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Work Background
Self-employedAI Engineer, a hobby project
Jul. 2025Implement private AI Content generation and summarization utilizing GCP Document AI, RAG, Vector Search, Vertex AI, Python API’s, React UI, Pulumi to ground answers using over 100GB of private emails, documents in word, excel, pdf, scanned pdf and images formats. Iterate through different ingestion models, tailoring response to user role and objectives, as opposed to a general Internet based knowledge readily available through existing LLMs.
ScotiabankDatabricks/AI Engineer
Jan. 2025Toronto, Ontario, CanadaImplement Azure AI Foundry Agents to demonstrate automation capabilities.
Design and implement data-pipelines and data catalogs to compare native GCP and Databricks on GCP capabilities and usability
Develop PySpark code to load data from GCS into BigQuery and into Databricks Delta Lake
Compare meta-data discovery services and AI integration for data analytics purposes.
Develop visualization leveraging Data Studio, Looker, and Databricks native facilities to draw a comparison.
Document and demonstrate data cleansing, loading, and discovery using the competing approaches.
Pension Technology GroupDevOps/Software Architect/Engineer
Jul. 2024 - Dec. 2024United StatesDesign and implement Terraform templates and Azure DevOps pipelines.
Automate deployment of multi-cloud infrastructure: Azure and ElasticCloud.
Setup an automated VPN provisioning for Azure vnets to streamline access to back-end databases without exposing public IP access.
Automate MySql schema migration using pipelines.
Utilize AirByte for data migration processes between MySql and Postgres
Troubleshoot C# + MySql performance degradation issues.
Design and develop micro-services using .NET and Cosmos MongoDB.
Deploy and configure Keycloak identity provider.
University of TorontoAzure & Microservices Engineer
May. 2024 - Jul. 2024Toronto, Ontario, CanadaDevelop microservices Azure architecture leveraging Node.js following best practices Restful API hosted as Container Applications, API Management, Application Gateway, implement pub/sub pattern leveraging Event Hub, author Terraform deployment automation, define and implement Microsoft Entra authentication. Collaborate with stakeholders on the architectural trade-offs and implementation practices. Transfer knowledge and coach customer developers.
HCA HealthcareAPI, Data, and AI Engineer
Jan. 2024 - May. 2024United StatesDevelop API, data-processing, and integration with Google Vertex AI to process medical diagnosis data to automatically generate reports for insurance claim submission to reduce burden on medical staff filling out the forms manually. Automated deployment of large PostgreSQL schema and initial dataset between environments leveraging Github.com actions and composite workflows.
Securian CanadaData Architect & Engineer
Aug. 2023 - Feb. 2024North York, Ontario, CanadaDesign and develop data lake and warehouse to perform analysis using AWS Glue, Redshift, S3, Python, Step and Lambda functions. Utilised an unusual approach for data modelling leveraging database meta-data analysis of over 150 tables with over 3,000 fields to normalise the storage while balancing easy-of-use of the data model by extract/report developers. Demonstrated how Redshift serverless can be used as a a data-source for AWS Quicksight and Snowflake visualisation and dashboards.
WayfairData & Search Engineer
Mar. 2022 - Jun. 2023Boston, Massachusetts, United StatesElasticSearch platform architecture and automation in a large-scale and highly-automated multiple clusters deployment model.
Big Data processing of retail eCommerce platform leveraging: Kafka, Google Pub/Sub, Google BigQuery, Python, AirFlow, dbt, and lot’s of Sql variations.
Optimising index mapping and search/filter methods to improve performance and accuracy of queries. Coming up with a simpler model to address complex de-duplication requirements for warehouse scheduling and optimisation.
Automating deployment leveraging Terraform, Backstage, Puppet, bash, Python, PowerShell and etc.
Pall CorporationAWS Engineer
May. 2020 - Sep. 2023New York, United StatesBuilding 3 projects for industrial automation leveraging AWS IoT
Guiding the team members to the industry best practices for micro-services, separation of concerns, and sustainable decisions away from the shortcut technical debt.
Making use of MQTT SQL to send updates from the edge device into S3, SNS, and DynamoDB, and Timestream
Utilize Lambda for just-in-time data processing using Python, orchestrate longer running processes with Step-Functions
Design and deliver Python/Node.JS serverless Restful end-points with Lambda and API Gateway and OpenAPI/Swagger documentation
Leverage AppSync for GraphQL mapping to streamline front-end integration
Author CloudFormation templates and SDK/CDK for deployment automation purposes
Make use of AWS Cognito for user authentication purposes and Edge device management
CoursedotPart-time: GCP Instructor
Apr. 2020 - Dec. 2021Certified Google Cloud Platform Instructor: helping others to get proficient with GCP.
ObjectSharpAzure Architect, DevOps and Developer
Dec. 2019 - Jul. 2021Toronto, Canada AreaHelping customers to make the best use of the cloud platform:
- Migrate from Sql Server to Azure Sql
- Leverage Cosmos DB where applicable
- How to make best use of Azure Databricks
- Design VNet for Azure Sql connectivity
- DevOps automation with Terraform and ARM Templates
- Serverless compute development
- PaaS setup, load testing and troubleshooting
- Performance testing dotnet core on Windows vs. Linux and C# vs. Node.Js, and Golang for end-points
Zebra TechnologiesGCP Cloud Architect, Developer and DevOps
Oct. 2018 - Dec. 2019Toronto, Canada AreaBuilt a new phase in retail automation solutions: https://www.zebra.com/us/en/solutions/retail.html using Google Cloud Platform (GCP) at the lowest TCO with possible portability to Azure
Designed and coded Cloud Functions, Storage, KMS, and BigQuery to run no virtual machine and to configure no network: pay-per-use and require no Ops for the infrastructure components Leveraged Google GKE as an alternative to serverless, delivered comparable functions on Kubernetes while keeping in mind to keep solution portable to on-premises and on Azure Kubernetes
Automated deployments using Terraform and shell scripts
Built restful and graphQL api's for external customers, user-interfaces, and data-analytic teams
Delivered cross-platform micro-frontends web and mobile (PWA) applications using reactjs, react-native, and angular mobile frameworks
Isolated system dependencies and streamlined deployment procedures using docker containers on a robotic/IoT system
Challenged the status quo with simpler deliverables using go-lang, python, and nodejs where C++ traditionally ruled
Zebra TechnologiesGCP Cloud Architect, Developer and DevOps
Oct. 2018 - Dec. 2019Toronto, Canada AreaBuilt a new phase in retail automation solutions: https://www.zebra.com/us/en/solutions/retail.html using Google Cloud Platform (GCP) at the lowest TCO with possible portability to Azure
Designed and coded Cloud Functions, Storage, KMS, and BigQuery to run no virtual machine and to configure no network: pay-per-use and require no Ops for the infrastructure components Leveraged Google GKE as an alternative to serverless, delivered comparable functions on Kubernetes while keeping in mind to keep solution portable to on-premises and on Azure Kubernetes
Automated deployments using Terraform and shell scripts
Built restful and graphQL api's for external customers, user-interfaces, and data-analytic teams
Delivered cross-platform micro-frontends web and mobile (PWA) applications using reactjs, react-native, and angular mobile frameworks
Isolated system dependencies and streamlined deployment procedures using docker containers on a robotic/IoT system
Challenged the status quo with simpler deliverables using go-lang, python, and nodejs where C++ traditionally ruled
RBCPCF Micro-Services Architect, Dev and DevOps
Feb. 2018 - Oct. 2018Toronto, Canada AreaBuilt a number of micro-services using spring-boot on Pivotal Cloud Foundry PaaS to demonstrate CI/CD practices in real-world scenarios
Integrated Pivotal Cloud Foundry with ELK to support centralised logs ingest and processing
Built AWS Alexa skill to demonstrate opportunities for integrating banking applications and voice interaction
Built OpenShift and Damanti workloads to demonstrate how to enhance PCF offering with complimentary Kubernetes platforms
Worked with the DevOps team to implement Nexus as an artefacts repository and SonarQube for source code security scanning
SMITHAWS Developer, DevOps & Principal Architect
May. 2017 - Feb. 2018Gatineaue, QCStreamlined processes by leveraging public AWS cloud capabilities to improve delivery, agility and predictability, reducing error-prone manual processes. In a way blurring the line between DevOps and Dev oriented delivery models:
* Bitbucket-pipelines to for CD (continuous deployment) and for CI (continuous integration)
* JenkinsCI/CloudBees for CI/CD, JFrog Artifactory for NuGet and docker images repositories
* Docker-based builds for a variety of platforms and languages: Linux and Windows; Dotnet core, .net 4.6.2. Java Node.Js and others to isolate build dependencies
* Aws Elastic Cluster Service and Docker hub
* Build a tool using AWS Lambda to simulate EC2 processes and services failures to facilitate reliability testing
* Building AWS Gateway + Lambda Python end-points to reduce effort and costs associated with hosting software on ec2 instances
Analyzed a comparable deployment leveraging Azure platform
Judge.comPart-time Author and Instructor
Nov. 2016 - Dec. 2021USA, Israel and EuropeAuthored, maintained and delivered hands-on and virtual courses for Cisco and other customers: ElasticSearch, Couchbase, Aws, Azure, GCP, and InfluxDB
Rogers CommunicationsAzure and AWS Developer and Architect
Nov. 2015 - May. 2017Toronto, OnLed application transformation from traditional architecture to hybrid cloud deployment model - HP Enterprise OpenStack, Microsoft Azure with eyes on Amazon Aws and other public cloud providers. Shifted approach from monolithic Play/Akka application to microservices reducing complexity and interdependencies of otherwise complex deliverable improving chances for easier DevOps, automated deployment and configuration management. Delivered new for organization approach of serverless architecture on AWS with fully automated deployment using Terraform and tailored toward DevOps practices. Bridged Aws Vpc and corporate network using OpenVpn to empower deployment of application to Amazon cloud environment overcoming red tape and roadblocks in a traditional enterprise. Built series of PoC's using Scala, Play-Framework, Node.js and Cassandra to empower the development team with new approaches and technical capabilities.
PoC deploying Scala Restful service using Play-Framework into Java Docker image.
PoC deploying and running multiple Scala Rest Play-Framework apps under Tomcat 8. Design Cassandra data model to reflect business domain rather than source legacy systems data models. To establish a common understanding of data, facilitate ease-of-reuse for data, and to prepare for possible migration away from Cassandra without changing conceptual data-model. Reduced dev time and operational cost by order of magnitude by leveraging public cloud services: Aws Lambda, Aws Api-Gateway, Aws Kinesis and ElasticSearch.
shomi™Solution Architect and Dev Lead
May. 2013 - Nov. 2015Toronto, Canada AreaWorked with DevOps team to shape a monumental shift from a monolithic application and manual deployments to DevOps model with on-premises and on public cloud operation assets. Influenced and pioneered a landscape mindset shift away from a monolithic architecture to microservices using .Net and Node.Js previously in a Microsoft-only team. Introduced Elastic Search to compete with and eventually to replace Oracle Endeca as a search engine in order to address all search requirements at a lower cost of development. Built proofs-of-concept for Couchbase, Raven Db and for Cassandra NoSql to replace Sql Server for cross data-centre with practically unlimited scalability. Delivered first Couchbase back-end implementation in the team with over 3,000 transactions/sec across two data centres and with bi-directional replication. Envisioned data streaming integration between two data centres using Amazon Kinesis and Lambda technologies to achieve true active/active configuration. Built open-ended search protocol using Lucene syntax for accessing Elastic Search hidden behind application RESTfull end-points. Designed and built dozens of end-points using C# and Node.Js with Sql Server, Elastic Search, and Couchbase back-ends. Automated deployment to AWS and Azure for comparison purposes. Consumed 3rd party services such as Zoura, ExactTarget, thePlatform, ThinkAnalytics to enhance product capabilities.
CAA South Central OntarioBI Architect and Developer
Feb. 2013 - May. 2013Markham, ONDesigned and implemented Finance Mart for new Retail Travel point of sale system being introduced by the company to replace legacy system. Built star schema using SASS Sql Server 2008R2 and SSIS Sql Server 2012. Designed data model for data warehouse and for staging databases. Implemented Sql Server 2008R2 Change Data Capture as a mechanism to capture daily changes in the source system. Designed and implemented ETL processes using Sql Server 2012 SSIS. Implemented SSRS reports including dynamic charts using SSAS cube and SharePoint 2010 integrated mode. Couched off-shore resources to continue with report development.
Bell CanadaTeam Lead and Senior Developer
Nov. 2010 - Jan. 2013Played leading role in design and delivery of Self Care web site improved customer satisfaction by 6%, and produced 28% increase in web site visits contributing to reduction of call centre operating cost. Defined system architecture and delivered new phase of Bell.ca, VirginMobile.ca, and SoloMobile.ca self-serve portals using Microsoft technology stack: MVC 4.0, C# .Net 4 and 4.5, VS2010/12, SharePoint 2007/2010, and WCF Soap/Rest/Web Api including integration with Oracle Web Logic ESB. Managed activities of internal teams, off-shore teams, and external vendors to ensure smooth delivery of projects. Integrated front-end and Wcf services with 50+ back-end systems including Amdoc's billing systems, SiteMinder Single-Sign-On, and Sun One LDAP Directory server for user credential storage. Worked with business primes, business analysts, and technical primes to ensure superior usability of user interface, user flows, and robustness of the solution to conform to enterprise architecture, to corporate security requirements and to the industry best practices. Integrated Bell.ca self-serve with Canada ePost portal for seamless access to Bell.ca account and billing info from within ePost user interfaces. Delivered experimental RestFul cache for customer profile information to increase look-up performance and throughput, and to off-load requests from SunOne Directory Server to eliminate need for expensive upgrade of the system. Built PowerShell 2.0 point-and-shoot deployment scripts to transform a stock Windows Server into Web and Application Server with custom configuration, binding settings, authorization settings and certificates through series of configure-reboot-continue fully automated scripts. Named the best thing that ever happened to Bell.ca deployment processes. Implemented Wix Toolkit deployment packages for point-and-shoot type of installation for unattended background processes.
SolutionQ IncSolution Architect and Senior Developer
Jun. 2009 - Nov. 2010Worked directly with business primes and with system analysts to refine business requirements and to outline project scrum plans. Designed and implemented sophisticated Reporting, Dynamic LINQ Search Engine, and Role-based and data-driven Permission architecture and technical specifications for new version of portfolio management SaaS (software as a service) solution. Built Document Management Portal using SharePoint 2010 and integrated Document Management into new version of Eclipse Portfolio Management Product using SharePoint Client API and Silverlight. Designed and developed Sql Server Reporting Services 2008 (R1 and R2) integration with Silverlight solution without built-in report viewer. Lead delivery of over 20 reports with two team developers and two system analysts over 1 year period of time. Integrated Silverlight/WCF with SharePoint Client API to transparently present document library inside Silverlight User Interface before SharePoint introduced support for Silverlight. Implemented under 1 sec response time for dynamic ad-hoc reporting and search engine using C#, Dynamic Linq, Linq-To-Sql, and Entity Framework. Designed and Implemented end-user authentication and authorization leveraging Windows Lightweight Directory Services for end-user authentication purposes and Sql Server repository for data-driven permissions and roles. Deployed workload to Aws and Azure for proof-of-concept purposes.
Aviva CanadaProject Manager
Jan. 2009 - Jun. 2009Brokers Portal for Personal Lines of Insurance - lead project to integrated diverse, multiple Broker Management Systems with Aviva Canada Broker Portal. Collaborated with Canadian and US vendors and 3 internal teams across organization to accomplish project objectives while ensuring maximum system availability. Defined and presented multi-million-dollar, multi-phase project plan to stakeholders and to company executives, reported on the project progress and effectively dealt with organizational and technical challenges.
HydroOneSenior .Net, SharePoint, and DB Developer
Nov. 2008 - Jan. 2009Order Management System: Authored system specifications for integrated system, data entry screens and Web services for three separate applications: IIS/ASP.Net/WCF//C# with Oracle backend, SharePoint MOSS 2007 Workflows with SQL Server backend, and Weblogic J2EE customers management system. Provided feedback during project team meetings, providing issue resolution updates and task co-ordination assistance. Enhanced data model to include system changes related to updated business requirements. Implemented Windows 2008 Active Directory authentication and SharePoint (MOSS 2007) authorization Implemented SharePoint Workflow integration for order life-cycle managements.
Ontario Power GenerationTechnical .Net Lead and SQL/SSRS Senior Developer
May. 2008 - Nov. 2008Re-architecture of Profile-Based Security Access. Authored system specifications and coding approach to integrate Intranet application, scheduled jobs, with data warehouse to accurately log and to categorize employee security access and to flag security non-compliance. Implemented Asp.Net Web Pages using .Net 3.5, C#, and SQL Server 2005/2008. Integrated document management with SharePoint MOSS 2007 and WSS. Developed WCF 3.5 (Web) Services for integration with external Java-based and with legacy .Net 2.0 based systems.
Cancer Care OntarioSoftware Architect, Data Modeler and Senior .Net Developer
Dec. 2007 - Apr. 2008Design and implement Colorectal Cancer Screening system with .Net 3.0 web user interface and Oracle 11g back-end. Worked with business analysts to clarify requirements and to suggest best practices for user interface usability. Design data model in compliance with agency practices and industry best practices. Implemented pl/sql packages for massive data loading and data cross referencing. Built user interfaces for data entry and data searches through millions of patient records across Ontario.
Ontario Power GenerationTechnical Lead/Senior .Net/SQL/SSRS Developer
Jan. 2006 - Nov. 2007Delivered Security Profile Reporting and dashboards intranet system. Build data model, designed data extracts from 10+ back-end systems and implemented data transformation processes. Designed and build web based user interfaces for system access and security permission reports. Published just-in-time reports and delivered via e-mail reports using SSRS scheduling engine. Implemented ETL (extract, transform, and load) processes using on SQL Server 2005 database engine, t-sql and SSIS. Documented user requirements, system specifications, and solution architecture. Built reports using SSRS 2005 and 2008. Integrated IIS (Internet Information Services) and SQL Server database and with Windows Active Directory to allow single sign-on to web application and to SSRS end-point in order to streamline reporting presentation and off-line delivery. Dealt with performance issues associated with Sql complicated execution plan and heavy SSRS reports.
Bell CanadaConsultant/Senior .Net/SQL Server/Web Services Developer
Jan. 2003 - Dec. 2006Web Connect Bell Mobility has previously implemented Virtual Hold product that allows end customer to request a call-back functionality using interactive voice system and touch tone phone. The objective of this engagement was to implement call-back and schedule call-back functionality from Bell.ca web site integrated with Virtual Hold Web Services API. Defined system specifications and implemented ASP.Net/C#/SQL Server/Web Services application to provide seamless integration between three systems and user-friendly end-consumer experience. Customer Profile Defined System Architecture, Specifications, and Data Model to integrate 6 different systems via various methods: ETL, Web Services, URL links, 3rd party API, and sFTP data exchange to manage end-consumer email address, list of messages sent, and to place charges for customer services for pre-paid customers. Implemented ASP.Net user interface, C# batch processes, T-SQL procedures, Excel reports, and SSIS (ETL) processes. Compiled test cases and deployment documentation.
Pink Triangle PressSystem Architect and Delivery Prime
Jan. 2003 - Dec. 2003Implement Content Management System to automate process of submitting, reviewing, and publishing content to Xtra.ca web site. At the time CMS software was an emerging trend customer required an efficient and user friendly system to streamline the content publishing with no manual intervention or scheduled downtime. Designed and delivered along with 2 team members a solutions based on Asp.Net and Sql Server. Trained internal personnel to take over the support of the systems and provided ad-hoc assistance for the enhancements and production issues resolution.
Learning Tree InternationalPart-time: Instructor and Technical Editor
Jan. 2002 - Apr. 2024Delivered 4 days long hands-on courses to IT professionals, in-class and virtual.
Contributed, audited and consulted on the courses content.
Procase ConsultingTechnical Lead/Partner
Jan. 2000 - Dec. 2003Established brand new Microsoft Practice Team within company to complement established Oracle practice. Create and submit bids and proposals on the government and large enterprises projects. Designed system architecture, data models, middle tier components, and front-end presentation layers. Guided technical team through development, implementation, and release phases of software development life cycle. Interfaced with end-customers from requirements through release and support. Educational Financial Information System.
System awarded innovation award by the Government of Ontario. Designed and delivered web based application to provide the flexibility available in MS Excel for user to define screen layout, to create dynamic formulas, and yet to enforce strict business rules and data integrity not supported by spreadsheet software. Was involved from early stage of the bidding process to propose entire solution. Analyzed user requirements, proposed architecture for the entire system, designed data-model, middle-tier components, and front-end presentation layers. Provided technical guidance and assistance for the team to deliver the solution. Managed customer through the entire life cycle, and led team members during the implementation of the system and post-launch support and enhancements. Non-Profit Sector, Online Copyright and Licensing Management: Implemented Web-based, data-driven application for Canadian writers and publishers, allowing high-volume concurrent logins, author material ownership, publisher fee collection, usage/licensing reporting and bibliography research capabilities. Acted as hiring manager for front-end and middle-tier development teams; interviewed, selected, and trained staff and directed team activities, establishing goals and evaluating performance. Interfaced directly with client to define business requirements, project goals, and timelines.
CAMBRIDGE TECHNOLOGY PARTNERSSoftware Architect, Release Manager and Senior Developer
Jan. 1999 - Dec. 2000E-Commerce, Business to Consumer web site.
Windows NT 4.0, IIS, MS Site Server, ASP, HTML, VB, MTS, MS-SQL 7.0
Bi-lingual e-commerce web site selling products and services for Rogers lines of business: cable TV, high speed internet access, and wireless communication. Spearheaded the most challenging parts of the application development, deployment and maintenance; provided technical guidance and help for team of junior and intermediate web developers; assisted in integration with mainframe systems. Delivered order processing module utilizing MS Site Server pipelines and content management module using MS Site Server.
ClickSoftwareSoftware Engineer
Jan. 1997 - Dec. 1999ClickService Exchange Protocol design and development
Environment: Windows NT, IIS, ASP, HTML/DHTML, XML, COM/DCOM, MTS, VB, InterDev, IE5, MS-SQL 7.0, integration with Java based systems. Engagement was oriented toward creating a new layer above W-6 Service Scheduler to allow system integration over HTTP protocol using XML standard, and toward creating web based user interface for the software application to market it as web based product rather a Client/Server software. Designed, developed, and tested ASP/IIS application, resolved performance and memory leaks issues, both at the web server, and at the application server. Evaluated, designed and developed MTS based security system for the web based applications. Integrated Microsoft application with Java systems developed on BEA Web Logic and IBM Web Sphere using servlets, sockets, JDBC, Java xml API’s. ClickService client/server ERP software development
Duration: 2 years Team size: 15 members
Environment: Windows NT, COM\DCOM, MTS, RDBMS, MS-SQL, Oracle, MS Exchange, Sybase, ODBC, ADO, VB, VC++. Description: Scheduler engine software application utilizing best practices for OO design and development based on MS DNA technology. Designed complete modules, was consulted and highly involved in the overall design and development of highly scalable multi-tier, client/server enterprise application, built on open architecture principles and framework design. Personally developed code generator module for automatic generation of VB business objects including network transport serialization protocol. During the development of the software led design and development of cross-database access modules for Oracle 7.3, Sybase 5.5, and MS-SQL 6.5/7.0, profiled (using Rational Visual Quantify and NuMega TrueTime) and coordinated performance improvements, including database.
ClickSoftwareSoftware Engineer
Jan. 1997 - Jan. 1999ClickService Exchange Protocol design and development
Environment: Windows NT, IIS, ASP, HTML/DHTML, XML, COM/DCOM, MTS, VB, InterDev, IE5, MS-SQL 7.0, integration with Java based systems. Engagement was oriented toward creating a new layer above W-6 Service Scheduler to allow system integration over HTTP protocol using XML standard, and toward creating web based user interface for the software application to market it as web based product rather a Client/Server software. Designed, developed, and tested ASP/IIS application, resolved performance and memory leaks issues, both at the web server, and at the application server. Evaluated, designed and developed MTS based security system for the web based applications. Integrated Microsoft application with Java systems developed on BEA Web Logic and IBM Web Sphere using servlets, sockets, JDBC, Java xml API’s. ClickService client/server ERP software development
Duration: 2 years Team size: 15 members
Environment: Windows NT, COM\DCOM, MTS, RDBMS, MS-SQL, Oracle, MS Exchange, Sybase, ODBC, ADO, VB, VC++. Description: Scheduler engine software application utilizing best practices for OO design and development based on MS DNA technology. Designed complete modules, was consulted and highly involved in the overall design and development of highly scalable multi-tier, client/server enterprise application, built on open architecture principles and framework design. Personally developed code generator module for automatic generation of VB business objects including network transport serialization protocol. During the development of the software led design and development of cross-database access modules for Oracle 7.3, Sybase 5.5, and MS-SQL 6.5/7.0, profiled (using Rational Visual Quantify and NuMega TrueTime) and coordinated performance improvements, including database.
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