The Provenance Environment (ProvEn) software is designed to monitor and analyze distributed scientific workflow application behavior in the context of its environment. At its core, ProvEn supports provenance capture, collection, storage and searches and uses an innovative hybrid approach to capturing and federating semantic provenance and time series metrics data. The ProvEn software consists of a client (Describe Anything Provenance Interface (DAPI) and HArvest Provenance Interface (HAPI)), a service cluster (i.e. ProvEn services), and a Web dashboard. The DAPI and HAPI client software for disclosing provenance and metrics streaming messages to a services where they can be persisted. The ProvEn services consists of a cluster that provide services to interface with compatible 3rd party databases for collection, storage, search, and retrieval using RESTful interfaces. The ProvEn dashboard interfaces with the ProvEn server to support message browsing and monitoring.