Soniya Vinaykumar Kambli

Data Engineer | Building scalable data pipelines | SQL • PySpark • Snowflake • Databricks | Turning data into decisions |
Let's suffer with aim, shall we?

[Soniya Vinaykumar Kambli @tech_soniya]

Never felt a quote more than I do right now. Forever my favorite belief. 📌

[Soniya Vinaykumar Kambli @tech_soniya]

@amxtwt 😂😂😂

[Soniya Vinaykumar Kambli @tech_soniya]

The goal isn't surface-level knowledge. It's to master the fundamentals so deeply that I can sit beside senior engineers, hold my own, and one day build bulletproof data pipelines. Back at it and leveling up every single day. 💻🔥

​#DataEngineering #ApacheSpark #BigData

[Soniya Vinaykumar Kambli @tech_soniya]

If data pipelines taught me anything, it's how to catch errors, refactor, and bounce back stronger. 🛠️ No matter the failure, I’m not backing down. Giving it my absolute all to land my next Data Engineer role very soon. Let’s build! 🚀📊
​#DataEngineering #JobSearch #Resilience

[Soniya Vinaykumar Kambli @tech_soniya]

@amxtwt @myntra @MyntraSupport From MyntraNow to MyntraDustbin? Unbelievable behaviour. @myntra @MyntraSupport , your delivery partners need better training. Resolve this!

[Soniya Vinaykumar Kambli @tech_soniya]

Nothing beats handwritten notes✍️
Preparing for upcoming interviews and realizing that no matter your experience level, there's always more to learn
Currently geeking out over Spark internals AQE and handling data skew are just brilliant
The deeper you go, the better it gets!

[Aditya Maheshwari @amxtwt]

Seeing speckit is trending nowadays, had made a video on it few weeks back forgot to share, give it a watch
https://t.co/gNjxANehlc

[Soniya Vinaykumar Kambli @tech_soniya]

So lost in the data engineering domain right now.
​Massive tech stack shift, but pushing through and learning every day.
​Driven by growth.

[Soniya Vinaykumar Kambli @tech_soniya]

I documented the entire project-from setup to deployment-so anyone can recreate it locally.

If you're learning cloud technologies, I hope it helps you too.

🔗 GitHub: https://t.co/UD1MReh6pt

Feedback and suggestions are always welcome!
#opensource #python

[Soniya Vinaykumar Kambli @tech_soniya]

I wanted to learn AWS Lambda, S3, Azure Blob Storage, and Google Cloud Storage by actually building something.
Then I realized I'd need:
• 3 cloud accounts
• Billing setup
• Internet
• And the fear of accidentally leaving resources running
There had to be a better way...
👇

[Soniya Vinaykumar Kambli @tech_soniya]

Through this project, I got hands-on experience with:

• Docker Compose
• Multi-cloud development
• AWS Lambda
• Event-driven architecture
• DynamoDB
• Python (boto3)
• Infrastructure automation
Building is still the best way to learn.

#DataEngineering #AWS #Docker

[Soniya Vinaykumar Kambli @tech_soniya]

@Snowflake GitHub: https://t.co/dlC4U2bXJW

Repository:https://t.co/GBamfLCm1X

⭐ If you find it useful, I'd really appreciate a star.

I'd also love feedback from the @Snowflake and Data Engineering community.

[Soniya Vinaykumar Kambli @tech_soniya]

🎯I challenged myself to answer one question:

Can you build an entire enterprise data platform using ONLY @Snowflake?

No Spark clusters.
No external ML servers

After weeks of building
I created Retail360
An AI-powered retail analytics platform built entirely inside Snowflake.

[Soniya Vinaykumar Kambli @tech_soniya]

@Snowflake Retail360 started as a learning project but evolved into something that closely resembles how modern enterprise data platforms are designed.