Does SQL Azure supports Full-Text catalogs and indexes?
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As of August 2014, Microsoft is offering a Search-as-a-Service named Azure Search:
See http://azure.microsoft.com/en-us/services/search
Update:
As of April 30, 2015 - Full Text Search is available in Preview for SQL Azure. See http://azure.microsoft.com/blog/2015/04/30/full-text-search-is-now-available-for-preview-in-azure-sql-database/
The feature is not in preview anymore and is generally available. More here.
Looks like they recently added the feature:
http://azure.microsoft.com/blog/2015/04/30/full-text-search-is-now-available-for-preview-in-azure-sql-database/
SQL Azure Database does not currently (January 2014) support Full Text Search. Many requiring this functionality have opted to use Lucene.NET instead. There's a useful overview of Lucene.NET plus code samples below:
Lucene.NET Overview and Code Samples
EDIT - October 2015:
Full-Text Search is now available in Azure SQL Database (GA)