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@sara_sturgess: HOW IS HE REAL?!? @BTS #arirang #toronto #bts

Sara Sturgess
Sara Sturgess
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Region: CA
Sunday 23 August 2026 06:46:01 GMT
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Comments

meeemyfn82f
meeemyfn82f :
GORGEOUS
2026-08-23 14:48:35
17
_dvpn
. _. :
He really loves his job.
2026-08-23 22:39:27
1
daysss123
DSS :
2026-08-23 17:50:19
7
a2r0m1y38
Bambi 🌚 :
من میتونم اگر مردم برم بگم فرشته رو به چشمم دیدم بعد مردم
2026-08-24 02:29:12
0
saanjaanaa_
♡ :
hello? wdym he's real 😭
2026-08-23 21:00:19
0
liliedovante
𝐿𝑖𝑙𝑖𝑒 𝑑𝑜 𝑉𝑎𝑛𝑡𝑒 :
2026-08-24 00:40:07
8
_karina_hr_
Fatima_K :
Es tan bonito no necesita querer llamar la atención con payasadas.. Su talento es nato. 🥰🐥❤️💪👀💭
2026-08-23 20:50:14
13
07jmjk
Jm^᪲᪲᪲ :
2026-08-23 18:39:51
1
nichaxzw
rafah viúva do CLC :
oi qual o Instagram dessa loira
2026-08-23 21:13:06
9
patito.l....n
Patito 🐥💛 :
Magico...
2026-08-23 16:03:32
3
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"Exactly-once delivery" does not exist at the network layer. ⚡ It exists at the application layer, and it's just at-least-once wearing a hat. Here's the whole thing with real numbers 👇 Setup: 12 messages. 2 acknowledgements get lost. 🟢 AT MOST ONCE — fire and forget Send it. Never retry. 📊 10 delivered · 2 lost · 0 duplicates 💥 You silently lose messages and never find out. No error, no alert, no gap in a log. Fine for metrics and heartbeats. Not fine for payments. 🔵 AT LEAST ONCE — retry until acked No ack? Send it again. The message wasn't lost — the ACK was. 📊 14 arrived · 12 unique · 2 duplicates 💥 The consumer processes the same event twice. If that event is "charge the card," you just charged twice. 🟣 EXACTLY ONCE — dedupe on arrival At-least-once, plus an idempotency key and a store of keys you've already seen. 📊 14 arrived · 2 rejected · 12 delivered 💥 You now maintain a dedupe store forever, with its own TTL and its own failure modes. 👀 The one nobody says: nothing in the middle three bands changed the network. All three sent the same messages over the same lossy link. The only difference is who cleans up afterwards — nobody, the consumer, or a key. That's why "exactly-once" is a broker marketing term. Kafka's version is exactly-once *within Kafka*, in a transaction. The moment your consumer writes to Postgres or calls Stripe, you're back to at-least-once and the idempotency key is yours to build. 🎯 The rule: pick at-least-once, then make your consumer idempotent. That IS exactly-once. If you can't write down what makes a message unique, you don't have a delivery guarantee. You have a hope. 📸 Screenshot it before your next queue design. Follow @hackproduct — we turn scary engineering concepts into things you can ship. ⚡ . . #systemdesign #kafka #distributedsystems #messagequeue #backend
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