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Top 10 Data Engineering & AI Trends for 2025

Monte Carlo

Small data is the future of AI (Tomasz) 7. The lines are blurring for analysts and data engineers (Barr) 8. Synthetic data matters—but it comes at a cost (Tomasz) 9. The unstructured data stack will emerge (Barr) 10. But is synthetic data a long-term solution? Probably not. All that is about to change.

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Streamline Operations and Empower Business Teams to Unlock Unstructured Data with Document AI 

Snowflake

From unstructured data to boundless opportunities The potential applications for this technology are vast — from small financial firms to manufacturing conglomerates, from invoice reconciliation to evidence discovery. .” Learn more here about Snowflake Cortex AI and Snowflake Copilot.

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Data Integrity for AI: What’s Old is New Again

Precisely

In the beginning, there was a data warehouse The data warehouse (DW) was an approach to data architecture and structured data management that really hit its stride in the early 1990s. There was no easy way to consolidate and analyze this data to more effectively manage our business.

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The Rise of Unstructured Data

Cloudera

Here we mostly focus on structured vs unstructured data. In terms of representation, data can be broadly classified into two types: structured and unstructured. Structured data can be defined as data that can be stored in relational databases, and unstructured data as everything else.

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Your Enterprise Data Needs an Agent

Snowflake

Agents need to access an organization's ever-growing structured and unstructured data to be effective and reliable. As data connections expand, managing access controls and efficiently retrieving accurate informationwhile maintaining strict privacy protocolsbecomes increasingly complex. text, audio) and structured (e.g.,

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Simplifying Multimodal Data Analysis with Snowflake Cortex AI

Snowflake

This major enhancement brings the power to analyze images and other unstructured data directly into Snowflakes query engine, using familiar SQL at scale. Unify your structured and unstructured data more efficiently and with less complexity. Start analyzing call center data with our easy Snowflake quickstart.

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Top 10 Data & AI Trends for 2025

Towards Data Science

And over the last 24 months, an entire industry has evolved to service that very visionincluding companies like Tonic that generate synthetic structured data and Gretel that creates compliant data for regulated industries like finance and healthcare. But is synthetic data a long-term solution? Probablynot.