RichClegg
Richard Clegg

Richard Clegg

I design and build data and AI platforms on AWS.

I'm a senior data engineer and consultant at UTurn Data Solutions, an AWS Premier Tier Services Partner and Anthropic partner. I help teams across industries plan how their data moves onto AWS, how generative AI works on top of it, and how both stay trustworthy.

8+years in data engineering
3clouds: AWS, GCP, Azure

Tools I work with

AWS

S3GlueAthenaRedshiftLambdaEKS

AI and search

Amazon BedrockAmazon OpenSearch

Data and orchestration

AirflowPySparkBigQuerySQL Server

Engineering

PythonSQLTerraformCI/CD

Examples of the work

Generative AI

Knowledge bases on your own documents

Generative AI that answers from a client's own content, built on Amazon Bedrock managed knowledge bases. Pre-processing stages absorb bursty, high-volume document loads, and ingestion runs in batches from S3.

Generative AI

AI cost visibility

A client project using Amazon Bedrock inference profiles and cost analytics to track what AI workloads spend.

Data platforms

Query tuning and data migrations

Finding why a query is slow and designing how data moves to a platform that scales.

Generative AI

Amazon Quick as an AI studio

Led the full deployment: Identity Center integration, group management and custom knowledge bases.

Pre-sales

Rapid AI assessment

Leading an assessment for a prospective customer to find where AI can help and what it would take.

Search

Loading Amazon OpenSearch from S3

Workflows that turn data landing in S3 into something searchable.

Kubernetes

Scalable patterns for EKS workloads

Advice on consolidating sprawling workloads onto patterns that scale.

Healthcare client, 2025 to Aug 2026

Replaced Talend with Airflow on Amazon MWAA

Retired a six-figure annual license, moved pipeline credentials into AWS Secrets Manager, and put every delivered service under Terraform and CI/CD.

Healthcare client, 2025 to Aug 2026

Built a PII redaction service for HIPAA data

A redaction service on Amazon ECS with a FastAPI layer on AWS Lambda, so patient data is handled the way HIPAA expects before anyone queries it.

Grainbridge, 2021

Designed an S3 data lake for analytics and ML

PySpark on AWS Glue pulling from RDS and DynamoDB into a lake that serves QuickSight and SageMaker, plus a Step Functions app that retries failed Glue workflows.

Projects

Hobby apps on AWS, each deployed from its own repo with the same keyless pipeline.

Sleeper Lineup Compare

Scores two fantasy football lineups with a Sleeper league's own scoring settings, pulled live from the Sleeper API. Share links keep both lineups in the URL, so there is no server.

JavaScriptSleeper APIS3CloudFront

Sleeper Power Rankings

Weekly power rankings for any Sleeper league from six weighted categories, including all-play record and simulated playoff odds. Runs in the browser on the AWS always-free tier.

JavaScriptCloudFormationCloudFront

Lease Tracker

Shows how many miles a day you can drive for the rest of a car lease. A single static page, rebuilt from an old Python script.

JavaScriptS3CloudFront

Build a site like this with AI

How I built this portfolio with Claude Code, plain CloudFormation and a keyless GitHub Actions pipeline. Four parts, with every snippet in the posts, running on the AWS Free Tier. Start with the overview.

  1. Host a static site on S3 and CloudFront

    One CloudFormation stack gives you a private bucket, a CDN and HTTPS, within the always-free CloudFront allowance.

  2. Keyless AWS deploys with GitHub OIDC

    GitHub's OIDC tokens, a deploy role scoped to one site, and a short workflow that builds and syncs to S3.

  3. One file for the resume page and the PDF

    A JSON resume renders the web page at build time, and Playwright prints the same data to a PDF during the deploy.

  4. What I learned designing it with AI

    Two themes and a fork later, I went back to an early version. Content and positioning mattered more than the theme.

Certifications

AWS Certified Solutions Architect - Professionalverified
Issued May 2026, valid to May 2029
AWS Certified Solutions Architect - Associateverified
Renewed Jan 2025, valid to May 2029

See credentials on Credly