Sumit

Data Engineer |
Talks about 🗣️ : psychology - philosophy |
Loves Nature

[Sumit @SumitChoube]

Iceberg vs Delta Lake:

🧊 Iceberg wins → Openness, interoperability, multi-engine analytics.
⚡ Delta wins → Performance, simplicity, Databricks integration.

Iceberg's weakness: More moving parts.
Delta's weakness: Less platform-agnostic.

[Sumit @SumitChoube]

@bkarishma360 @X Welcome back 😊

[Sumit @SumitChoube]

Databricks Genie Benchmarks now support Agent Mode 👀
Meaning benchmarks can now evaluate the same multi-step reasoning flow used during real AI conversations not just text-to-SQL accuracy.
#Databricks #DataEngineering #AIEngineering

[Sumit @SumitChoube]

Most companies don’t need bigger data warehouses. They need smarter ones.
Serverless DW: • Auto scaling
• No infra management
• Pay per usage
Provisioned DW: • More control
• Dedicated compute
• Better for steady workloads
Serverless or Provisioned — what’s your pick?

[Sumit @SumitChoube]

A poorly optimized Spark job can cost more in one week than a junior engineer’s monthly salary. That’s why modern Data Engineering is becoming as much about cost optimization as data processing.

[Sumit @SumitChoube]

Data engineering fact:
Most “AI magic” fails without solid data pipelines underneath.
Bad data quality can silently destroy model accuracy faster than bad algorithms ever will.

In tech, clean data > fancy dashboards.

[Sumit @SumitChoube]

Data Engineering in 2026 is shifting fast: Lakehouses + Apache Iceberg are replacing traditional warehouses, AI is writing data quality checks & Text-to-SQL is getting insanely good. Future DEs won’t just build pipelines they’ll engineer intelligent data platforms .

[Sumit @SumitChoube]

Wind Energy GM

[Sumit @SumitChoube]

@bkarishma360 Good night 😴

[Sumit @SumitChoube]

@bkarishma360 🙂‍↕️ yess

[Sumit @SumitChoube]

Some people make you dream bigger after one conversation. Some people drain your ambition in 5 min .

need to choose wisely.

[Sumit @SumitChoube]

Lions don’t fear other lions.
They build with them, learn from them, and grow stronger together.
Hyenas prefer rabbits.
Not because rabbits are valuable, but their weakness create the illusion of power.
Secure people are inspired by strength.
Insecure people are threatened by it

[Sumit @SumitChoube]

Good night everyone . Hope you had a productive day

[Sumit @SumitChoube]

@bkarishma360 @X This is so true , I need to find myself back

[Sumit @SumitChoube]

@vaneshmali Is it pairy or hapus 😋

[Sumit @SumitChoube]

Back on X .
This month I was going through a lot .
I hope I will get back much stronger .

[Sumit @SumitChoube]

Having sharp intuition is a curse because you see through lies , the games and the patterns .

[Sumit @SumitChoube]

He who waits for the perfect shot dies with a full mag.

but the sniper who shoots aimlessly gives away their position

[Sumit @SumitChoube]

If you're not happy single, you won't be happy in a relationship either.

True happiness comes from building dashboards that give executives deeper insight into critical business functions.

[Sumit @SumitChoube]

Pull request - कोड मर्ज करने का अनुरोध kare.

[Sam Khawasé @samkhawase]

What if India built GitHub?