Parallelization of collection queries

Embodiments are directed are towards the parallelization of collection queries. A method of parallelizing collection queries comprises providing a field searchable data store comprising a plurality of field searchable time stamped event records. The method further comprises receiving, at a search head, a collection query that references a field name that identifies portions of one or more event records to be summarized. Further, the method comprises determining if the collection query can be concurrently executed on a first plurality of indexers, wherein the search head is configured to communicate with the first plurality of indexers, and wherein each indexer of the first plurality of indexers comprises one or more field searchable time stamped event records. Responsive to an affirmative determination, the method also comprises determining a second plurality of indexers relevant to the collection query and executing the collection query to generate a respective summarization table at each indexer.