MS Fabric (taken from MS website)

Microsoft Fabric and OneLake: Are They Truly the “All-in-One” Cloud Solutions They Claim to Be?

Rakesh Gupta
3 min readNov 11, 2024

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Microsoft Fabric and OneLake are marketed as game-changers in cloud-based data management and analytics, presenting an enticing promise: seamless integration, flexibility, and scalability in a single platform. But beneath this shiny veneer, they may resemble those “all-in-one” cable bundles that seem convenient at first glance but reveal limitations and dependencies upon closer inspection.

The Hidden Reality: Intertwined Storage and Compute

Microsoft Fabric touts a decoupled compute and storage model, suggesting you can freely scale compute power without affecting storage and vice versa. But there’s a catch: accessing data in OneLake requires an active Fabric capacity. This dependency blurs the line between independent storage and compute resources, making them as coupled as traditional on-premises data warehouses. In essence, while marketed as open and flexible, OneLake’s accessibility remains tethered to Microsoft’s ecosystem, not unlike how a cable package binds you to one provider.

Autoscaling Promises and Realities

Autoscaling is often championed as one of the cloud’s greatest strengths, allowing resources to scale up and down as needed. Microsoft Fabric offers autoscaling as well, suggesting it will eliminate the need for manual resource management. However, under the hood, its shared capacity model brings back the dreaded “noisy neighbor” problem: large data loads and demanding ETL processes can impact other workloads, potentially dragging down overall performance. To avoid disruptions, many users end up over-provisioning, paying for capacity they might not always need, thus undermining the cloud’s promise of true elasticity — much like how shared cable lines can slow to a crawl during peak hours.

The Reality of “Pay-as-You-Go”: Paying for Idle Capacity

One of the core promises of the cloud is that you only pay for what you use. But in Microsoft Fabric, the reality can be quite different. To maintain continuous data access and keep dashboards available, users must keep their compute capacity running, even when it’s idle. This setup is akin to leaving all your cable channels active even when no one’s watching — a wasteful approach that contradicts the “pay-as-you-go” advantage. For organizations focused on cost optimization, this continuous expenditure can lead to budget overruns.

Chained to the Cloud: A Bundle That’s Hard to Leave

Microsoft Fabric and OneLake, for all their convenient packaging, can feel like a cable company bundle deal. Everything may seem integrated and cost-effective at first, but deeper engagement reveals restrictions and costs that weren’t obvious upfront. Being locked into Microsoft’s ecosystem can be limiting for organizations looking for true flexibility, much like being tethered to a bundled cable package that doesn’t fully meet your needs.

Final Thoughts: A New Take on an Old System?

While Microsoft Fabric and OneLake offer a streamlined, cloud-native data management experience, their model seems more about reimagining on-prem constraints in a cloud format rather than breaking free from them. For businesses seeking a genuinely transformative approach to data management, it’s worth examining whether these tools will deliver long-term value or if alternative solutions might better support a flexible, cost-effective, and truly scalable cloud strategy.

PS: These are my own personal views. I spend a big chunk of my consulting time helping customer building (data) platforms, data engineering, data analytics in Azure

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Rakesh Gupta
Rakesh Gupta

Written by Rakesh Gupta

Founder and IT Consultant, SketchMyView (www.sketchmyview.com). Reach me here: linkedin.com/in/grakeshk

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