1. [Home](https://www.g2.com/) 2. ... 3. [Web Data Providers Software](https://www.g2.com/categories/web-data-providers) 4. [TinyFish Discussions](https://www.g2.com/products/tinyfish/discuss) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_6ee28232aea6061d24178f0a3108df98/tinyfish.png "Product Avatar Image") ](/products/tinyfish/reviews) [ TinyFish ](/products/tinyfish/reviews) (97)4.3/5 TinyFish is a unified web operations platform built for AI agents and AI applications. It enables developers to search the live web, extract clean structured content, browse dynamic websites, and automate authenticated workflows through a single platform. By providing reliable access to current web data and web interactions, TinyFish helps AI systems deliver more accurate answers, reduce operational complexity, and scale production workloads. Show More * * * ### 51.0 Nps Score Already have TinyFish? ### All TinyFish Discussions Search Most CommentedMost HelpfulCommon QuestionsNewest All DiscussionsDiscussions with CommentsCommon QuestionsDiscussions without Comments FilterFilter Filter byExpand/Collapse Sort by Most Commented Most Helpful Common Questions Newest Filter by All Discussions Discussions with Comments Common Questions Discussions without Comments ![deepti b.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "deepti b.") DB Loading... [deepti b.](https://www.g2.com/users/86755df1-61c2-4416-8503-30c65171e0ec "deepti b.") • 2 months ago Founder Founder More Options - [ # How are you handling TinyFish setup and API contract clarity for changing web sources? ](/discussions/how-are-you-handling-tinyfish-setup-and-api-contract-clarity-for-changing-web-sources) TinyFish has been useful for enriching ClinicalTrials.gov with harder-to-reach web sources, like India-specific registry info, non-U.S. trial records, and sponsor updates, which reduces manual searching and improves India-relevance for researchers. The tradeoff is that integration can take more... [Read more](/discussions/how-are-you-handling-tinyfish-setup-and-api-contract-clarity-for-changing-web-sources) * * * (true)\<0\>0\>Upvotes (false) * * * 0 Comments [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Ask+TinyFish+questions+and+get+answers+from+expert+users+in+our+TinyFish+Discussions+section.&title=TinyFish+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Ftinyfish%2Fdiscuss) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=TinyFish+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Ftinyfish%2Fdiscuss&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fproducts%2Ftinyfish%2Fdiscuss) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=TinyFish+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Ftinyfish%2Fdiscuss%0aAsk+TinyFish+questions+and+get+answers+from+expert+users+in+our+TinyFish+Discussions+section.) [![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=TinyFish+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Ftinyfish%2Fdiscuss%0aAsk+TinyFish+questions+and+get+answers+from+expert+users+in+our+TinyFish+Discussions+section.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") ## Start a New Software Discussion Have a software question? Get answers from real users and experts [Start A Discussion](/products/tinyfish/discussions/new?entry_point=discussions%23product) * * * ![Product Avatar Image](https://images.g2crowd.com/uploads/product/hd_favicon/eaacba4a4e8daf5d952e998f41012708/tinyfish.png "Product Avatar Image") ### Have you used TinyFish before? Answer a few questions to help the TinyFish community [ Yes ](javascript:void(0))[ Yes ](https://www.g2.com/login?context=product_review&return_to=https%3A%2F%2Fwww.g2.com%2Fproducts%2Ftinyfish%2Fdiscuss%3Fsmall_ask%3Dtinyfish) No ## Top Contributors in TinyFish 1 ![deepti b.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "deepti b.") DB Loading... ### [deepti b.](https://www.g2.com/users/86755df1-61c2-4416-8503-30c65171e0ec "deepti b.") Founder 1 pt