KOMAL👩‍💻 (@KomalWCode) header
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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)
As a Data Engineer in Germany 🇩🇪 one thing I learned: companies care more about what you can BUILD than what you can list on a CV. If you’re serious about Data Engineering, build these 5 projects: Batch ETL Pipeline Real-time Kafka Pipeline Spark Data Processing Project Cloud Data Warehouse End-to-end Analytics Pipeline 5 strong projects > 50 certificates.
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If a database query returns only 10 rows, why might it still scan 10 million?
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Interviewer: YOUR DATABASE TRANSACTIONS GOT SLOWER AFTER REDUCING LOCK CONTENTION. Before: 200ms. After: 2 seconds. What other bottleneck might have emerged?
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If HTTPS encrypts everything, how can your internet provider still know which websites you visit?
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We can unlock a $1,000 phone with our face. But why do we still need a 4-digit PIN? Which one is actually more secure?
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Hey @grok Is Google Search losing its magic?
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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?
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Two SQL queries. Same database. Same results. One takes 50 milliseconds. The other takes 8 seconds. How can two correct queries have such different performance?
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Interviewer: YOUR SQL QUERY GOT 40X SLOWER AFTER ADDING A FILTER. Before: 150ms. After: 6 seconds. The filter removes 99% of rows. Why?
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Interviewer: YOUR SQL QUERY IS FASTER WITHOUT PARALLEL EXECUTION. 8 workers: 12 seconds. Single worker: 2 seconds. How can more parallelism make it slower?
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We went from 3G to 4G to 5G. Internet speeds increased dramatically. Then why do some websites still take 10 seconds to load?
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A $300 phone can run 100+ apps. But a $2,000 laptop sometimes struggles with 20 browser tabs. What’s actually consuming all that power?
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KOMAL👩‍💻 retweeted
Interviewer: YOUR SQL QUERY GOT 70X SLOWER AFTER UPDATING STATISTICS. Before: 100ms. After: 7 seconds. No code or index changes. What happened?
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Interviewer: YOUR SQL QUERY GOT 70X SLOWER AFTER UPDATING STATISTICS. Before: 100ms. After: 7 seconds. No code or index changes. What happened?
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Phones are getting faster every year. Cameras keep improving. AI features keep expanding. But why do we still worry about our phone battery lasting one full day?
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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?
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Python is slower than C++ in many benchmarks. Yet Python dominates so much of AI development. Why would engineers choose a slower language for such demanding work?
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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*
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In India, “I’ll be there in 5 minutes” means 30 minutes. 😂 “I’m on my way” means still at home. And “Almost there” means just leaving the house. 🇮🇳🤣
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You pay for 1Gbps internet. Your laptop shows 300Mbps. Your phone shows 600Mbps. All connected to the same Wi-Fi. Where did the remaining speed go?
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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?
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