Transcripts, images and content pipelines
Raw material for an index, a dataset or a model: video transcripts, place photography, and the provenance of an image once it is loose on the web. Bulk-oriented, with the formats and identifiers a pipeline needs to deduplicate and join.
19 documented jobs across 7 sources.
YouTube Transcripts API
Transcripts and captions for any YouTube URL, with translation, SRT/VTT and video metadata.
- Accessibility and compliance workflows
- Bulk subtitle generation for a channel
- Feeding video content into a RAG pipeline
- Searchable archives of conference talks
- Training-data collection for language models
YouTube Transcripts API — parameters, schema and worked examples →
Google Maps Photos API
Google Maps Photos API - every photo for any place as structured JSON: full-size image URLs, thumbnails, gallery position, and a stable photo ID.
- Build image datasets keyed to real places, de-duplicated by photo ID
- Collect Street View and 360 panoramas for a set of locations
- Populate listing and directory profiles with real interior and exterior imagery
- Pull menu and food galleries for restaurant pages
Google Maps Photos API — parameters, schema and worked examples →
Tripadvisor API
Places and full review threads from Tripadvisor, with trip type and author detail.
- Building a fresh hotel reviews dataset for an LLM pipeline
- Travel content research and destination roundups
LinkedIn Learning API
Course records with rating, review text, syllabus and the skills each course claims to teach.
- Building a skills taxonomy from published course metadata
- Mapping what a platform teaches about a subject
LinkedIn Learning API — parameters, schema and worked examples →
Image Similarity API
Semantic similarity and perceptual-hash distance on every pair, with your own thresholds.
- Deduplicating an image dataset before training
- Detecting reuploaded or lightly edited copies of an asset
- Finding duplicate images in a catalogue
Image Similarity API — parameters, schema and worked examples →
Google Lens API
Reverse image search: similar images, shoppable matches, or every page using your image.
- Finding unlicensed reuse of your photography
- Image attribution and licensing audits
Google Flights Deals API
Google Flights Deals API - the 30 cheapest destinations from any airport as structured JSON, each flagged when it beats its route's typical price.
- Populate a travel affiliate page with photos, dates, and booking links
Google Flights Deals API — parameters, schema and worked examples →