Cost analysis & optimization
Review cloud spend patterns, investigate cost drivers, and identify opportunities for optimization.
AWSAzureUsage analysis
CLOUD FINOPS · COST ANALYTICS · AUTOMATION
Making cloud costs visible, measurable, and optimizable.
I work with cloud cost data, financial reporting, budgeting, forecasting, and automation to help teams understand their cloud spend and identify optimization opportunities.
Cloud financial management · Reporting · Data-driven decisions
FINOPS / OVERVIEW COST VISIBILITY
CLOUD SPEND
Usage analysis Optimization signals
ALLOCATEMap spendTeams · Services · Owners
FORECASTPlan aheadBudgets · Trends · Variance
Illustrative concept — not live billing data.
01 Cloud cost analysis
02 Optimization insights
03 Financial reporting
04 Data automation
ABOUT ME
Connecting cloud usage
with financial clarity.
My work sits at the intersection of cloud operations, cost management, analytics, and reporting. I use data to make cloud spend easier to understand and to support practical conversations about budgets, forecasts, and optimization opportunities.
I have worked with cloud platforms and reporting tools including AWS, Azure, CloudZero, and Apptio BI, alongside SQL, Excel, and automation workflows.
This portfolio highlights existing analytics work. FinOps-specific case studies will be added as they are built and validated.
CORE CAPABILITIES
From cloud data to
actionable decisions.
A practical mix of cost visibility, analytical thinking, and repeatable reporting.
Budgeting & forecasting
Support financial planning with clear reporting, spend trends, variance analysis, and forecast inputs.
ExcelReportingForecasts
Allocation & cost visibility
Organize cost information to help stakeholders understand usage and spending across services or teams.
FinOpsCloudZeroApptio BI
Analytics automation
Use SQL and data workflows to reduce repetitive manual reporting and make analysis more repeatable.
SQLPythonGit
SELECTED WORK
Projects that show
how I work with data.
These existing projects demonstrate analytical, SQL, and business problem-solving skills. They are not presented as completed FinOps implementations.
Financial stocks analysis
Exploratory analysis of bank stock performance across the financial crisis through early 2016, using visual exploration to examine market trends.
PythonPandasVisualization
View project 
Housing data cleaning in SQL
Transform raw housing data into a more consistent, analysis-ready dataset using SQL Server.
SQL ServerData cleaning
View project 
E-commerce business analysis
Explore customer behavior and compare mobile app and website experiences to support a business decision.
PythonEDABusiness insights
View project PERSONAL PROJECTS
Curiosity-led work.
Practical problem solving.
A wider collection of hands-on projects across machine learning, analytics, recommendation systems, and application development.
These projects reflect my learning and experimentation across data and software. They complement my Cloud FinOps focus rather than representing production FinOps implementations.
Logistic Regression — Ad Click Prediction
Explore how user and session features can be used to model the likelihood of an advertisement click.
Explore repositoryK-Nearest Neighbors
A classification project exploring similarity-based prediction and the role of choosing an appropriate number of neighbors.
Explore repositoryDecision Trees & Random Forest
Experiment with tree-based models to understand rule-driven decisions, model behavior, and ensemble learning.
Explore repositoryMovie Recommendation System
Explore approaches for recommending content based on patterns in user preferences or item similarities.
Explore repositorySupport Vector Machine
Investigate margin-based classification and how feature representation affects a model's decision boundary.
Explore repositoryK-Means Clustering
Group data points by similarity and explore how clustering can reveal structure in unlabeled data.
Explore repositoryJava Spring Applications
Application development work using Java and the Spring ecosystem, reflecting broader software engineering experience.
Explore repositoryNote: The links above currently point to the project collection. Replace each with its exact project folder or README link after confirming the repository paths.
TOOLS & TECHNOLOGIES
A toolkit for
cost and data work.
Cloud
AWS · Microsoft Azure
FinOps & reporting
CloudZero · Apptio BI · Excel · Cost analysis
Data & analytics
SQL · Python · Power BI · Data cleaning
Ways of working
Git · GitHub · Jira · Reporting automation
LET'S CONNECT
Have a cloud cost or analytics challenge?
I'm interested in opportunities across Cloud FinOps, cloud cost optimization, and financial analytics.