Optimizing Cloud Cost Management: Streamlining Hyperscaler Expenses and Maximizing Savings

Internship   7 min read

Company

SAP

My Role

UX Design Intern

Overview

I interned with the Plutus team, contributing to a cloud cost management platform designed to help line-of-business (LOB) teams maximize savings on hyperscaler expenses like AWS, Azure, and GCP. Collaborating closely with the UX Design Specialist, I focused on creating interactive data visualizations and ensuring a consistent, accessible design throughout the platform. My main goal was to make complex data intuitive and actionable for users.

Timeline

July 2024 - Jan 2025

Tools

Figma

Before We Start

Plutus is SAP’s flagship cloud cost optimization platform, launched in 2018 to help LOBs manage their hyperscaler expenses effectively.
By centralizing cloud services and leveraging AI-driven recommendations, the platform streamlines operations and enables significant cost savings. In 2024 alone, Plutus surpassed $1 billion in savings for SAP.
For its transformative impact, Plutus was honored with the prestigious Hasso Plattner Founders’ Award in 2023.

6 Months • 8 Projects

What did I work on?

5 Reporting Tools

Including multi-dimensional reports and dashboards.

2 New Features

Save and share report filters to reduce repetitive tasks.

Exchange and Return Hub

Streamlined resource management for exchanges and refunds.

Project Highlight

😵 First Impression: Whoa.

The dashboard looked important, but didn’t feel useful.

When I first opened the Plutus dashboard, I just stared at the screen.

So many numbers. So many tables. Everything looked important… but nothing felt useful.

And it wasn’t just me. Users told me they felt lost too. “I open it, look around, and close it,” one said. That kind of stuck with me.

🧭 Figuring Out What Actually Matters

Talking to users helped me focus on the 3 questions they asked most.

Before jumping into design, I talked to several finance leads and LoB managers to understand how they actually used the dashboard — or why they didn’t. Everyone had a different job title, but nearly all of them were trying to answer the same questions: Are our expenses going up or down? Who’s spending the most? And is that expected or a problem?

That clarity gave me something solid to work with. I wrote those three questions on a sticky note and kept it next to my laptop the entire time I worked on the redesign. Everything I designed had to answer those questions.

🧹 Cleaning It Up (Without Dumbing It Down)

I redesigned everything around clarity, with visuals that answered real questions.

I started from scratch. The original dashboard was heavy and overwhelming, so I focused on creating a clearer flow that helped people actually understand their cloud costs. With the new design, I introduced two distinct views.

The first was a leaderboard view that gave teams a quick snapshot of how they were performing against their targets — kind of like a scoreboard for cost visibility.

The second was a chart view, designed for deeper analysis. It showed how spending was trending over time and helped users break down costs by service or team.

The filters were simplified so they didn’t slow people down. And I pushed the dense tables to a secondary view — still there if you needed details, but no longer the first thing you saw.

This redesign wasn’t about making things look nicer. It was about giving people a clearer path to insight, so they could spot problems early and feel more in control of the numbers.

🫣 The Tricky Bits

You don’t need to show everything. Just make sure the right things are easy to find.

There was a point mid-project where I kept trying to add just one more thing — one more chart, one more toggle, one more clever breakdown. It felt like more would mean better. But then I remembered what a user told me:

"If I can’t understand the dashboard in 30 seconds, I’m moving on."

That snapped me out of it. From then on, every design decision was about clarity. What helps people get answers faster? What can I take away so the important stuff stands out? It was a good reminder that simple is not the same as basic. In fact, making something feel simple actually takes a lot more work.

🧪 What Changed?

The new design helped users find answers faster and feel more in control.

I tested the new dashboard with 8 users across finance and operations. Most of them found the insight they were looking for in under a minute, compared to three to five minutes before. A few said they’d actually consider checking the dashboard more often now. One of them said, “This finally helps me understand where the money’s going.”

That felt like a turning point. The redesign wasn’t just easier to navigate, it gave people the confidence that they could actually trust what they were seeing.

Did It Work?

The redesign didn’t just look better, it helped people work better.

After launch, I checked in with the same group of users, plus a few new ones. This version didn’t just feel easier, it was measurably more effective.

People were finding answers faster. Tasks that used to take three to five minutes, like spotting a cost spike or identifying a top spender, were now taking less than a minute. In post-launch interviews, most users said they felt more confident using the dashboard and no longer needed to create offline reports.

The dashboard finally became something people could rely on, not avoid.

🧯 Starting Point: Painfully Detailed

The tool had all the data, but none of the clarity.

Before the redesign, the cost reporting tool could technically show you anything — but only if you knew exactly what to ask for.  It was powerful but overwhelming. Users were met with dense tables, confusing filters, and zero guidance on where to look first. The core problem? People didn’t want to explore. They wanted answers.  

When I asked one user how they used the tool, they said, “I just export everything and deal with it in Excel.” That’s when I knew the tool wasn’t supporting decisions, it was just delivering data.

🧪 A Quick Look at the Process

Interviews. Insights. Iterations. A very happy VP.

I kicked off with user interviews and testing to understand what people needed and where they were getting stuck. Most of the frustration came down to three things. Users wanted more flexibility in how they sliced and diced their reports. They wanted more visual ways to spot trends. And they were tired of refilling 10+ filters just to recreate the same report every time. Below is what the old UI looked like.

The redesign introduced a new multidimensional reporting format with smarter filters, 5 new chart types, and one feature that made a huge difference: saving views.

After multiple rounds of iteration, I presented the redesign to the VP of Cloud Cost Optimization. She loved it. I was recognized with an SAP Appreciate award for owning the end-to-end experience.

🫣 The Tricky Bits

I kept adding more until I realized less was what actually helped.

At one point I added nine different chart types and a dozen filter toggles. I thought giving users flexibility to slice and dice their reports meant covering every angle. But during testing, it just overwhelmed people that they don’t even know where to start.

That moment helped me course-correct. I removed three of the chart types, collapsed half the filter options behind a "More" drawer, and simplified the layout. The rest became optional instead of required.

This project taught me that flexibility isn’t about giving people everything. It’s about giving them just enough, and trusting them to ask for more if they need it.

🧪 What Changed?

Every smart decision came from editing, not adding.

Editing is everything. The biggest breakthroughs didn’t come from what I added, but from what I cut.

Every design choice that helped the tool feel lighter came from putting myself in the user’s shoes. Most of them weren’t looking to explore. They just wanted to check in, see what changed, and move on. The more I leaned into that mindset, the better the product became.

Also, never underestimate the power of a good save button.

Did It Work?

Users stopped exporting to Excel and started using the tool for real.

In testing, most users were able to answer cost questions in under two minutes. That used to take ten or more.

One user told me, “I didn’t think a cost report could be this clear.” Another said they finally felt confident enough to use the tool during live review meetings.

The "saving views" feature, which let users save their filter setups and come back to them in one click, got such good feedback, we rolled it out across every other reporting tool in the platform.

Internship Experience

Designing, Learning, and Growing with Plutus 🌟

Interning with the Plutus team was an incredible journey of learning and growth. One of my first projects was redesigning the cost reporting tool, a feature that helps users break down and analyze their cloud expenses. It felt like a big responsibility knowing my work would eventually go live, but it was also exciting as it was an opportunity to create something meaningful.
My manager gave me an SAP spotlight award for my work, which made me feel appreciated and validated the effort I had put in. It wasn’t just about the recognition—it was knowing that what I contributed made a meaningful difference for both the team and our users. What stayed with me was the trust I was given throughout the internship. Being able to take ownership of projects made me feel valued, showing me that my ideas and perspective mattered.
Of course, there were also moments that stretched me. Explaining my design decisions to developers and stakeholders was challenging at first, and I worried about not having all the answers. But I learned that it’s not about knowing everything—it’s about being clear, listening, and staying open to collaboration. Questions from the team often made me rethink my approach, and those conversations led to better designs, reminding me that good design is never a solo effort.
The proudest moment? Seeing the tools I worked on shipped to production. Knowing that real users would rely on something I designed felt incredibly rewarding. By the end of my internship, I had grown more confident in handling projects from start to finish—not just as a designer, but as a collaborator.

Key Learnings

Designing with Data and Users in Mind 🛠️

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Data Visualization
Working on reporting tools taught me how to design interactive charts and tables that simplify complex data. Designing for multi-dimensional reports added another layer of complexity, pushing me to think critically about how users navigate layered information while prioritizing accessibility and clarity.
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User Testing
Conducting user testing taught me how to gather meaningful feedback and translate it into actionable improvements. It revealed how the smallest of design choices could significantly impact usability. It also reinforced the importance of observing how users interact with the product to uncover pain points that aren’t always obvious.

Personal Reflection

Looking Back...

My internship with the Plutus team was a defining moment in my journey as a designer. I learned to take ownership of my work, trust my instincts, and embrace collaboration as a vital part of the design process. Presenting my ideas to developers and stakeholders wasn’t always easy, but those conversations taught me the importance of clear communication and the value of diverse perspectives. Working on complex tools like multi-dimensional reports showed me how design can transform complicated tasks into something approachable and user-friendly, reinforcing my passion for creating thoughtful, practical solutions.
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