Hi everyone, I've been lurking for a bit and finally decided to post. I'm a data engineer mostly working on internal analytics pipelines, but my team has been asked to help with a new project. We have a huge backlog of internal training videos (think onboarding, tool tutorials, compliance stuff) that are just sitting in a cloud bucket. The idea is to make them more digestible and searchable.
My manager heard about Opus Clip and asked me to look into it for automatically clipping these long videos into shorter segments. It sounds great for social media content, but I'm nervous about using it on internal, sometimes sensitive material. Has anyone here tried Opus for a similar internal use case?
My main concerns are:
1. **Data Security:** Our videos are on an internal GCP bucket. The Opus API would need access. Does the processed video data pass through their systems, and is it stored? I couldn't find definitive answers in their docs about data retention for API use.
2. **Output Consistency:** The training videos have varied audio quality. Some have clear chapters, others are just a screen recording with a voiceover. I'm worried the auto-generated clips might be... nonsensical for some of our more technical content, which would be worse than having the full video.
3. **Integration:** Ideally, I'd want to automate this. I'm thinking an Airflow DAG that, when a new video lands in the `raw_training_videos` bucket, triggers a process to send it to Opus via API, then lands the clips back in a `processed_clips` bucket, with metadata logged to BigQuery. But I'm terrified of building a pipeline that could accidentally expose data or cost a fortune if it goes haywire.
I'd love to hear if anyone has built something similar, especially regarding safe patterns for handling video with external APIs. Are there better, more controlled tools for this specific internal use case? Maybe even something open-source we could run ourselves in GCP?
Your first concern is the only one that matters. You can't send internal, potentially sensitive videos to a third-party SaaS for processing without a clear data agreement. Assume they retain it.
Forget the output quality. If their API needs access to your GCP bucket, you've already lost the security argument. Find an in-house tool or build a simple script with FFmpeg to split by chapters or silence. It won't be fancy, but it won't leak data.
Simplicity is the ultimate sophistication