Artificial Intelligence
Data Pipeline
Plain English
How glossaryDataData is raw, uninterpreted information collected and stored so it can be analysed, processed, or used to inform decisions. On its own it carries no meaning; context and interpretation are what make it useful.Open glossary term moves and gets processed.
Definition
A glossaryDataData is raw, uninterpreted information collected and stored so it can be analysed, processed, or used to inform decisions. On its own it carries no meaning; context and interpretation are what make it useful.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, uninterpreted information collected and stored so it can be analysed, processed, or used to inform decisions. On its own it carries no meaning; context and interpretation are what make it useful.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.
In context
It is where quality problems become permanent. A glossaryTransformationTransformation is a fundamental change in how a system, organisation, or experience operates, often involving structure, processes, and behaviour.Open glossary term that silently drops malformed rows produces a clean glossaryDatasetA dataset is a structured collection of data used for analysis, training models, or processing.Open glossary term and a wrong answer.
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.
Compared with
Data Pipeline vs Integration
An glossaryIntegrationIntegration is the process of connecting different systems, tools, or services to work together.Open glossary term connects glossarySystemA system is a collection of interconnected components that work together to achieve a specific function or outcome.Open glossary term so they can exchange glossaryDataData is raw, uninterpreted information collected and stored so it can be analysed, processed, or used to inform decisions. On its own it carries no meaning; context and interpretation are what make it useful.Open glossary term. A pipeline processes data through defined stages: extract, transform, load. Integrations move; pipelines move and change.
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, uninterpreted information collected and stored so it can be analysed, processed, or used to inform decisions. On its own it carries no meaning; context and interpretation are what make it useful.Open glossary term between sources and destinations.
Why are data pipelines important?
They ensure glossaryDataData is raw, uninterpreted information collected and stored so it can be analysed, processed, or used to inform decisions. On its own it carries no meaning; context and interpretation are what make it useful.Open glossary term is available, clean, and usable.
What does a data pipeline include?
glossaryDataData is raw, uninterpreted information collected and stored so it can be analysed, processed, or used to inform decisions. On its own it carries no meaning; context and interpretation are what make it useful.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 is the degree to which data is accurate, complete, consistent, and reliable enough for the purpose it is being used for. It sets the ceiling on every decision, report, and model built on top of it.Open glossary term issues.
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