Meta data driven ingestion engine can be used with any Hadoop processing framework, including MapReduce, Spark, etc. This is why it makes sense to implement  Metadata management, Meta data framework

Meta data framework

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The open source ISA framework and tools help to manage an increasingly diverse set of life science, environmental and biomedical experiments that employing  withMetaData replaces any Meta Data in the message with the given Map. In Axon Framework Previous. Messaging Concepts · Next. Message Correlation. Last  Access to metadata · Deutsche Nationalbibliografie (German National Bibliography) and New Release Service · Metadata from the Integrated Authority File (GND) – 

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Metadata in Axon Framework. All commands, queries, and events in Axon Framework are messages that can have metadata attached to them. It is a map structure 
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    Each of the frameworks in the data pipeline have their own partial view of the end to end metadata.
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    Metadata standards ensure metadata is consistent useful and understood over time.
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    Method Summary Build the call string based on configuration and meta data information. Build the parameter binding fragment. Create a 
    XML developer news from XMLhack: by and for the XML community. Sophora Metadata Supplier – subshell Describes the format of the generic metadata artifacts—the templates, elements, and instances—that make up the CEDAR metadata framework and allow for 

    Metadata Management Frameworks (MMF). A metadata management framework is the basic structure of an organization's approach to creating and maintaining metadata.

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