In this paper, we focus on the problem of extracting structured labeled data from short unstructured ad postings from various sources like Craigslist, where ads are posting on various topics…In this paper, we propose unsupervised and supervised algorithms for extracting structured data from unstructured ads in the form of (key, value) pairs where the keys naturally represent topic specific features in the ads.