OfdbTheAnalyst

Data / Analytics Engineer | Building scalable data solutions

[Andrella @___andrella__]

I just clocked I am so obsessed with academic validation. If I read for an exam I must not only pass it but pass it exceptionally well.

[Kuye Damilola @harri_py]

First, it’s faith in God to receive wisdom then manifestation follows upon its application as His spirit leads us.

We’ll not skip the process by God’s grace.

[abhinav @AbhinavXJ]

Best advice on how to transition from junior dev to a senior dev

[Dear Self. @Dearme2_]

It's time.

[DataVidhya @thedatavidhya]

> Python Projects That Can Get You Hired Instantly as a Data Engineer in 2025

- If you want to stand out this year, you need to move beyond “I know Python.”

- Recruiters want proof that you can use Python to build data systems that actually work, at scale, in production-like settings.

> Here are 5 projects that hiring managers love to see:

1. Automated Data Ingestion Framework

→ Build a Python tool that fetches data from APIs, web scrapers, and databases on schedule (using Airflow or Prefect).
Shows you can automate the dirty work — data collection — the right way.

2. Custom ETL Framework

→ Use pure Python (pandas, pyarrow, SQLAlchemy) to extract, transform, and load data between multiple sources. Add modular configs and logging. This proves you can build maintainable, reusable ETL pipelines, not just one-off scripts.

3. Data Validation & Quality Checker

→ Create a system using Great Expectations or Pandera that runs tests on incoming datasets, schema checks, duplicates, missing values, thresholds, etc.
Demonstrates you understand that “data reliability” is just as critical as “data delivery.”

4. Data Orchestration & Monitoring System

→ Combine Airflow/Prefect + Python + Slack or email alerts to monitor data jobs.
If a job fails or data volume drops, your system notifies automatically.
That’s the level of operational awareness companies crave.

5. Data API or Microservice

→ Wrap your processed data into a FastAPI or Flask service that exposes it to dashboards or downstream apps. Proves you can bridge the gap between data engineering and data consumption; the final, often missing piece.

💡 Bonus:

Document every project like a real production system.
→ GitHub repo + README + flow diagrams + sample outputs.

In 2025, Python isn’t just a scripting language for data engineers, it’s the backbone of the data ecosystem.

Show that you can architect, automate, and operationalize data workflows with it, and you’ll instantly stand out.

[‎Wojak Codes @wojakcodes]

I think about this a lot

[Ezekiel @ezekiel_aleke]

Data Storytelling🔥

[Imade. @ImadeIyamu]

Working with rich people in investment management will disabuse you of the notion that people become rich by investing.

[Daramola-Ola @dara_olAI]

Don't wait to see "Data Analyst" role before you apply. These are roles you could fit into:

- Growth Analyst
- Product Analyst
- Business Analyst
- Financial Analyst
- Marketing Analyst
- Technical Analyst
- Operations Analyst
- Healthcare Analyst
- Tableau Developer

[Data Community Africa @DataFestAfrica]

🚨SPECIAL ANNOUNCEMENT

Data Community Africa officially announces its Quarterly Hackathon🥳

Are you ready to tackle eco-friendly agricultural challenges using Data Science, ML, Analytics, or Engineering?

[sabir hussain @sabir_huss50540]

Paid Course?

I'm giving you access to 15+ FREE Courses

1. Microsoft Excel
2. Advanced Excel
3. Probability
4. Statistics
5. Mathematics
6. Tableau
7. PowerBI
8. SQL
9. SQL + Tableau
10. Python
11. Python Programmer Bootcamp
12. Git and GitHub

And Many More

To get it, just:
1. Like & Retweet
2. Comment "Free"
3. MUST be Following (so that I can dm)

[Dhanian 🗯️ @e_opore]

HTML Explained.

[Dr Oludayo Sokunbi @Oludeewon]

In 2025, we will:

1. PRAY more
2. Read Bible more
3. do more PERSONAL study
4. Read books to stimulate our minds
5. Help more people
6. Run away from SIN
7. Improve our career
8. Build businesses
9. Do Kingdom work
10. Exercise and rest more
11. Make ALOT of money.

RT if you agree.

[Instablog9ja @instablog9ja]

How breaking up with my girlfriend pushed me to launch my career — Skitmaker Layi Wasabi

📹: @Lens4good

[Ezekiel @ezekiel_aleke]

20 Excel Formulas you will need everyday as a Data Analyst:

[Ezekiel @ezekiel_aleke]

If you know this 2 guys.

You’re closer to becoming a Data Analyst than you think.

Great and Top guys❤️🔥

[Anime Tweets @AnimexTwts]

Jujutsu Kaisen x Olympics

[Z-Coder @codedailyML]

Best YouTube Playlists to learn Programming:

🔸C
https://t.co/zlOxn4U4kl

🔸C++
https://t.co/iFOEdOWG6H

🔸 Python
https://t.co/DDlonrrcAM

🔸 JavaScript
https://t.co/K1xBwR5Ril

🔸Java
https://t.co/YYujoIIh3K

🔸C#
https://t.co/S2OzzXJVrn

🔸SQL
https://t.co/SHBzrDLAOK

🔸 Go
https://t.co/VBJwUK7frC

🔸PHP
https://t.co/JcjVaN8pZN

🔸Swift
https://t.co/WdbVg8CiTC

🔸Kotlin
https://t.co/6Cq6P4cAJq

🔸Dart
https://t.co/gcicRhQmkB

🔸Ruby
https://t.co/l2RSSR7dkX

🔸Rust
https://t.co/CTp8ADIAwk

🔸TypeScript
https://t.co/yZIFYKq06A

🔸R
https://t.co/H0EZWufBqu

🔸React
https://t.co/HV8Ig0pv1q

🔸Next.js
https://t.co/mMBAS8Gfjc

🔸Node.js
https://t.co/PDHXnjtFlX

🔸HTML/CSS
https://t.co/VRBsD7Qn8j

🔸Machine Learning
https://t.co/8xpDCOigHp

🔸Deep Learning
https://t.co/G6LxBW61UO

🔸DSA
https://t.co/WH9SLEc5tR

Follow
@codedailyML

for more such content....

[OfdbTheAnalyst @femi_dbb]

@Bybit_Official 🦴

[OurFaveOnlineDoc 🇬🇧 🇳🇬 @OurFavOnlineDoc]

God abeg 🤣😂🤣😂🤣