What is the difference between ETL and ELT?

ETL transforms data before loading; ELT loads raw first, transforms in the warehouse—ideal for cloud scale.

When should I use ETL vs ELT?

Use ETL for legacy, compliance-heavy setups; ELT for big data, cloud-native teams chasing speed and cost savings.

Not yet—hybrids rule, but ELT's market share surges as warehouses commoditize.

Snowflake's latest earnings call dropped a stat: 80% of new customers run ELT. Time to question if your ETL setup is holding back scalability?

theAIcatchup Apr 10, 2026 3 min read

ELT adoption hits 65% in enterprises, driven by cloud cost savings and flexibility. 𝕏
ETL excels in governance but bottlenecks scale; ELT flips it for developer velocity. 𝕏
Hybrid pipelines emerge as the 2027 standard, blending both worlds. 𝕏

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#ELT #ETL #data pipelines #data-engineering

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Originally reported by dev.to