KOMAL👩‍💻 (@KomalWCode) header
KOMAL👩‍💻 (@KomalWCode) profile picture

Data Engineer @PwC 🇩🇪 Building in public 👩‍💻 SQL • Python • AWS • Data Engineering Experiments, lessons, interview prep & tech thoughts

Joined July 2026
Photo by KOMAL👩‍💻 (@KomalWCode)Photo by KOMAL👩‍💻 (@KomalWCode)Photo by KOMAL👩‍💻 (@KomalWCode)Photo by KOMAL👩‍💻 (@KomalWCode)Photo by KOMAL👩‍💻 (@KomalWCode)Photo by KOMAL👩‍💻 (@KomalWCode)Photo by KOMAL👩‍💻 (@KomalWCode)Photo by KOMAL👩‍💻 (@KomalWCode)Photo by KOMAL👩‍💻 (@KomalWCode)
KOMAL👩‍💻 retweeted
Interviewer: YOUR SQL QUERY GOT 40X SLOWER AFTER ADDING A FILTER. Before: 150ms. After: 6 seconds. The filter removes 99% of rows. Why?
11
3
23
2,031
KOMAL👩‍💻 retweeted
Interviewer: YOUR SQL QUERY GOT 70X SLOWER AFTER UPDATING STATISTICS. Before: 100ms. After: 7 seconds. No code or index changes. What happened?
11
4
20
2,066
KOMAL👩‍💻 retweeted
One laptop has 8 CPU cores. Another has 16 CPU cores. Yet the 8-core laptop sometimes finishes tasks faster. Does doubling the cores actually mean doubling the performance?
19
2
27
1,279
KOMAL👩‍💻 retweeted
Wife: What are you thinking about? Me: Who should inherit my X account when I’m gone. Wife: You’re an idiot. *removes Wife from the shortlist*
32
105
140
1,556
KOMAL👩‍💻 retweeted
Interviewer: YOUR DATABASE WRITES GOT SLOWER AFTER ADDING 5 INDEXES. Before: 200ms. After: 1.5 seconds. Why can faster reads make writes slower?
14
1
55
7,166
KOMAL👩‍💻 retweeted
Interviewer: YOUR DATABASE INDEX IS USED, BUT PERFORMANCE IS STILL TERRIBLE. Index scan: 5ms. Total query: 4 seconds. Where is the remaining time going?
15
2
60
9,510
KOMAL👩‍💻 retweeted
Why can adding an index make a SQL query go from 200ms to 2 seconds? Shouldn’t indexes always make queries faster?
15
4
35
6,486
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?
10
1
11
1,112
KOMAL👩‍💻 retweeted
Why does a 5GHz Wi-Fi network sometimes perform worse than 2.4GHz? Isn’t 5 supposed to be faster?
15
1
19
885
KOMAL👩‍💻 retweeted
Interviewer: YOUR DATABASE GOT SLOWER AFTER DOUBLING RAM. Before: 300ms. After: 2.4 seconds. No query changes. What would you investigate?
28
5
3
110
37,313
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?
8
4
15
1,127
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
17
1
34
1,125
KOMAL👩‍💻 retweeted
Interviewer: YOUR SQL QUERY GOT 50X SLOWER AFTER ADDING LIMIT 10. Without LIMIT: 400ms. With LIMIT: 20 seconds. How is that possible?
15
5
115
24,792
KOMAL👩‍💻 retweeted
What makes a man genuinely happy?
17
2
22
1,159
KOMAL👩‍💻 retweeted
Interviewer: YOUR API GOT SLOWER AFTER ADDING MORE SERVERS. 4 instances → 200ms. 12 instances → 900ms. Why?
18
2
41
2,220
KOMAL👩‍💻 retweeted
Interviewer: YOUR SQL RETURNS 20 ROWS BUT READS 2 MILLION FIRST. What would you inspect before rewriting the query?
12
1
28
1,025
KOMAL👩‍💻 retweeted
AI makes coding knowledge easier to access. But architecture still requires trade-offs, not answers. Does AI make senior thinking more valuable?
15
2
24
939
KOMAL👩‍💻 retweeted
Interviewer: DELETE removed 5M rows, but the database size barely changed. Why didn’t the storage immediately shrink?
16
8
1
91
7,796
KOMAL👩‍💻 retweeted
Went to see a psychic yesterday and knocked on the front door. She said, "Who is it?" So I left.
36
80
1
161
2,127
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?
6
1
16
1,849