanding the role and responsibilities of a data engineer
- Differences between data engineers and data scientists
- Key skills required for data engineering, including SQL, Hadoop, and Python
- Essential frameworks and applications for data engineers
- Commonly asked interview questions and how to answer them
- Practical tips for handling job-related crises and real-world scenarios
- Insights into data modelling, ETL processes, and working with big data in cloud environments


Enhance your interview preparation and stand out from the competition with this detailed guide!

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- Save to revisit down the road
- Add your comment!

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Talks about #data, #kindness, #interviewtips, #selfimprovement, and #careertransition

Data Engineering Intro

I help you break into data science and AI with practical tips, real-world insights, and the latest trends.

SQL Introduction Handnotes

The real secret to becoming a data professional isn't technical skills—it's storytelling.

Here's how narrative trumps numbers.

When I first entered the world of data, I was captivated by the endless possibilities that numbers could unlock.

But soon, I realised something crucial: data alone doesn't speak.

It's the story you weave around it that truly makes an impact.

Let me explain how you can harness the power of storytelling in data:

1. Understand Your Audience
  ↳ Tailor your narrative to resonate with the specific needs and interests of your audience.
  Whether you're speaking to executives or data enthusiasts, adjust your story accordingly.

2. Find the Human Element
  ↳ Data is ultimately about people.
  By highlighting the human impact, you make your insights relatable and actionable.

3. Create a Compelling Narrative Arc
  ↳ Like any good story, your data-driven narrative should have a clear beginning, middle, and end.
  Start with the problem, introduce the data, and conclude with actionable insights.

4. Simplify Complex Data
  ↳ Great storytelling involves breaking down complex data into understandable and engaging segments.
  Use visuals and analogies to make your points clear.

5. Inspire Action
  ↳ Your story should lead to a call to action, encouraging your audience to make informed decisions based on your insights.
  
Remember, data storytelling isn't just about presenting facts—it's about driving change.

By mastering the art of storytelling in data, you transform from a mere analyst to an influential data storyteller.

And the best part?

Anyone can learn this skill.

So, are you ready to craft stories that drive data-driven decisions?

Start weaving your narrative today.

Excited to share an insightful resource: MLlib: Scalable Machine Learning on Spark by Xiangrui Meng and collaborators!

This comprehensive guide explores the powerful capabilities of MLlib, Spark's scalable machine learning library.

It covers everything from basic algorithms to advanced machine learning techniques, making it an essential resource for data scientists and engineers looking to leverage Spark for large-scale data processing and analysis.

Key topics include:
- Overview of MLlib and its integration with Apache Spark
- Machine learning algorithms: classification, regression, clustering, and collaborative filtering
- Practical examples and implementations of logistic regression, k-means clustering, and ALS
- Performance comparisons and scaling properties of MLlib
- New features and updates in MLlib v1.x
- Integration with other Spark components like Spark SQL, Streaming, and GraphX


Unlock the full potential of machine learning with MLlib on Spark and take your data projects to the next level!

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- Save to revisit down the road
- Add your comment!

Why I believe the future of data engineering lies not in new tech but in teaching empathy and communication.

I started in data engineering with the belief that the latest tech would solve every problem.

That mindset shifted.

Here's why: it's not just about the tools.

It's about understanding the humans behind the data.

In my journey from data analyst to data engineering leader, I've learned that the hardest problems aren't technical.

They're human.

When I was tasked with transforming raw data into insights, I quickly realised that many organisations were drowning in fragmented data.

Not because they lacked technology, but because they lacked communication.

→ Data was siloed.

→ Teams didn't talk to each other.

→ Processes were inefficient.

So I focused on:

1. Building Bridges: I brought together diverse teams, ensuring everyone understood the data's value and purpose.

2. Teaching Empathy: I encouraged my team to see data not just as numbers but as stories with human impact.

3. Enhancing Communication: I led efforts to develop clear channels and languages for data discussions, making complex insights accessible to all.

It wasn’t just about algorithms.

It was about collaboration.

About understanding the fears and hopes of those who rely on the system.

When we embrace empathy and communication, we transform data from a static resource into a dynamic force for change.

We give it life.

The future of data engineering won't be about the flashiest tools.

It will be about the human touch.

So here's my challenge to you:

Focus on the human side of data.

Ask more questions.

Listen more.

Let's build a future where data brings us together, not keeps us apart.

What do you think?

How can we make data engineering more human?

Share your thoughts below.

LinkedIn Growth Hacker✌️ ||Believe in Smart work💥 || Content Creator🖋️|| Believe in Opportunities💫|| Adding a little spark✨

LinkedIn Growth Hacker || Marketing || Believe in Smart work || Content Creator || Believe in Opportunities

Hello LinkiFam 👋

This side Vidhi,Thanks for visiting my profile .

We live in a digital age where your online presence a reputation matter more than ever.

I love to help people shine online and become their ownbrands. The power of social media is undeniable.

Building your personal brand is like planting a seed today that will grow into a fruitful tree tomorrow.

You might be wondering how can I help you grow your personal brand online. 

I can help you in following ways:-

📌LinkedIn Profile Management 
📌Content Marketing 
📌Social Media Manager 

If you are someone who wants to harness the power and potential of branding the right way online, let's connect.

For Services DM me or drop a mail at v.toshniwal2828@gmail.com

Technology 👩‍💻excites me and I'm always in the awe of the change it drives in world🌍

Vidhi Toshniwal

A friend of mine just crossed $10K in a single month.

And what shocked me wasn’t the money,
it was how it started.

Not with a big team.

It started with her sitting on her bed… typing one simple line into Replit Design Mode.

Just two months earlier, she was stuck.

She had an idea for an AI image generator app, users could type a description and instantly get a professional-quality image for social media, presentations, or marketing, but every time she tried to create a website or app for it, she froze.

“I’m not a designer.”
“I can’t build a site.”
“What if it looks unprofessional?”

So the idea kept collecting dust.

One random night, she tried Replit Design Mode out of pure frustration. Typed a single sentence describing her idea.

And boom, in under 2 minutes, she had:

✓ A clean, aesthetic, professional landing page
✓ A fully designed app interface where users could generate images instantly
✓ Interactive elements like image previews and download buttons
✓ A version she could edit in normal English
✓ The option to turn it into a full app with Convert to App

Zero coding.

She published it the SAME night.

The next week, she started getting users.
Her app went viral among small businesses and creators.

By month two, she hit $10,000 in revenue.

Not because she was “lucky.”
But because she finally removed the walls between ideas → execution.

If you’re waiting for the perfect moment… stop waiting.

Sometimes your life changes in the 2 minutes you decide to actually start.

Try it yourself → https://replit.com

Last night, I did something crazy.

I built a full AI Meeting Assistant app on Replit…

and I’m still shocked at how fast it happened 🤯

I opened Replit with one simple idea:

“An AI meeting assistant that takes notes, creates summaries, and sends tasks.”

That’s it.

I typed the description…
and in under 2 minutes, the entire design appeared.

Like magic.

➡️ Clean dashboard
➡️ Note-taking space
➡️ Auto-summary section
➡️ Task list with assignees
➡️ Email/Drive export buttons
➡️ Fully mobile-ready

Then I clicked Convert to App…
and suddenly it wasn’t just a design.

It became a working product.

Before Replit, this would’ve taken:
days of wireframing,
hours of meetings,
and endless “Can you send the updated version?”

Now it takes:
one prompt.
one click.
one minute.

This genuinely felt like the fastest idea → reality moment of my life.

If you’ve been sitting on an idea, big or small,
this is your sign to finally build it.

Do check it out: https://replit.com

P.S. Dropping the first AI tool I created using Replit 🔥

RIP CODERS! This AI can FULL APPS and Websites for you in minutes!

Introducing ABACUS AI DEEP AGENT - The AI Agent that builds full Apps, Saas, Websites, other AI Apps, and much more...!  

https://lnkd.in/gJctD8mz

HERE ARE ALL THE FANTASTIC FEATURES

1. Build A Full Stack App In One Shot
Complete, production-ready website from a single prompt. Including a dynamic form and a fully integrated database.

2. Create Interactive Games 
DeepAgent instantly creates interactive games, such as Conway’s Game of Life, Sudoku, Hot or Not, in one shot, and many more. All from a single prompt, without any coding!

3. Create Presentations with Images and Graphs
Instantly creates beautiful presentations with detailed information, graphs, charts, and images, saving 4-5 hours at least.

4. Embed AI In Your Vibe-Coded Apps
DeepAgent instantly creates other AI apps, such as a dating advisor, a mindful coach, a sports coach, car info, and a dietitian - essentially, ChatGPT but tailored for personal use cases!


5. Create Technical Deep Research Reports
Instantly writes detailed research documents. Perfect for founders, analysts, marketers, and students.

6. Raw Data to Visual Insights and Dashboards
DeeAgent analyses your XLS and CSV files in detail, extracting key metrics and instantly generating clear and insightful graphs to visualize your data.

7. AI Travel Hacker
DeepAgent browses the web in real time to find and compare the best and cheapest flights, hotels, and events to automate your life. Basically, your assistant for 24/7

8. ABACUS AI DEEP AGENT Includes CHATLLM
All-in-one AI Super assistant, Generate images and videos, Chat with PDFs and docs, Create presentations & reports, CodeLLM - AI Code editor

This all-in-one tool can replace all your AI tools! Give it a shot!

https://lnkd.in/gJctD8mz

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Last week on a trip, my phone battery died.

And I guess we’ve all been there 😉

Perfect sky, perfect moment… but the phone just couldn’t keep up.

So when I saw Moto g67 POWER 5G “phone tombstones” floating around online, I laughed way too hard.

Because… yeah, been there.
“Camera died mid-sunset.”
“Battery gave up halfway up K2.”

Too real.

Then I read about their #UnstoppableChallenge, where creators travel India’s longest routes on just one charge.

No power banks.
Just trust in that 7000 mAh battery.

And 50MP Sony Lytia 600 Camera photograph.

What a quality of photo.

All that power and performance at just ₹14,999* — not gonna lie, that’s bold.

And kind of refreshing to see a brand actually prove its point instead of just saying it.

Because if there’s one thing this generation doesn’t do,
it’s choose this or that.
We do both.

Hustle and chill.
Shoot and scroll.
Create and consume.

Moto just… got it right this time 😎

Flipkart
#ThisAurThatwithMotoG67POWER5G #SaleStartsFrom12thNovemberOnFlipkart #Ad

Weddings these days?
Straight up Bollywood mode 😂

And dulha entries?
Full action-movie energy.

Horses, jeeps, vintage cars…
bas jetpack hi baaki hai 😂

I saw the new Shaadi.com film today and honestly, it felt like a gentle roast for our entire generation.

“Sahi entry se zyada important hai, sahi hero ki entry.”

Funny, real, and a reminder we seriously needed.

In a world chasing aesthetic weddings,
maybe it’s time we focus on authentic partnerships too.

Loved how they turned a cultural habit into a clever message, light, humorous, and still spot-on.

Who else felt personally attacked by this ad? 😭🔥

I've always believed travel wasn’t tiring, planning was.

Choosing a place to stay is one task.
Choosing how to get there is another.

Syncing them?
A whole battle.

But recently, while checking out The Hosteller properties, I discovered something surprisingly useful.

You can now book RedBus tickets directly on The Hosteller website.

No redirects.
No confusing tabs.

Just a simple, dedicated page where you book your bus through RedBus without leaving The Hosteller ecosystem.

Which basically means:

✔️ Stay? Sorted.
✔️ Travel? Sorted.
✔️ Experience? Already smoother.

My entire flow now looks like this:

1. Pick my Hosteller stay
2. Open their RedBus page
3. Check buses to that exact destination
4. Compare timings, seats & prices
5. Book everything from one single website

No double-checking arrival times.
No stress.

For someone like me who loves last-minute plans, this is exactly the kind of update that actually encourages more travel.

Because when planning becomes frictionless, travel becomes natural.

It made me realize something simple:

Travel doesn’t require more time; it requires fewer steps.

And honestly, credit to Hanuman Singh 🦍, he showed me this integration and made me realize how much smoother travel feels when everything sits in one place.

Visit here: https://lnkd.in/g8ptwG4h

I just cancelled my $20 ChatGPT Subscription. Because I Found This All-in-one AI tool that’s actually 10x better!

Introducing ChatLLM by Abacus AI. All AI tools in one place!  - 
https://lnkd.in/gQupAPRj

HERE ARE ALL THE FANTASTIC FEATURES

1. ACCESS TO ALL THE SOTA LLMs
ChatGPT-o3,  o4, Claude 4, Gemini 2.5, Grok 3, DeepSeek, and many more

2. IMAGE & VIDEO GENERATION
Using the best AI models, FLUX, DALL-E, Ideogram, Kling, Runway, Luma & many other tools to turn your ideas into amazing pictures & videos.

3. BUILDING LANDING PAGES & WEBSITES
A simple prompt instantly gives you live website previews. Edit everything—colors, text, layout—effortlessly!

4. AI PRESENTATIONS
ChatLLM allows you to generate Word, Excel, or PowerPoint files quickly with a single prompt. It is quick, simple, and time-saving.

5. AI PERSONAL ASSISTANT - OPERATOR
AI handles tasks for you 24/7, even while you’re asleep. It can search the web and take action, acting like a personal assistant that never needs a break.

6. CHAT WITH PDF
You can work with any document, no matter how long or short & when things get complicated, get a quick summary that makes sense.

7. HUMANIZE AI CONTENT
RIP AI Detectors. Generate your AI content. Just click the "Humanise" icon, choose your preferred tone, and the text will become human.

8. SEARCH THE WEB
RIP Perplexity - ChatLLM gives real-time answers with trusted sources, images, and videos.

9. DEEPAGENT (To literally do everything)
Create mobile Apps, Websites, Technical reports, presentations and much more with simple prompts. Make edits with simple english!

10. AI CODE EDITOR + ASSISTANT: CODELLM
This AI Code Editor helps you write, run, and perfect your code with ease. Vibe Coding it is!

This all-in-one tool can replace all your AI tools for just $10 a month! Give it a shot!

https://lnkd.in/gQupAPRj

We all know that one Rahul.

Buys a gym membership. Goes once. Click a mirror selfie.

And vanishes faster than motivation on a Monday. 💀

Anytime Fitness India x SW Network (Sociowash) just dropped a campaign that roasted every “Rahul” in India and honestly, it’s marketing built different. 

Then they doubled down,
Billboards across India calling out all the “I’ll start Monday” gym ghosts.

This campaign isn’t preaching fitness,
it’s bullying you (nicely) into showing up.

Witty. Savage. Real.

Exactly how modern marketing should feel. 💯

If you’re Rahul, or know a Rahul tag them before they renew again. 😏

When you’ve been watching the Indian marketing space closely, some partnerships just click the moment you hear them. For me, Asian Paints stepping in as the Official Partner of India Home Cricket with BCCI felt like that instant “ah, this fits” moment.

Asian Paints have always been more than paints and shade cards. It’s one of those rare Indian brands that has shaped how we express, decorate, and emotionally connect with our homes for decades. And if there’s one thing that connects India like home, it’s cricket. The sport brings together 1.4 billion people with the same emotion, at the same moment, even if everything else in the country feels different.

So the timing makes sense. Asian Paints has built marketing credibility over the years, especially through memorable campaigns around festivals, families, and stories. Stepping into cricket now feels like a natural extension of that journey, not a sudden sponsorship move. 

A legacy brand entering a legacy sport, not for a cameo, but for a long, smartly planned partnership. Curious to see what this looks like when the colour, emotion and stadium energy all come together.

#AsianPaints #BCCI #TeamIndia #IndiaHomeCricket #BrandStrategy #MarketingLeadership #CricketInIndia #MarketingInsights

Firstly, love how they have announced a period tracker on the app. 

Secondly, a period tracker on a quick commerce app is probably what we needed long back but I am glad someone did it finally. Love the thought behind this 👏

Relaxxxxx everyone 💆! Admin just got their period 🫠🫠🫠🫠. But good news… we now have a Period Tracker on Instamart so you’ll know exactly when your Bloody Hell days are coming. 

Check out the Period Tracker, link in the comments👇

AI’s foundation is being rebuilt, faster than you think. 

Daytona putting 1,500 builders on the Warriors court? 

That’s the scale of change we’re witnessing. March 9 might just reveal where compute is headed

The infrastructure layer is being rebuilt for AI, agents, and a new kind of cloud.

So we’re hosting our inaugural Daytona COMPUTE Conference on the Warriors’ home court, bringing 1,500 builders together.

March 9, 2026

Apply for tickets → https://lnkd.in/d32QFJWm

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Dr Emmanuel Ogungbemi

Vidhi Toshniwal

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The Battle

Dr Emmanuel Ogungbemi

Vidhi Toshniwal

Followers

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Performance Score.css-goub6s{font-size:var(--chakra-fontSizes-md);font-weight:500;color:var(--chakra-colors-gray-600);display:block;margin-top:var(--chakra-space-1);}Dr Emmanuel Ogungbemi's LinkedIn Performance

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