Traditionalists like myself prefer to maintain the -ogue ending in words like dialogue, catalogue, pedagogue, etc. Contemporary habit, especially in corporate writing, often omits the Greek endings, writing instead dialog, catalog, pedagog, etc. In a few decades, the modern versions will dominate, but for now prefer the traditional spellings.