Title: Data Gravity
Author: Kriko
Published: Jun 7, 2023
Last modified: Jul 7, 2026

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# Data Gravity

**[Data](https://kriko.io/services/data-analysis-insight) gravity** refers to the
effect created when large volumes of [data](https://kriko.io/services/data-analysis-insight)
become concentrated within a particular system, platform or location. As [data](https://kriko.io/services/data-analysis-insight)
grows in volume and importance, it becomes increasingly difficult and costly to 
move, replicate, process and integrate with other systems.

The concept is based on the idea that large datasets behave like a centre of gravity.
As [data](https://kriko.io/services/data-analysis-insight) becomes concentrated 
in one location, applications, services, computing resources and other datasets 
tend to move closer to it. This tendency is the reason the term "gravity" is used.

Increasing [data](https://kriko.io/services/data-analysis-insight) density can create
several challenges in [data](https://kriko.io/services/data-analysis-insight) access,
transfer and analytics. Moving large datasets between systems or geographical regions
may require more time, bandwidth and financial resources. This can lead to latency,
integration complexity, security risks and higher operational costs.

[Data](https://kriko.io/services/data-analysis-insight) gravity is particularly 
noticeable in **[data](https://kriko.io/services/data-analysis-insight) lakes**,
[data](https://kriko.io/services/data-analysis-insight) warehouses and purpose-built
[data](https://kriko.io/services/data-analysis-insight) stores. As the volume of
information in these environments grows, placing applications and analytical services
closer to the data may be more efficient than continuously transferring entire datasets
between systems. AWS similarly describes modern data architectures that combine 
a central data lake with purpose-built data services operating around it.

Large enterprises may use cloud service providers to benefit from scalable storage
and computing capacity. However, concentrating significant volumes of data within
a single cloud environment may increase data transfer costs and create a greater
risk of dependency on a specific provider.

**Business intelligence tools** such as Amazon QuickSight allow organisations to
present information from different data sources through charts, analyses and interactive
dashboards. While these tools make [data analysis](https://kriko.io/services/data-analysis-insight)
more accessible, they do not resolve data gravity on their own. Managing data gravity
requires organisations to evaluate data architecture, storage location, computing
resources and data transfer methods together.

A comprehensive **data management strategy** is required to reduce the effects of
data gravity. This strategy should define where data will be stored, who will be
authorised to access it, how it will be used and which applications or services 
should operate close to it.

Regardless of whether data is stored in the cloud, on premises or within a hybrid
environment, organisations should manage data governance, access controls, classification,
security, integration and lifecycle requirements together. This can reduce unnecessary
data movement, control latency and costs, and enable data to be used more securely
and efficiently.

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