Learning Center
Guides, playbooks, and deep dives from the team running billions of feed-based creatives.
Guide
The 12-point feed quality checklist
The exact checks we run on every new feed before it goes live.
Playbook
Five creative patterns that lift DPA CTR
Patterns we've seen work across markets, with before/after examples.
Tutorial
Node pipelines: the 10-minute intro
Build your first filter → design → output pipeline from scratch.
Deep dive
Where AI background removal still fails
Edge cases we've mapped over millions of images, and how to design templates around them.
Opinion
The modern agency creative ops stack
A breakdown of the tools a lean creative ops team actually needs today.
Reference
XML vs CSV vs JSON feeds: when to use which
A practical comparison with performance numbers at 1k, 10k, and 100k item scale.
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