
Data Engineer @PwC 🇩🇪 Building in public 👩💻 SQL • Python • AWS • Data Engineering Experiments, lessons, interview prep & tech thoughts
Joined July 2026
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KOMAL👩💻 retweeted
Why can adding an index make a SQL query go from 200ms to 2 seconds?
Shouldn’t indexes always make queries faster?
KOMAL👩💻 retweeted
Why can 100 concurrent users slow down an API more than 10,000 requests sent one after another?
Isn’t the total workload what matters?
KOMAL👩💻 retweeted
Why does a 5GHz Wi-Fi network sometimes perform worse than 2.4GHz?
Isn’t 5 supposed to be faster?
KOMAL👩💻 retweeted
Interviewer:
YOUR DATABASE GOT SLOWER AFTER DOUBLING RAM.
Before: 300ms. After: 2.4 seconds.
No query changes. What would you investigate?
KOMAL👩💻 retweeted
Interviewer:
YOUR DATABASE HANDLES 10K QUERIES/SEC BUT STRUGGLES AT 2K.
CPU is low. Memory is stable. Queries haven’t changed.
What hidden bottleneck would you investigate?
KOMAL👩💻 retweeted
Your SQL query returns 1 million rows.
You add LIMIT 10, but it's still slow.
Why?
A) Missing index
B) Expensive sorting
C) Network latency
D) All are possible
KOMAL👩💻 retweeted
Interviewer:
YOUR SQL QUERY GOT 50X SLOWER AFTER ADDING LIMIT 10.
Without LIMIT: 400ms. With LIMIT: 20 seconds.
How is that possible?
KOMAL👩💻 retweeted
Interviewer:
YOUR API GOT SLOWER AFTER ADDING MORE SERVERS.
4 instances → 200ms. 12 instances → 900ms. Why?
KOMAL👩💻 retweeted
Interviewer:
YOUR SQL RETURNS 20 ROWS BUT READS 2 MILLION FIRST.
What would you inspect before rewriting the query?
KOMAL👩💻 retweeted
AI makes coding knowledge easier to access.
But architecture still requires trade-offs, not answers.
Does AI make senior thinking more valuable?
KOMAL👩💻 retweeted
Interviewer:
DELETE removed 5M rows, but the database size barely changed.
Why didn’t the storage immediately shrink?
KOMAL👩💻 retweeted
Went to see a psychic yesterday and knocked on the front door.
She said, "Who is it?"
So I left.
KOMAL👩💻 retweeted
Interviewer:
Your AI agent passes every test, but fails only in production.
How would you debug a failure you can’t reliably reproduce?
KOMAL👩💻 retweeted
ONE ENGINEER + AI CAN NOW DO MUCH MORE.
Will companies hire fewer people..or expect 3× more from everyone?
KOMAL👩💻 retweeted
YOUR INDEX MADE THE QUERY SLOWER.
Without index: 400ms.
With index: 1.8 seconds.
How is that possible?
KOMAL👩💻 retweeted
EVERYONE SAYS “LEARN AI OR GET LEFT BEHIND.”
What happens when using AI becomes as basic as using Google?
KOMAL👩💻 retweeted
SQL FINISHES IN 70ms.
Fetching the result takes 4 seconds.
The query returns 600,000 rows.
Is SQL performance really the problem?
