Managing multiple video generations gets tricky fast. API limits, queue handling, parallel processing, progress tracking, and retrying failed requests are easier to plan early than to patch later.
With third-party video platforms, I'd verify API reliability, webhook support, usage limits, and concurrent request handling first. Otherwise, even a simple frontend can hide a lot of manual backend work. In AI automation work at Bitdeal, retry logic and queue design usually end up taking the most time.
For those who've built similar systems: what challenges did you hit with API limits or parallel generation?
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