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Home Machine Learning

The Ideas Information Professionals Ought to Know in 2025: Half 1 | by Sarah Lea | Jan, 2025

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January 19, 2025
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I Tried to Schedule My ETL Pipeline. Right here’s What I Didn’t Anticipate.


From Information Lakehouses to Occasion-Pushed Structure — Grasp 12 information ideas and switch them into easy initiatives to remain forward in IT.

Sarah Lea

Towards Data Science

Once I scroll by way of YouTube or LinkedIn and see subjects like RAG, Brokers or Quantum Computing, I generally get a queasy feeling about maintaining with these improvements as an information skilled.

However once I replicate then on the subjects my clients face every day as a Salesforce Guide or as a Information Scientist at college, the challenges typically appear extra tangible: examples are sooner information entry, higher information high quality or boosting staff’ tech expertise. The important thing points are sometimes much less futuristic and may often be simplified. That’s the main target of this and the subsequent article:

I’ve compiled 12 phrases that you’ll definitely encounter as an information engineer, information scientist and information analyst in 2025. Why are they related? What are the challenges? And how will you apply them to a small undertaking?

So — Let’s dive in.

Desk of Content material
1 — Information Warehouse, Information Lake, Information Lakehouse
2 — Cloud platforms as AWS, Azure & Google Cloud Platform
3 — Optimizing information storage
4 — Large information applied sciences reminiscent of Apache Spark, Kafka
5 — How information integration turns into real-time succesful: ETL, ELT and Zero-ETL
6 — Even-Pushed Structure (EDA)
Time period 7–12 partly 2: Information Lineage & XAI, Gen AI, Agentic AI, Inference Time Compute, Close to…

Tags: conceptsDataJanLeaPartProfessionalsSarah

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