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Data as a Product: The New Paradigm

Open Source For You

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August 2025

Treating data as a product (DaaP) requires the development of reliable systems that can be shared, reused and deliver value. Let’s understand this concept and the important role open source is playing in its implementation.

- Dr Chinmoy Kumar

Data as a Product: The New Paradigm

Data is often nicknamed 'the new oil' as it requires processing similar to oil extraction before it reaches its useful state. It then becomes the power source for business decisions and product development. The technology behind artificial intelligence, automation, recommendation systems and digital ads relies fundamentally on data.

Data has evolved from being an operational byproduct to a product that companies now actively manage. The Data as a Product (DaaP) approach transforms business data management through open source tools such as Apache Kafka for real-time data streams and Airbyte for data integration.

What does 'Data as a Product' mean?

Data as a Product (DaaP) means treating data like a hardware or a software product. The data is actively managed, maintained and improved to serve end users, just like is done with any product. Data was previously locked away in centralised databases that were only accessible by IT teams, which limited users' ability to locate it. DaaP now puts the user, typically a data analyst, data scientist or developer, at the centre. This makes data more accessible, well-documented and reliable.

Today organisations use service level agreements (SLAs) for data management in the same way as they apply them to digital services. The agreements guarantee that data remains up to date, accurate and readily available. This transformation from static storage to delivering usable assets happens because data now serves multiple teams. Organisations across the board now view data as a product that requires reliability, maintenance and user-centred design.

MEER VERHALEN VAN Open Source For You

Open Source For You

Open Source For You

The Fragile Edge: Chaos Engineering for Reliable IoT

Chaos engineering is a great way of detecting possible failures in loT devices. This technology has evolved well for testing cloud failure, but open source communities are still working towards building an efficient chaos engineering toolkit for testing loT devices.

time to read

9 mins

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Open Source For You

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What Open Source RAG can do for Modern Enterprises

Follow this guide to leverage your enterprise data with a self-hosted AI assistant, powered by the semantic search capabilities of open source vector databases.

time to read

10 mins

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Open Source For You

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ASF elevates Apache DevLake and Grails to top-level status

The Apache Software Foundation (ASF) has announced that Apache DevLake and Apache Grails have graduated to Top-Level Projects (TLPs), signalling maturity, community growth, and operational independence.

time to read

1 min

November 2025

Open Source For You

Anthropic releases Claude Agent SDK alongside Claude Sonnet 4.5

Anthropic has unveiled Claude Sonnet 4.5, its most powerful code-focused AI model to date, alongside the launch of the Claude Agent SDK, an open source toolkit that allows developers to build autonomous agents powered by Claude's architecture.

time to read

1 min

November 2025

Open Source For You

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How AI is Impacting the Internet of Things

AI and IoT are complementing each other to build powerful and secure connected devices.

time to read

3 mins

November 2025

Open Source For You

Open Source For You

Building Future-ready AI Hardware with Neuromorphic Computing and Sensing

If machines could learn and adapt like us, what doors would that open? Neuromorphic systems are not just mimicking the brain, they are setting the stage for AI that learns, senses, and evolves, just like we do.

time to read

3 mins

November 2025

Open Source For You

Open Source For You

Open Source MLOps Tools: Ideal for Managing ML Data Workflows

MLOps adds automation, organisation and reliability to the machine learning lifecycle. Open source MLOps tools do a great job of helping build a machine learning model, with each tool tackling a distinct challenge.

time to read

6 mins

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Open Source For You

Open Source For You

Google open sources MCP server for analysing ads data

Google has officially open sourced the Google Ads API Model Context Protocol (MCP) server, now available on GitHub.

time to read

1 min

November 2025

Open Source For You

Open Source For You

Popular Simulation Platforms for the Internet of Vehicles

In these days of traffic congestion and autonomous driving, software that connects pedestrians and vehicles with governing bodies is the need of the hour. Open source simulation platforms for the Internet of Vehicles are enabling just that.

time to read

3 mins

November 2025

Open Source For You

Building an IoT Product? Use OpenRemote

OpenRemote, the open source IoT platform, helps businesses and developers innovate while lowering expenses and enabling complete control over their connected products.

time to read

5 mins

November 2025

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