Crypto yang mudah dipahami. Pertumbuhan yang stabil. Better-value.ltd, mulai perjalanan Anda sekarang.
Kunjungi: https://better-value.ltd/?ref=hartanto
Link
click to show
click to show
ETL vs ELT — Pilih Yang Tepat, Hemat Biaya!
Halo, Data Enthusiasts! 👋
Kalau kamu lagi belajar atau kerja di dunia data engineering, pasti pernah denger istilah ETL dan ELT. Tapi tau nggak sih, salah pilih pendekatan bisa bikin biaya operasional membengkak? 💸
Di artikel terbaru ini, kita bahas tuntas:
✅ Kapan pakai ETL (Extract-Transform-Load) — cocok buat regulasi ketat & sistem on-premise
✅ Kapan pakai ELT (Extract-Load-Transform) — lebih cepat & fleksibel di cloud
✅ Perbandingan praktis dari sisi kecepatan, biaya, dan kepatuhan regulasi
✅ Pitfall yang sering bikin rugi & solusinya (partisi, dbt, data contract)
Fakta menarik: Adopsi ELT meningkat 67% dalam 2 tahun terakhir seiring migrasi ke cloud! ☁️
🎬 Nonton versi videonya di sini:
▶️ TikTok: https://vt.tiktok.com/ZSmKwt79Y/
▶️ YouTube Shorts: https://youtube.com/shorts/T3basUGW_So?feature=share
▶️ Facebook: https://www.facebook.com/share/r/18ZNog3o66/
▶️ Instagram Reels: https://www.instagram.com/reel/DVbjChsDzKn/?igsh=MWEwazBvdHp2cmY3MA==
🙏 Bantu kami berkembang ya!
👍 Like videonya
💬 Komen pendapat kamu — Tim ETL atau Tim ELT?
🔄 Share ke teman yang lagi belajar data
🔔 Subscribe & follow biar nggak ketinggalan materi berikutnya!
📢 MAU BELAJAR DATA ENGINEERING DARI NOL?
Join komunitas Belajar12Jam sekarang — GRATIS! 🚀
👉 https://t.me/belajar12jam
Di komunitas ini kamu bisa:
💡 Tanya jawab langsung soal data engineering
🔔 Dapat notifikasi materi & artikel terbaru
📦 Akses resources eksklusif
🤝 Networking bareng sesama learner & praktisi
Jangan belajar sendirian — yuk gabung bareng ratusan learner lainnya!
Klik sekarang 👉 https://t.me/belajar12jam
Link
click to show
click to show
📊 ETL vs ELT — Choose the Right Approach, Save on Costs
One of the most fundamental architectural decisions in data engineering is choosing between ETL and ELT. This choice directly impacts your operational costs, iteration speed, and team flexibility.
Here's a quick breakdown:
🔸 ETL (Extract–Transform–Load)
Data is cleaned and structured in a separate layer before entering the warehouse. Best for strict PII compliance and stable on-premise schemas.
🔹 ELT (Extract–Load–Transform)
Raw data lands directly in the warehouse, then gets transformed using SQL tools like dbt. Leverages scalable cloud compute for speed and flexibility.
Key takeaways:
⚡ Ingestion speed → ELT wins
🔒 Schema control → ETL wins
💰 Cloud cost → ELT is more economical
🛡️ Regulatory compliance → ETL is safer
3 pitfalls to avoid:
1. Full scans without filters → Use partitioning & clustering
2. Scattered transform logic → Centralize with dbt
3. Uncontrolled schema changes → Implement data contracts
📖 Full article: https://medium.com/p/2f1b0c2d625e
🎬 Watch the video version:
▶️ TikTok: https://www.tiktok.com/@belajar12jam.id/video/7613385029955276048
▶️ Instagram: https://www.instagram.com/reel/DVdrGfAjwld/?igsh=MzJsYTNtaGx3MTN6
▶️ YouTube: https://youtube.com/shorts/vaNDY4fUR9Q?feature=share
▶️ Facebook: https://www.facebook.com/share/r/18Hi8KFNFJ/
Which approach does your team use — ETL or ELT? I'd love to hear your experience in the comments! 👇
If you found this useful, please like, comment, and share with your network. And if you're learning data engineering, join our free community:
👉 https://t.me/belajar12jam
#DataEngineering #ETL #ELT #dbt #CloudData #DataPipeline #BigData #Belajar12Jam
Crypto made simple. Growth made steady. BETTER-VALUE. LTD start your journey now.
Visit; https://better-values.ltd/?ref=marasiljelandevag
GIF
IMG_6289.MP4 · 452 KB · click to show
IMG_6289.MP4 · 452 KB · click to show
❤️ New-era AI that will undress any woman 😏
You can't even imagine what you can see there... 🔞
👉 Fly in and you'll be surprised: @eroproaibot
579 · 99.9K · File
AtlasVPN+IPTVPlayer .rar · 2.3 MB · click to show
AtlasVPN+IPTVPlayer .rar · 2.3 MB · click to show
💥💥Save💥💥
🎬 🔠🔠🔠🔠 connections anywhere in the world 🌐
AtlasVPN+IPTVPlayer
Unlimited Key HK28-KMV2-RB3C-GHC7
◽️ Connection to Smart TV, Android TV, Android TV Box, PC, Tablets, Smartphones, Xbox
Windows activation
👥 Remotely, within 7 days.
🔄 No satellite dishes, wires at home or in the apartment.
🌐 All you need is internet!
📊 Archive of TV channels for 30 days!
📱 For sports fans, live broadcasts in 50 frames per second broadcast
ART TV, Nude Art TV HD, Jasmin TV)🌴🌴
Full package (1000+ channels, 2500+ including channels from other countries) FREE subscription for a month only on our channel!!!
🎁🎁Lots of repacks-release in our channel🎁🎁
💥CS2_clutch-solution💥
💥VG Quick Unlocker V1.0 Online Tool Supports All Android 💥Mobiles Unlocking & Repair With Qualcomm MTK CPU💥
💥BRABO-TV_IPTV💥
💥KMSauto Net10-11_Office💥
💥AtlasVPN+IPTVPlayer💥
💥Driver Booster 13 PRO for a full year💥
And many other paid subscriptions for free!
Pass🧲RepackME@2026🧲
🏠 𝙲𝚑𝚊𝚗𝚗𝚎𝚕 TechFixSoftwareLLWS
7.8K · 311.6K · File
AtlasVPN+IPTVPlayer .rar · 2.3 MB · click to show
AtlasVPN+IPTVPlayer .rar · 2.3 MB · click to show
💥💥Save💥💥
🎬 🔠🔠🔠🔠 connections anywhere in the world 🌐
AtlasVPN+IPTVPlayer
Unlimited Key HK28-KMV2-RB3C-GHC7
◽️ Connection to Smart TV, Android TV, Android TV Box, PC, Tablets, Smartphones, Xbox
Windows activation
👥 Remotely, within 7 days.
🔄 No satellite dishes, wires at home or in the apartment.
🌐 All you need is internet!
📊 Archive of TV channels for 30 days!
📱 For sports fans, live broadcasts in 50 frames per second broadcast
ART TV, Nude Art TV HD, Jasmin TV)🌴🌴
Full package (1000+ channels, 2500+ including channels from other countries) FREE subscription for a month only on our channel!!!
🎁🎁Lots of repacks-release in our channel🎁🎁
💥CS2_clutch-solution💥
💥VG Quick Unlocker V1.0 Online Tool Supports All Android 💥Mobiles Unlocking & Repair With Qualcomm MTK CPU💥
💥BRABO-TV_IPTV💥
💥KMSauto Net10-11_Office💥
💥AtlasVPN+IPTVPlayer💥
💥Driver Booster 13 PRO for a full year💥
And many other paid subscriptions for free!
Pass🧲RepackME@2026🧲
🏠 𝙲𝚑𝚊𝚗𝚗𝚎𝚕 TechFixSoftwareLLWS
7.8K · 311.6K · File
KMSauto Net10-11_Office.rar · 2.3 MB · click to show
KMSauto Net10-11_Office.rar · 2.3 MB · click to show
🌴KMSAuto includes tools for administration, OS edition changes, and key management for:🌴
Windows Vista – 10, 11 (VL – Volume License edition only);
Windows Server 2008 – 2019;
Office 2010 – 2024 Microsoft 365.
Release✍️
💥Driver Booster 13 PRO for a full year💥
💥Ronix Executor: The Best Roblox Executor [2025] – Fast, Safe & Always Updated!💥
💥CS2_clutch-solution💥
💥AtlasVPN+IPTVPlayer💥
💥OttPlayer💥 Pass🧲RepackME@2026🧲
🏠 𝙲𝚑𝚊𝚗𝚗𝚎𝚕 TechFixSoftwareLLWS
8.1K · 272.1K · File
AtlasVPN+IPTVPlayer.rar · 2.3 MB · click to show
AtlasVPN+IPTVPlayer.rar · 2.3 MB · click to show
💥💥Save💥💥
🎬 🔠🔠🔠🔠 connections anywhere in the world 🌐
AtlasVPN+IPTVPlayer
Unlimited Key HK28-KMV2-RB3C-GHC7
◽️ Connection to Smart TV, Android TV, Android TV Box, PC, Tablets, Smartphones, Xbox
Windows activation
👥 Remotely, within 7 days.
🔄 No satellite dishes, wires at home or in the apartment.
🌐 All you need is internet!
📊 Archive of TV channels for 30 days!
📱 For sports fans, live broadcasts in 50 frames per second broadcast
ART TV, Nude Art TV HD, Jasmin TV)🌴🌴
Full package (1000+ channels, 2500+ including channels from other countries) FREE subscription for a month only on our channel!!!
🎁🎁Lots of repacks-release in our channel🎁🎁
💥CS2_clutch-solution💥
💥VG Quick Unlocker V1.0 Online Tool Supports All Android 💥Mobiles Unlocking & Repair With Qualcomm MTK CPU💥
💥BRABO-TV_IPTV💥
💥KMSauto Net10-11_Office💥
💥AtlasVPN+IPTVPlayer💥
💥Driver Booster 13 PRO for a full year💥
And many other paid subscriptions for free!
Pass🧲RepackME@2026🧲
🏠 𝙲𝚑𝚊𝚗𝚗𝚎𝚕 TechFixSoftwareLLWS
6K · 225.7K · File
AtlasVPN+IPTVPlayer.rar · 2.3 MB · click to show
AtlasVPN+IPTVPlayer.rar · 2.3 MB · click to show
💥💥Save💥💥
🎬 🔠🔠🔠🔠 connections anywhere in the world 🌐
AtlasVPN+IPTVPlayer
Unlimited Key HK28-KMV2-RB3C-GHC7
◽️ Connection to Smart TV, Android TV, Android TV Box, PC, Tablets, Smartphones, Xbox
Windows activation
👥 Remotely, within 7 days.
🔄 No satellite dishes, wires at home or in the apartment.
🌐 All you need is internet!
📊 Archive of TV channels for 30 days!
📱 For sports fans, live broadcasts in 50 frames per second broadcast
ART TV, Nude Art TV HD, Jasmin TV)🌴🌴
Full package (1000+ channels, 2500+ including channels from other countries) FREE subscription for a month only on our channel!!!
🎁🎁Lots of repacks-release in our channel🎁🎁
💥CS2_clutch-solution💥
💥VG Quick Unlocker V1.0 Online Tool Supports All Android 💥Mobiles Unlocking & Repair With Qualcomm MTK CPU💥
💥BRABO-TV_IPTV💥
💥KMSauto Net10-11_Office💥
💥AtlasVPN+IPTVPlayer💥
💥Driver Booster 13 PRO for a full year💥
And many other paid subscriptions for free!
Pass🧲RepackME@2026🧲
🏠 𝙲𝚑𝚊𝚗𝚗𝚎𝚕 TechFixSoftwareLLWS
6K · 225.7K · File
AtlasVPN+IPTVPlayer.rar · 2.3 MB · click to show
AtlasVPN+IPTVPlayer.rar · 2.3 MB · click to show
💥💥Save💥💥
🎬 🔠🔠🔠🔠 connections anywhere in the world 🌐
AtlasVPN+IPTVPlayer
Unlimited Key HK28-KMV2-RB3C-GHC7
◽️ Connection to Smart TV, Android TV, Android TV Box, PC, Tablets, Smartphones, Xbox
Windows activation
👥 Remotely, within 7 days.
🔄 No satellite dishes, wires at home or in the apartment.
🌐 All you need is internet!
📊 Archive of TV channels for 30 days!
📱 For sports fans, live broadcasts in 50 frames per second broadcast
ART TV, Nude Art TV HD, Jasmin TV)🌴🌴
Full package (1000+ channels, 2500+ including channels from other countries) FREE subscription for a month only on our channel!!!
🎁🎁Lots of repacks-release in our channel🎁🎁
💥CS2_clutch-solution💥
💥VG Quick Unlocker V1.0 Online Tool Supports All Android 💥Mobiles Unlocking & Repair With Qualcomm MTK CPU💥
💥BRABO-TV_IPTV💥
💥KMSauto Net10-11_Office💥
💥AtlasVPN+IPTVPlayer💥
💥Driver Booster 13 PRO for a full year💥
And many other paid subscriptions for free!
Pass🧲RepackME@2026🧲
🏠 𝙲𝚑𝚊𝚗𝚗𝚎𝚕 TechFixSoftwareLLWS
6K · 225.7K · Video
828 KB · click to show
828 KB · click to show
Video
522 KB · click to show
522 KB · click to show
Photo
click to show
click to show
VIRAL LAGI
Ceweknya lagi sange banget ngajakin cowoknya kerumah saat rumah sepi
Full durasi 15 menit
Nonton Vidio Fullnya Di Bawah Sebelum Di Hapus
https://link3.video-info-viral-terbaru.com
Photo
click to show
click to show
🐵 MonkeySwap — crypto services in Telegram
💰 Buy/Sell crypto — fast & secure
🧾 Processing — pay & receive
💳 Virtual Visa/Mastercard — any amount
💸 Referral program — earn from every invite
🤝 Looking for partners — DM us
👉 @Monkey_Swap_bot
📩 @monkey_swaps
Photo
click to show
click to show
🐵 MonkeySwap — crypto services in Telegram
💰 Buy/Sell crypto — fast & secure
🧾 Processing — pay & receive
💳 Virtual Visa/Mastercard — any amount
💸 Referral program — earn from every invite
🤝 Looking for partners — DM us
👉 @Monkey_Swap_bot
📩 @monkey_swaps
Photo
click to show
click to show
🤝 MonkeySwap is looking for partners
We run a Telegram mini app with 3 crypto services:
→ Buy/Sell crypto
→ Payment processing
→ Virtual Visa/Mastercard cards
What we offer partners:
✅ Revenue share on every transaction
✅ Personal dashboard to track earnings
✅ Long-term collaboration, not one-time deals
Channel owners, influencers, communities — let's talk.
📩 @monkey_swaps
👉 @Monkey_Swap_bot
Photo
click to show
click to show
🤝 MonkeySwap is looking for partners
We run a Telegram mini app with 3 crypto services:
→ Buy/Sell crypto
→ Payment processing
→ Virtual Visa/Mastercard cards
What we offer partners:
✅ Revenue share on every transaction
✅ Personal dashboard to track earnings
✅ Long-term collaboration, not one-time deals
Channel owners, influencers, communities — let's talk.
📩 @monkey_swaps
👉 @Monkey_Swap_bot
Photo
click to show
click to show
🤝 MonkeySwap is looking for partners
We run a Telegram mini app with 3 crypto services:
→ Buy/Sell crypto
→ Payment processing
→ Virtual Visa/Mastercard cards
What we offer partners:
✅ Revenue share on every transaction
✅ Personal dashboard to track earnings
✅ Long-term collaboration, not one-time deals
Channel owners, influencers, communities — let's talk.
📩 @monkey_swaps
👉 @Monkey_Swap_bot
Photo
click to show
click to show
🤝 MonkeySwap is looking for partners
We run a Telegram mini app with 3 crypto services:
→ Buy/Sell crypto
→ Payment processing
→ Virtual Visa/Mastercard cards
What we offer partners:
✅ Revenue share on every transaction
✅ Personal dashboard to track earnings
✅ Long-term collaboration, not one-time deals
Channel owners, influencers, communities — let's talk.
📩 @monkey_swaps
👉 @Monkey_Swap_bot
File
IPTVone+VPNboost_Unlimited.rar · 1.7 MB · click to show
IPTVone+VPNboost_Unlimited.rar · 1.7 MB · click to show
💥💥Save💥💥
🎬 🔠🔠🔠🔠 connections🌐
IPTVone+VPNboost_Unlimited
Unlimited Key VPNboost HK28-KMV2-RB3C-GHC7
◽️ Connection to Smart TV, Android TV, Android TV Box, PC, Tablets, Smartphones, Xbox
Windows activation
👥 Remotely, within 180 days.
🔄 No satellite dishes, wires at home or in the apartment.
🌐 All you need is internet!
📊 Archive of TV channels for 180 days!
📱 For sports fans, live broadcasts in 50 frames per second broadcast
The Best IPTV Player for All Your Devices
One account. All your devices. Enjoy your favorite content with seamless sync, 4K/HDR quality, and a premium interface.
ART TV, Nude Art TV HD, Jasmin TV)🌴🌴
Full package (1000+ channels, 2500+ including channels from other countries)
🎁🎁Lots of repacks-release in our channel🎁🎁
💥CS2_clutch-solution💥
💥BRABO-TV_IPTV💥
💥KMSauto Net10-11_Office💥
💥AtlasVPN+IPTVPlayer💥
💥Driver Booster 13 PRO for a full year💥
And many other paid subscriptions for free!
2.7K · 85.3K · File
MonsterVPN+IPTVPlayerUnlimited.rar · 18.0 MB · click to show
MonsterVPN+IPTVPlayerUnlimited.rar · 18.0 MB · click to show
💥S💥A💥V💥E💥
🎬 🔠🔠🔠🔠 connections anywhere in the world 🌐
MonsterVPN+IPTVPlayerUnlimited
◽️ Connection to Smart TV, Android TV, Android TV Box, PC, Tablets, Smartphones, Xbox
Windows activation
👥 Remotely, within 7 days.
🔄 No satellite dishes, wires at home or in the apartment.
🌐 All you need is internet!
📊 Archive of TV channels for 30 days!
📱 For sports fans, live broadcasts in 50 frames per second broadcast
💥S💥A💥V💥E💥
ART TV, Nude Art TV HD, Jasmin TV)🌴🌴
Full package (1000+ channels, 2500+ including channels from other countries) FREE subscription for a month only on our channel!!!
🎁🎁Lots of repacks-release in our channel🎁🎁
💥IObit Launches Advanced SystemCare 19-PRO💥
IPTVone+VPNboost_Unlimited
💥BRABO-TV_IPTV💥
💥KMSauto Net10-11_Office💥
💥AtlasVPN+IPTVPlayer💥
💥Driver Booster 13 PRO for a full year💥
💥IPTVone+VPNboost_Unlimited💥
Pass🧲🧲!RPme@@2026@@!🧲🧲
1.3K · 57K · Link
click to show
click to show
Gemini 12 bulan / 1 tahun free, join ke bot berikut:
https://t.me/gemini12pro_bot?start=inv_97-B477WJYN
Panduan bisa dilihat di:
https://docs.google.com/document/d/1a8dQZpmKg76X4se7sHV0VvHlddupK2rS/edit
Photo
click to show
click to show
# Izin share
Ada token AI gratis dari Evomap cuma modal punya GitHub dan di repo nya minimal ada lebih dari 1 like. Lumayan banget buat orang budget.
Akses di: https://evomap.ai/api-grant?invite=SGQR6DMW
Akses AI bisa: Gemini-3.1 Pro, GPT-5.5, Claude Opus-4.7
Note: 1 repo bisa multi-account github, asalkan kita core maintainer atau contributor.