Artificial Intelligence
Data Pipeline
Plain English
How glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term moves and gets processed.
Definition
A glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term glossaryPipelineA pipeline is a sequence of automated steps that process code or data from start to finish.Open glossary term is a glossarySystemA system is a collection of interconnected components that work together to achieve a specific function or outcome.Open glossary term that moves, processes, and transforms data from one source to another.
In practice
Used to collect, clean, and deliver glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term for analysis, reporting, or glossaryMachine Learning (ML)Machine Learning is a subset of AI that enables systems to learn from data and improve performance without being explicitly programmed.Open glossary term.
The reality
glossaryPipelineA pipeline is a sequence of automated steps that process code or data from start to finish.Open glossary term can become complex and fragile, especially when handling multiple sources and glossaryTransformationTransformation is a fundamental change in how a system, organisation, or experience operates, often involving structure, processes, and behaviour.Open glossary term.
FAQ
Common questions
A few practical answers to the questions that usually come up around this term.
What is a data pipeline?
It is a glossarySystemA system is a collection of interconnected components that work together to achieve a specific function or outcome.Open glossary term that moves and glossaryProcessA process is a defined sequence of steps used to achieve a specific outcome.Open glossary term glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term between sources and destinations.
Why are data pipelines important?
They ensure glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term is available, clean, and usable.
What does a data pipeline include?
glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term collection, glossaryTransformationTransformation is a fundamental change in how a system, organisation, or experience operates, often involving structure, processes, and behaviour.Open glossary term, and glossaryDeliveryDelivery is the process of building, testing, and releasing a product or feature.Open glossary term.
What challenges do data pipelines face?
Complexity, glossaryReliabilityReliability is the ability of a system to consistently perform as expected without failure.Open glossary term, and glossaryData QualityData quality refers to the accuracy, completeness, consistency, and reliability of data.Open glossary term issues.
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