Burak's Tech Insights: AI, Software, and More

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Burak Ince

Burak Ince

Lead Consultant Developer at Thoughtworks

Burak works at Thoughtworks as a Lead Consultant Developer with over 14 years of professional experience (since July 2011) and 24 years of programming experience (since 2001). He is a seasoned Full-Stack developer with additional experience in modern languages such as TypeScript and Golang. He is heavily involved in Data Engineering, Software Craftsmanship, and consulting on OO Design, testing, functional programming, and system architecture. He has a passion for evolutionary software, new technologies, and infrastructure. Currently working on 3D object reconstruction from RGB-D camera data and digital twin mapping.

Experience

Thoughtworks Experience

Major Retail Energy Supply Company

During a 10-month tenure as a Data Engineer, designed and implemented core RESTful API services utilizing Kubernetes, Terraform, Helm, Google Cloud Platform (GCP), CloudSQL (PostgreSQL), and TypeScript to develop customer, energy usage, and billing microservices with secure OpenID Connect (OIDC) and OAuth 2.0-based single sign-on (SSO) authentication.

University Hospital

During a one-month tenure as a Data Engineer, developed a proof-of-concept system leveraging Cloudformation, AWS Lambda, Python, Amazon Comprehend Medical, AWS Step Functions, Amazon S3, API Gateway, and Amazon Bedrock to automate data extraction from patient reports and images, enabling automatic identification of key medical data and matching potential clinical trials for physician review and approval.

Major European Retailer of Consumer Electronics and Household Appliances

During an 8-month tenure as a Data Engineer, modernized IT infrastructure and developed a Customer Data Platform on GCP BigQuery, leveraging GCP, Cloud Composer, Apache Airflow, Python, R, Colab Enterprise, Vertex AI, Kubeflow, Jupyter Notebooks, Data Contracts, IAM roles, Google Identity Platform, Terraform, Polars, Dataplex, Medallion Architecture, Cloud Storage, and Looker to establish robust data governance, platform capabilities, and actionable data products.

Major Laboratory Devices and Consumables Company

Infrastructure consultant for 11 months, working with C#, Golang, Typescript, Terraform, Terratest, AWS (including VPC, Lambda, Lambda Edge, Fargate, ECR, API Gateway), MQTT, HiveMQ, IoT Core, Layer 4 Network Load Balancer, Layer 7 Application Load Balancer, mTLS with X509 Certificates, DynamoDB, XRay, GitHub Actions, and AWS OIDC Providers. Developed and contributed to the MQTT server and infrastructure for secure and scalable communication between laboratory devices and the cloud.

Major Automobile Manufacturer Company

Data engineer for 5 months, building an AI platform for connected cars using Kubernetes, Terraform, Terratest, Helm, AWS, ECR, Amazon Aurora, Kubeflow, KServe, KNative, Istio, Let's Encrypt, Seldon, PostgreSQL, Redis, Tensorflow Serving, Prometheus Stack, Keycloak, and GitHub Actions. Improved Kubeflow installation and integrated the customer's SSO system.

Major European Multinational Chemicals Company

Data engineer for 1 year and 3 months, working on a CD4ML machine learning pipeline and AI platform using Golang, Python, Asyncio, Aiohttp, Pydantic, SQLAlchemy, Typescript, Kubernetes, Helm, Azure Cloud, Azurite, ACR, PostgreSQL, Terraform, DVC, Mlflow, Dagster, Great Expectations, REST, gRPC, GraphQL, Memgraph, Dash, ONNX, Tensorflow, Scikit-Learn, React, Prometheus Stack, Backstage, Azure DevOps, and Azure Pipelines. Contributed to the development of the main framework and subsections of the portal.

Major Energy Logistics and Chemicals Company

Lead consultant developer for 1 month, conducting an architecture and technology review for in-house developed trading software. Examined various architectural classifications (monolithic and distributed) with the team and decided on approaches to solve problems.

Major European e-Commerce Company

Data engineer for 9 months, building a fast serving layer using Amazon Redshift, Apache Spark, PySpark, Parquet, Delta Lake, Scala, Python, Google BigQuery, Apache Airflow, Databricks, Deequ, Amazon S3, AWS CloudFormation, Flyway, PostgreSQL, Java, Spring Boot, Open API, Open Telemetry, Kubernetes, Scalyr, Lightstep, and Grafana. Helped ingest data from different systems and optimize the data pipeline.

Major Automobile Manufacturer Company

Developer for 6 months, working on a header component for an entire application ecosystem with micro frontend architecture using TypeScript, StencilJS, Terraform, AWS, CodePipeline, JFrog, Verizon, and BrowserStack.

Major Cash and Carry Logistic Company

During a 12-month tenure as a Developer, designed and implemented an automated secrets loading and management system using Golang, Groovy, React, Redux, Cassandra, PostgreSQL, Kubernetes, HashiCorp Vault, Consul, Ansible, and Jenkins (4 months), and engineered an SRE reliability monitoring tool to calculate and visualize service health metrics utilizing Golang, React, Redux, Cypress, Cassandra, ELK Stack, Kubernetes, API Blueprints, Docker Swarm, and Jenkins (8 months).

Commercial Mortgage and Financial Services Firm

Developer for 4 months, building a banking mobile app, microservices, and a build pipeline using Swift, DotNet Core, API Blueprints, Docker Stack, Jenkins, CentOS, Redis, ELK Stack, and Sonar.

Major Insurance Company

Developer for 4 months, building a loan application web page using React, Redux, Gradle, Spark Java, JWT, API Blueprints, PostgreSQL, Docker Stack, Terraform, GoCD Server, CoreOS, ELK Stack, Pinpoint, Traefik, Sonar, and Prometheus.

Major Car Rental Company

Developer for 1 week, building monitoring web pages with React and Redux for a rich interface for end users.

Healthcare Community

Developer for 3 months, building a community-driven terminology management system with Python, Flask, Django, Grunt, AngularJS, PhantomJS, Docker Compose, Apache Solr, and MongoDB. Developed a web page and REST API to facilitate monitoring, evaluation, and performance improvement across healthcare and public health systems.

Other Experience

Major Finance and Insurance Company

April 2015 - December 2016

Developed core banking customer portfolio web applications using GWT, HTML5, CSS, Twitter Bootstrap, JavaScript, JSON, and AJAX. Also developed core banking customer query and customer management SOAP web services using Java EE, Maven, Spring, SOA, IBM AIX, DB2, and Websphere Application Servers.

Software & Consultancy Company

July 2011 - April 2014

Developed core banking customer query and customer management SOAP web services using Java EE, Maven, Spring, SOA, IBM AIX, DB2, and Websphere Application Servers. Also, developed a data management pipeline using SAS language and SAS Data Management Servers.

Skills

Programming Languages:

Java, Golang, Python, TypeScript, JavaScript, Scala, C#, Swift, Bash, Groovy, Ruby, Lua, PL/SQL

Java Specific Competencies:

Spring Boot, Spring Cloud, Spring Data, Spring Security, Spring MVC, Spark Java, Maven, Gradle, Groovy

.NET Specific Competencies:

.NET Core, Cake

JavaScript Specific Competencies:

React, Redux, TypeScript, StencilJS, Angular (2+), AngularJS, Jest, Cypress, PhantomJS

Python Specific Competencies:

PySpark, Airflow, Dagster, DVC, MLflow, Pydantic, Asyncio, Aiohttp, SQLAlchemy, Polars, Jupyter Notebooks, Colab Enterprise, Scikit-Learn, TensorFlow, PyTorch, FastAPI, Flask, Django, Pandas, NumPy, Great Expectations, Deequ

Databases:

PostgreSQL, Cassandra, Redis, MongoDB, Amazon Aurora, DynamoDB, Google BigQuery, Amazon Redshift, Memgraph, Apache Solr, DB2, MS SQL Server, Oracle, MemSQL, VoltDB

Cloud & Orchestration:

AWS, Google Cloud Platform (GCP), Azure, Kubernetes, Helm, Terraform, CloudFormation, Istio, KNative, Docker, Docker Swarm

Data Engineering:

Apache Spark, PySpark, Delta Lake, Parquet, Apache Airflow, Dagster, DVC, Great Expectations, Deequ, Databricks, Hadoop HDFS, Apache Hive, Apache Kafka, Apache ZooKeeper

ML Engineering:

TensorFlow, PyTorch, Scikit-Learn, ONNX, Kubeflow, KServe, Seldon, MLflow, Amazon Bedrock, Vertex AI, Amazon Comprehend Medical

Infrastructure as Code:

Terraform, AWS CloudFormation, Ansible, Terratest

Observability & Monitoring:

Prometheus, Grafana, ELK Stack, OpenTelemetry, Jaeger, Zipkin, Pinpoint, Lightstep, Scalyr, DataDog, XRay

Security & Authentication:

OAuth 2.0, OpenID Connect (OIDC), Keycloak, HashiCorp Vault, mTLS (X.509), ORY-Hydra

Specifications & Protocols:

REST, gRPC, GraphQL, OpenAPI, Swagger, API Blueprints, Protobuf, Open Telemetry, Open Tracing, Open Census

CI/CD & Testing:

GitHub Actions, Jenkins, GoCD, Terraform (Terratest), Cypress, Jest, Selenium, SonarQube